lib/crewai-tools/tool.specs.json - main - githubmirror/crewai

lib/crewai-tools/tool.specs.json
31 600 строк960 KB
João Moura
feat(tools): add URLReadTool for reading arbitrary URLs (#6834)
06 авг 2026, 01:38
06 авг 2026, 01:380c74f23
{
  "tools": [
    {
      "description": "A wrapper around [AI-Minds](https://mindsdb.com/minds). Useful for when you need answers to questions from your data, stored in data sources including PostgreSQL, MySQL, MariaDB, ClickHouse, Snowflake and Google BigQuery. Input should be a question in natural language.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for AI-Minds",
          "name": "MINDS_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "AIMind Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Api Key"
          },
          "datasources": {
            "items": {
              "additionalProperties": true,
              "type": "object"
            },
            "title": "Datasources",
            "type": "array"
          },
          "mind_name": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Mind Name"
          }
        },
        "required": [],
        "title": "AIMindTool",
        "type": "object"
      },
      "name": "AIMindTool",
      "package_dependencies": [
        "minds-sdk"
      ],
      "run_params_schema": {
        "description": "Input for AIMind Tool.",
        "properties": {
          "query": {
            "description": "Question in natural language to ask the AI-Mind",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "AIMindToolInputSchema",
        "type": "object"
      }
    },
    {
      "description": "Fetches metadata from Arxiv based on a search query and optionally downloads PDFs.",
      "env_vars": [],
      "humanized_name": "Arxiv Paper Fetcher and Downloader",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "additionalProperties": true,
        "properties": {
          "download_pdfs": {
            "default": false,
            "title": "Download Pdfs",
            "type": "boolean"
          },
          "save_dir": {
            "default": "./arxiv_pdfs",
            "title": "Save Dir",
            "type": "string"
          },
          "use_title_as_filename": {
            "default": false,
            "title": "Use Title As Filename",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "ArxivPaperTool",
        "type": "object"
      },
      "name": "ArxivPaperTool",
      "package_dependencies": [
        "pydantic"
      ],
      "run_params_schema": {
        "properties": {
          "max_results": {
            "default": 5,
            "description": "Max results to fetch; must be between 1 and 100",
            "maximum": 100,
            "minimum": 1,
            "title": "Max Results",
            "type": "integer"
          },
          "search_query": {
            "description": "Search query for Arxiv, e.g., 'transformer neural network'",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query"
        ],
        "title": "ArxivToolInput",
        "type": "object"
      }
    },
    {
      "description": "A tool that performs image searches using the Brave Search API. Results are returned as structured JSON data.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Brave Search",
          "name": "BRAVE_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Brave Image Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool that performs image searches using the Brave Search API.",
        "properties": {
          "country": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Country"
          },
          "header_schema": {
            "title": "Header Schema"
          },
          "n_results": {
            "default": 10,
            "title": "N Results",
            "type": "integer"
          },
          "raw": {
            "default": false,
            "title": "Raw",
            "type": "boolean"
          },
          "save_file": {
            "default": false,
            "title": "Save File",
            "type": "boolean"
          },
          "search_url": {
            "default": "https://api.search.brave.com/res/v1/images/search",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "BraveImageSearchTool",
        "type": "object"
      },
      "name": "BraveImageSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Parameters for Brave Image Search endpoint.",
        "properties": {
          "count": {
            "anyOf": [
              {
                "maximum": 200,
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The maximum number of results to return.",
            "title": "Count"
          },
          "country": {
            "anyOf": [
              {
                "pattern": "^[A-Z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Country code for geo-targeting (e.g., 'US', 'BR').",
            "title": "Country"
          },
          "q": {
            "description": "Search query to perform",
            "maxLength": 400,
            "minLength": 1,
            "title": "Q",
            "type": "string"
          },
          "safesearch": {
            "anyOf": [
              {
                "enum": [
                  "off",
                  "strict"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Filter out explicit content. Default is strict.",
            "title": "Safesearch"
          },
          "search_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the search results (e.g., 'en', 'es').",
            "title": "Search Lang"
          },
          "spellcheck": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Attempt to correct spelling errors in the search query.",
            "title": "Spellcheck"
          }
        },
        "required": [
          "q"
        ],
        "title": "ImageSearchParams",
        "type": "object"
      }
    },
    {
      "description": "A tool that retrieves context for LLM usage from the Brave Search API. Results are returned as structured JSON data.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Brave Search",
          "name": "BRAVE_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Brave LLM Context",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool that retrieves context for LLM usage from the Brave Search API.",
        "properties": {
          "country": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Country"
          },
          "header_schema": {
            "title": "Header Schema"
          },
          "n_results": {
            "default": 10,
            "title": "N Results",
            "type": "integer"
          },
          "raw": {
            "default": false,
            "title": "Raw",
            "type": "boolean"
          },
          "save_file": {
            "default": false,
            "title": "Save File",
            "type": "boolean"
          },
          "search_url": {
            "default": "https://api.search.brave.com/res/v1/llm/context",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "BraveLLMContextTool",
        "type": "object"
      },
      "name": "BraveLLMContextTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Parameters for Brave LLM Context endpoint.",
        "properties": {
          "context_threshold_mode": {
            "anyOf": [
              {
                "enum": [
                  "disabled",
                  "strict",
                  "lenient",
                  "balanced"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The mode to use for the context thresholding.",
            "title": "Context Threshold Mode"
          },
          "count": {
            "anyOf": [
              {
                "maximum": 50,
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The maximum number of results to return. Actual number may be less.",
            "title": "Count"
          },
          "country": {
            "anyOf": [
              {
                "pattern": "^[A-Z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Country code for geo-targeting (e.g., 'US', 'BR').",
            "title": "Country"
          },
          "enable_local": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to enable local recall. Not setting this value means auto-detect and uses local recall if any of the localization headers are provided.",
            "title": "Enable Local"
          },
          "goggles": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Goggles act as a custom re-ranking mechanism. Goggle source or URLs.",
            "title": "Goggles"
          },
          "maximum_number_of_snippets": {
            "anyOf": [
              {
                "maximum": 100,
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The maximum number of different snippets to include in the context.",
            "title": "Maximum Number Of Snippets"
          },
          "maximum_number_of_snippets_per_url": {
            "anyOf": [
              {
                "maximum": 100,
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The maximum number of snippets to include per URL.",
            "title": "Maximum Number Of Snippets Per Url"
          },
          "maximum_number_of_tokens": {
            "anyOf": [
              {
                "maximum": 32768,
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The approximate maximum number of tokens to include in the context.",
            "title": "Maximum Number Of Tokens"
          },
          "maximum_number_of_tokens_per_url": {
            "anyOf": [
              {
                "maximum": 8192,
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The maximum number of tokens to include for each URL in the context.",
            "title": "Maximum Number Of Tokens Per Url"
          },
          "maximum_number_of_urls": {
            "anyOf": [
              {
                "maximum": 50,
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The maximum number of URLs to include in the context.",
            "title": "Maximum Number Of Urls"
          },
          "q": {
            "description": "Search query to perform",
            "maxLength": 400,
            "minLength": 1,
            "title": "Q",
            "type": "string"
          },
          "search_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the search results (e.g., 'en', 'es').",
            "title": "Search Lang"
          }
        },
        "required": [
          "q"
        ],
        "title": "LLMContextParams",
        "type": "object"
      }
    },
    {
      "description": "A tool that retrieves AI-generated descriptions for local POIs using the Brave Search API. Results are returned as structured JSON data.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Brave Search",
          "name": "BRAVE_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Brave Local POI Descriptions",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool that retrieves AI-generated descriptions for local POIs using the Brave Search API.",
        "properties": {
          "country": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Country"
          },
          "header_schema": {
            "title": "Header Schema"
          },
          "n_results": {
            "default": 10,
            "title": "N Results",
            "type": "integer"
          },
          "raw": {
            "default": false,
            "title": "Raw",
            "type": "boolean"
          },
          "save_file": {
            "default": false,
            "title": "Save File",
            "type": "boolean"
          },
          "search_url": {
            "default": "https://api.search.brave.com/res/v1/local/descriptions",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "BraveLocalPOIsDescriptionTool",
        "type": "object"
      },
      "name": "BraveLocalPOIsDescriptionTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Parameters for Brave Local POI Descriptions endpoint.",
        "properties": {
          "ids": {
            "description": "List of POI IDs to retrieve. Maximum of 20. IDs are valid for 8 hours.",
            "items": {
              "type": "string"
            },
            "maxItems": 20,
            "minItems": 1,
            "title": "Ids",
            "type": "array"
          }
        },
        "required": [
          "ids"
        ],
        "title": "LocalPOIsDescriptionParams",
        "type": "object"
      }
    },
    {
      "description": "A tool that retrieves local POIs using the Brave Search API. Results are returned as structured JSON data.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Brave Search",
          "name": "BRAVE_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Brave Local POIs",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool that retrieves local POIs using the Brave Search API.",
        "properties": {
          "country": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Country"
          },
          "header_schema": {
            "title": "Header Schema"
          },
          "n_results": {
            "default": 10,
            "title": "N Results",
            "type": "integer"
          },
          "raw": {
            "default": false,
            "title": "Raw",
            "type": "boolean"
          },
          "save_file": {
            "default": false,
            "title": "Save File",
            "type": "boolean"
          },
          "search_url": {
            "default": "https://api.search.brave.com/res/v1/local/pois",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "BraveLocalPOIsTool",
        "type": "object"
      },
      "name": "BraveLocalPOIsTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Parameters for Brave Local POIs endpoint.",
        "properties": {
          "ids": {
            "description": "List of POI IDs to retrieve. Maximum of 20. IDs are valid for 8 hours.",
            "items": {
              "type": "string"
            },
            "maxItems": 20,
            "minItems": 1,
            "title": "Ids",
            "type": "array"
          },
          "search_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the search results (e.g., 'en', 'es').",
            "title": "Search Lang"
          },
          "ui_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}-[A-Z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the user interface (e.g., 'en-US', 'es-AR').",
            "title": "Ui Lang"
          },
          "units": {
            "anyOf": [
              {
                "enum": [
                  "metric",
                  "imperial"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The units to use for the results. Options: metric/imperial",
            "title": "Units"
          }
        },
        "required": [
          "ids"
        ],
        "title": "LocalPOIsParams",
        "type": "object"
      }
    },
    {
      "description": "A tool that performs news searches using the Brave Search API. Results are returned as structured JSON data.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Brave Search",
          "name": "BRAVE_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Brave News Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool that performs news searches using the Brave Search API.",
        "properties": {
          "country": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Country"
          },
          "header_schema": {
            "title": "Header Schema"
          },
          "n_results": {
            "default": 10,
            "title": "N Results",
            "type": "integer"
          },
          "raw": {
            "default": false,
            "title": "Raw",
            "type": "boolean"
          },
          "save_file": {
            "default": false,
            "title": "Save File",
            "type": "boolean"
          },
          "search_url": {
            "default": "https://api.search.brave.com/res/v1/news/search",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "BraveNewsSearchTool",
        "type": "object"
      },
      "name": "BraveNewsSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Parameters for Brave News Search endpoint.",
        "properties": {
          "count": {
            "anyOf": [
              {
                "maximum": 50,
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The maximum number of results to return.",
            "title": "Count"
          },
          "country": {
            "anyOf": [
              {
                "pattern": "^[A-Z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Country code for geo-targeting (e.g., 'US', 'BR').",
            "title": "Country"
          },
          "extra_snippets": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Include up to 5 text snippets for each page if possible.",
            "title": "Extra Snippets"
          },
          "freshness": {
            "anyOf": [
              {
                "enum": [
                  "pd",
                  "pw",
                  "pm",
                  "py"
                ],
                "type": "string"
              },
              {
                "pattern": "^\\d{4}-\\d{2}-\\d{2}to\\d{4}-\\d{2}-\\d{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Enforce freshness of results. Options: pd/pw/pm/py, or YYYY-MM-DDtoYYYY-MM-DD",
            "title": "Freshness"
          },
          "goggles": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Goggles act as a custom re-ranking mechanism. Goggle source or URLs.",
            "title": "Goggles"
          },
          "include_fetch_metadata": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to include fetch metadata in the results.",
            "title": "Include Fetch Metadata"
          },
          "offset": {
            "anyOf": [
              {
                "maximum": 9,
                "minimum": 0,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Skip the first N result sets/pages. Max is 9.",
            "title": "Offset"
          },
          "operators": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to apply search operators (e.g., site:example.com).",
            "title": "Operators"
          },
          "q": {
            "description": "Search query to perform",
            "maxLength": 400,
            "minLength": 1,
            "title": "Q",
            "type": "string"
          },
          "safesearch": {
            "anyOf": [
              {
                "enum": [
                  "off",
                  "moderate",
                  "strict"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Filter out explicit content. Options: off/moderate/strict",
            "title": "Safesearch"
          },
          "search_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the search results (e.g., 'en', 'es').",
            "title": "Search Lang"
          },
          "spellcheck": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Attempt to correct spelling errors in the search query.",
            "title": "Spellcheck"
          },
          "ui_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}-[A-Z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the user interface (e.g., 'en-US', 'es-AR').",
            "title": "Ui Lang"
          }
        },
        "required": [
          "q"
        ],
        "title": "NewsSearchParams",
        "type": "object"
      }
    },
    {
      "description": "A tool that performs web searches using the Brave Search API. Results are returned as structured JSON data.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Brave Search",
          "name": "BRAVE_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Brave Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool that performs web searches using the Brave Search API.",
        "properties": {
          "n_results": {
            "default": 10,
            "title": "N Results",
            "type": "integer"
          },
          "save_file": {
            "default": false,
            "title": "Save File",
            "type": "boolean"
          },
          "search_url": {
            "default": "https://api.search.brave.com/res/v1/web/search",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "BraveSearchTool",
        "type": "object"
      },
      "name": "BraveSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Parameters for Brave Web Search endpoint.",
        "properties": {
          "count": {
            "anyOf": [
              {
                "maximum": 20,
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The maximum number of results to return. Actual number may be less.",
            "title": "Count"
          },
          "country": {
            "anyOf": [
              {
                "pattern": "^[A-Z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Country code for geo-targeting (e.g., 'US', 'BR').",
            "title": "Country"
          },
          "enable_rich_callback": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to enable rich callbacks for the results. Requires Pro level subscription.",
            "title": "Enable Rich Callback"
          },
          "extra_snippets": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Include up to 5 text snippets for each page if possible.",
            "title": "Extra Snippets"
          },
          "freshness": {
            "anyOf": [
              {
                "enum": [
                  "pd",
                  "pw",
                  "pm",
                  "py"
                ],
                "type": "string"
              },
              {
                "pattern": "^\\d{4}-\\d{2}-\\d{2}to\\d{4}-\\d{2}-\\d{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Enforce freshness of results. Options: pd/pw/pm/py, or YYYY-MM-DDtoYYYY-MM-DD",
            "title": "Freshness"
          },
          "goggles": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Goggles act as a custom re-ranking mechanism. Goggle source or URLs.",
            "title": "Goggles"
          },
          "include_fetch_metadata": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to include fetch metadata (e.g., last fetch time) in the results.",
            "title": "Include Fetch Metadata"
          },
          "offset": {
            "anyOf": [
              {
                "maximum": 9,
                "minimum": 0,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Skip the first N result sets/pages. Max is 9.",
            "title": "Offset"
          },
          "operators": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to apply search operators (e.g., site:example.com).",
            "title": "Operators"
          },
          "q": {
            "description": "Search query to perform",
            "maxLength": 400,
            "minLength": 1,
            "title": "Q",
            "type": "string"
          },
          "result_filter": {
            "anyOf": [
              {
                "items": {
                  "enum": [
                    "discussions",
                    "faq",
                    "infobox",
                    "news",
                    "query",
                    "summarizer",
                    "videos",
                    "web",
                    "locations"
                  ],
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Filter the results by type. Options: discussions/faq/infobox/news/query/summarizer/videos/web/locations. Note: The `count` parameter is applied only to the `web` results.",
            "title": "Result Filter"
          },
          "safesearch": {
            "anyOf": [
              {
                "enum": [
                  "off",
                  "moderate",
                  "strict"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Filter out explicit content. Options: off/moderate/strict",
            "title": "Safesearch"
          },
          "search_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the search results (e.g., 'en', 'es').",
            "title": "Search Lang"
          },
          "spellcheck": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Attempt to correct spelling errors in the search query.",
            "title": "Spellcheck"
          },
          "summary": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to generate a summarizer ID for the results.",
            "title": "Summary"
          },
          "text_decorations": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Include markup to highlight search terms in the results.",
            "title": "Text Decorations"
          },
          "ui_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}-[A-Z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the user interface (e.g., 'en-US', 'es-AR').",
            "title": "Ui Lang"
          },
          "units": {
            "anyOf": [
              {
                "enum": [
                  "metric",
                  "imperial"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The units to use for the results. Options: metric/imperial",
            "title": "Units"
          }
        },
        "required": [
          "q"
        ],
        "title": "WebSearchParams",
        "type": "object"
      }
    },
    {
      "description": "A tool that performs video searches using the Brave Search API. Results are returned as structured JSON data.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Brave Search",
          "name": "BRAVE_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Brave Video Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool that performs video searches using the Brave Search API.",
        "properties": {
          "country": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Country"
          },
          "header_schema": {
            "title": "Header Schema"
          },
          "n_results": {
            "default": 10,
            "title": "N Results",
            "type": "integer"
          },
          "raw": {
            "default": false,
            "title": "Raw",
            "type": "boolean"
          },
          "save_file": {
            "default": false,
            "title": "Save File",
            "type": "boolean"
          },
          "search_url": {
            "default": "https://api.search.brave.com/res/v1/videos/search",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "BraveVideoSearchTool",
        "type": "object"
      },
      "name": "BraveVideoSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Parameters for Brave Video Search endpoint.",
        "properties": {
          "count": {
            "anyOf": [
              {
                "maximum": 50,
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The maximum number of results to return.",
            "title": "Count"
          },
          "country": {
            "anyOf": [
              {
                "pattern": "^[A-Z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Country code for geo-targeting (e.g., 'US', 'BR').",
            "title": "Country"
          },
          "freshness": {
            "anyOf": [
              {
                "enum": [
                  "pd",
                  "pw",
                  "pm",
                  "py"
                ],
                "type": "string"
              },
              {
                "pattern": "^\\d{4}-\\d{2}-\\d{2}to\\d{4}-\\d{2}-\\d{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Enforce freshness of results. Options: pd/pw/pm/py, or YYYY-MM-DDtoYYYY-MM-DD",
            "title": "Freshness"
          },
          "include_fetch_metadata": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to include fetch metadata (e.g., last fetch time) in the results.",
            "title": "Include Fetch Metadata"
          },
          "offset": {
            "anyOf": [
              {
                "maximum": 9,
                "minimum": 0,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Skip the first N result sets/pages. Max is 9.",
            "title": "Offset"
          },
          "operators": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to apply search operators (e.g., site:example.com).",
            "title": "Operators"
          },
          "q": {
            "description": "Search query to perform",
            "maxLength": 400,
            "minLength": 1,
            "title": "Q",
            "type": "string"
          },
          "safesearch": {
            "anyOf": [
              {
                "enum": [
                  "off",
                  "moderate",
                  "strict"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Filter out explicit content. Options: off/moderate/strict",
            "title": "Safesearch"
          },
          "search_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the search results (e.g., 'en', 'es').",
            "title": "Search Lang"
          },
          "spellcheck": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Attempt to correct spelling errors in the search query.",
            "title": "Spellcheck"
          },
          "ui_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}-[A-Z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the user interface (e.g., 'en-US', 'es-AR').",
            "title": "Ui Lang"
          }
        },
        "required": [
          "q"
        ],
        "title": "VideoSearchParams",
        "type": "object"
      }
    },
    {
      "description": "A tool that performs web searches using the Brave Search API. Results are returned as structured JSON data.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Brave Search",
          "name": "BRAVE_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Brave Web Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool that performs web searches using the Brave Search API.",
        "properties": {
          "country": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Country"
          },
          "header_schema": {
            "title": "Header Schema"
          },
          "n_results": {
            "default": 10,
            "title": "N Results",
            "type": "integer"
          },
          "raw": {
            "default": false,
            "title": "Raw",
            "type": "boolean"
          },
          "save_file": {
            "default": false,
            "title": "Save File",
            "type": "boolean"
          },
          "search_url": {
            "default": "https://api.search.brave.com/res/v1/web/search",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "BraveWebSearchTool",
        "type": "object"
      },
      "name": "BraveWebSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Parameters for Brave Web Search endpoint.",
        "properties": {
          "count": {
            "anyOf": [
              {
                "maximum": 20,
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The maximum number of results to return. Actual number may be less.",
            "title": "Count"
          },
          "country": {
            "anyOf": [
              {
                "pattern": "^[A-Z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Country code for geo-targeting (e.g., 'US', 'BR').",
            "title": "Country"
          },
          "enable_rich_callback": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to enable rich callbacks for the results. Requires Pro level subscription.",
            "title": "Enable Rich Callback"
          },
          "extra_snippets": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Include up to 5 text snippets for each page if possible.",
            "title": "Extra Snippets"
          },
          "freshness": {
            "anyOf": [
              {
                "enum": [
                  "pd",
                  "pw",
                  "pm",
                  "py"
                ],
                "type": "string"
              },
              {
                "pattern": "^\\d{4}-\\d{2}-\\d{2}to\\d{4}-\\d{2}-\\d{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Enforce freshness of results. Options: pd/pw/pm/py, or YYYY-MM-DDtoYYYY-MM-DD",
            "title": "Freshness"
          },
          "goggles": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Goggles act as a custom re-ranking mechanism. Goggle source or URLs.",
            "title": "Goggles"
          },
          "include_fetch_metadata": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to include fetch metadata (e.g., last fetch time) in the results.",
            "title": "Include Fetch Metadata"
          },
          "offset": {
            "anyOf": [
              {
                "maximum": 9,
                "minimum": 0,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Skip the first N result sets/pages. Max is 9.",
            "title": "Offset"
          },
          "operators": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to apply search operators (e.g., site:example.com).",
            "title": "Operators"
          },
          "q": {
            "description": "Search query to perform",
            "maxLength": 400,
            "minLength": 1,
            "title": "Q",
            "type": "string"
          },
          "result_filter": {
            "anyOf": [
              {
                "items": {
                  "enum": [
                    "discussions",
                    "faq",
                    "infobox",
                    "news",
                    "query",
                    "summarizer",
                    "videos",
                    "web",
                    "locations"
                  ],
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Filter the results by type. Options: discussions/faq/infobox/news/query/summarizer/videos/web/locations. Note: The `count` parameter is applied only to the `web` results.",
            "title": "Result Filter"
          },
          "safesearch": {
            "anyOf": [
              {
                "enum": [
                  "off",
                  "moderate",
                  "strict"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Filter out explicit content. Options: off/moderate/strict",
            "title": "Safesearch"
          },
          "search_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the search results (e.g., 'en', 'es').",
            "title": "Search Lang"
          },
          "spellcheck": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Attempt to correct spelling errors in the search query.",
            "title": "Spellcheck"
          },
          "summary": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Whether to generate a summarizer ID for the results.",
            "title": "Summary"
          },
          "text_decorations": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Include markup to highlight search terms in the results.",
            "title": "Text Decorations"
          },
          "ui_lang": {
            "anyOf": [
              {
                "pattern": "^[a-z]{2}-[A-Z]{2}$",
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Language code for the user interface (e.g., 'en-US', 'es-AR').",
            "title": "Ui Lang"
          },
          "units": {
            "anyOf": [
              {
                "enum": [
                  "metric",
                  "imperial"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The units to use for the results. Options: metric/imperial",
            "title": "Units"
          }
        },
        "required": [
          "q"
        ],
        "title": "WebSearchParams",
        "type": "object"
      }
    },
    {
      "description": "Scrapes structured data using Bright Data Dataset API from a URL and optional input parameters",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Bright Data",
          "name": "BRIGHT_DATA_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Bright Data Dataset Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "CrewAI-compatible tool for scraping structured data using Bright Data Datasets.\n\nAttributes:\n    name (str): Tool name displayed in the CrewAI environment.\n    description (str): Tool description shown to agents or users.\n    args_schema (Type[BaseModel]): Pydantic schema for validating input arguments.",
        "properties": {
          "additional_params": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Additional Params"
          },
          "dataset_type": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Dataset Type"
          },
          "format": {
            "default": "json",
            "title": "Format",
            "type": "string"
          },
          "url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Url"
          },
          "zipcode": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Zipcode"
          }
        },
        "required": [],
        "title": "BrightDataDatasetTool",
        "type": "object"
      },
      "name": "BrightDataDatasetTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Schema for validating input parameters for the BrightDataDatasetTool.\n\nAttributes:\n    dataset_type (str): Required Bright Data Dataset Type used to specify which dataset to access.\n    format (str): Response format (json by default). Multiple formats exist - json, ndjson, jsonl, csv\n    url (str): The URL from which structured data needs to be extracted.\n    zipcode (Optional[str]): An optional ZIP code to narrow down the data geographically.\n    additional_params (Optional[Dict]): Extra parameters for the Bright Data API call.",
        "properties": {
          "additional_params": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Additional params if any",
            "title": "Additional Params"
          },
          "dataset_type": {
            "description": "The Bright Data Dataset Type",
            "title": "Dataset Type",
            "type": "string"
          },
          "format": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "json",
            "description": "Response format (json by default)",
            "title": "Format"
          },
          "url": {
            "description": "The URL to extract data from",
            "title": "Url",
            "type": "string"
          },
          "zipcode": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional zipcode",
            "title": "Zipcode"
          }
        },
        "required": [
          "dataset_type",
          "url"
        ],
        "title": "BrightDataDatasetToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Tool to perform web search using Bright Data SERP API.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Bright Data",
          "name": "BRIGHT_DATA_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Bright Data SERP Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A web search tool that utilizes Bright Data's SERP API to perform queries and return either structured results\nor raw page content from search engines like Google or Bing.\n\nAttributes:\n    name (str): Tool name used by the agent.\n    description (str): A brief explanation of what the tool does.\n    args_schema (Type[BaseModel]): Schema class for validating tool arguments.\n    base_url (str): The Bright Data API endpoint used for making the POST request.\n    api_key (str): Bright Data API key loaded from the environment variable 'BRIGHT_DATA_API_KEY'.\n    zone (str): Zone identifier from Bright Data, loaded from the environment variable 'BRIGHT_DATA_ZONE'.\n\nRaises:\n    ValueError: If API key or zone environment variables are not set.",
        "properties": {
          "api_key": {
            "default": "",
            "title": "Api Key",
            "type": "string"
          },
          "base_url": {
            "default": "",
            "title": "Base Url",
            "type": "string"
          },
          "country": {
            "default": "us",
            "title": "Country",
            "type": "string"
          },
          "device_type": {
            "default": "desktop",
            "title": "Device Type",
            "type": "string"
          },
          "language": {
            "default": "en",
            "title": "Language",
            "type": "string"
          },
          "parse_results": {
            "default": true,
            "title": "Parse Results",
            "type": "boolean"
          },
          "query": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Query"
          },
          "search_engine": {
            "default": "google",
            "title": "Search Engine",
            "type": "string"
          },
          "search_type": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Search Type"
          },
          "zone": {
            "default": "",
            "title": "Zone",
            "type": "string"
          }
        },
        "required": [],
        "title": "BrightDataSearchTool",
        "type": "object"
      },
      "name": "BrightDataSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Schema that defines the input arguments for the BrightDataSearchToolSchema.\n\nAttributes:\n    query (str): The search query to be executed (e.g., \"latest AI news\").\n    search_engine (Optional[str]): The search engine to use (\"google\", \"bing\", \"yandex\"). Default is \"google\".\n    country (Optional[str]): Two-letter country code for geo-targeting (e.g., \"us\", \"in\"). Default is \"us\".\n    language (Optional[str]): Language code for search results (e.g., \"en\", \"es\"). Default is \"en\".\n    search_type (Optional[str]): Type of search, such as \"isch\" (images), \"nws\" (news), \"jobs\", etc.\n    device_type (Optional[str]): Device type to simulate (\"desktop\", \"mobile\", \"ios\", \"android\"). Default is \"desktop\".\n    parse_results (Optional[bool]): If True, results will be returned in structured JSON. If False, raw HTML. Default is True.",
        "properties": {
          "country": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "us",
            "description": "Two-letter country code for geo-targeting (e.g., 'us', 'gb')",
            "title": "Country"
          },
          "device_type": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "desktop",
            "description": "Device type to simulate (e.g., 'mobile', 'desktop', 'ios')",
            "title": "Device Type"
          },
          "language": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "en",
            "description": "Language code (e.g., 'en', 'es') used in the query URL",
            "title": "Language"
          },
          "parse_results": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": true,
            "description": "Whether to parse and return JSON (True) or raw HTML/text (False)",
            "title": "Parse Results"
          },
          "query": {
            "description": "Search query to perform",
            "title": "Query",
            "type": "string"
          },
          "search_engine": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "google",
            "description": "Search engine domain (e.g., 'google', 'bing', 'yandex')",
            "title": "Search Engine"
          },
          "search_type": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Type of search (e.g., 'isch' for images, 'nws' for news)",
            "title": "Search Type"
          }
        },
        "required": [
          "query"
        ],
        "title": "BrightDataSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Tool to perform web scraping using Bright Data Web Unlocker",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Bright Data",
          "name": "BRIGHT_DATA_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Bright Data Web Unlocker Scraping",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool for performing web scraping using the Bright Data Web Unlocker API.\n\nThis tool allows automated and programmatic access to web pages by routing requests\nthrough Bright Data's unlocking and proxy infrastructure, which can bypass bot\nprotection mechanisms like CAPTCHA, geo-restrictions, and anti-bot detection.\n\nAttributes:\n    name (str): Name of the tool.\n    description (str): Description of what the tool does.\n    args_schema (Type[BaseModel]): Pydantic model schema for expected input arguments.\n    base_url (str): Base URL of the Bright Data Web Unlocker API.\n    api_key (str): Bright Data API key (must be set in the BRIGHT_DATA_API_KEY environment variable).\n    zone (str): Bright Data zone identifier (must be set in the BRIGHT_DATA_ZONE environment variable).\n\nMethods:\n    _run(**kwargs: Any) -> Any:\n        Sends a scraping request to Bright Data's Web Unlocker API and returns the result.",
        "properties": {
          "api_key": {
            "default": "",
            "title": "Api Key",
            "type": "string"
          },
          "base_url": {
            "default": "",
            "title": "Base Url",
            "type": "string"
          },
          "data_format": {
            "default": "markdown",
            "title": "Data Format",
            "type": "string"
          },
          "format": {
            "default": "raw",
            "title": "Format",
            "type": "string"
          },
          "url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Url"
          },
          "zone": {
            "default": "",
            "title": "Zone",
            "type": "string"
          }
        },
        "required": [],
        "title": "BrightDataWebUnlockerTool",
        "type": "object"
      },
      "name": "BrightDataWebUnlockerTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Pydantic schema for input parameters used by the BrightDataWebUnlockerTool.\n\nThis schema defines the structure and validation for parameters passed when performing\na web scraping request using Bright Data's Web Unlocker.\n\nAttributes:\n    url (str): The target URL to scrape.\n    format (Optional[str]): Format of the response returned by Bright Data. Default 'raw' format.\n    data_format (Optional[str]): Response data format (html by default). markdown is one more option.",
        "properties": {
          "data_format": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "markdown",
            "description": "Response data format (html by default)",
            "title": "Data Format"
          },
          "format": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "raw",
            "description": "Response format (raw is standard)",
            "title": "Format"
          },
          "url": {
            "description": "URL to perform the web scraping",
            "title": "Url",
            "type": "string"
          }
        },
        "required": [
          "url"
        ],
        "title": "BrightDataUnlockerToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Load webpages url in a headless browser using Browserbase and return the contents",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Browserbase services",
          "name": "BROWSERBASE_API_KEY",
          "required": false
        },
        {
          "default": null,
          "description": "Project ID for Browserbase services",
          "name": "BROWSERBASE_PROJECT_ID",
          "required": false
        }
      ],
      "humanized_name": "Browserbase web load tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Api Key"
          },
          "browserbase": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Browserbase"
          },
          "project_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Project Id"
          },
          "proxy": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Proxy"
          },
          "session_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Session Id"
          },
          "text_content": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": false,
            "title": "Text Content"
          }
        },
        "required": [],
        "title": "BrowserbaseLoadTool",
        "type": "object"
      },
      "name": "BrowserbaseLoadTool",
      "package_dependencies": [
        "browserbase"
      ],
      "run_params_schema": {
        "properties": {
          "url": {
            "description": "Website URL",
            "title": "Url",
            "type": "string"
          }
        },
        "required": [
          "url"
        ],
        "title": "BrowserbaseLoadToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a CSV's content.",
      "env_vars": [],
      "humanized_name": "Search a CSV's content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "CSVSearchTool",
        "type": "object"
      },
      "name": "CSVSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for CSVSearchTool.",
        "properties": {
          "csv": {
            "description": "File path or URL of a CSV file to be searched",
            "title": "Csv",
            "type": "string"
          },
          "search_query": {
            "description": "Mandatory search query you want to use to search the CSV's content",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query",
          "csv"
        ],
        "title": "CSVSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a Code Docs content.",
      "env_vars": [],
      "humanized_name": "Search a Code Docs content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "CodeDocsSearchTool",
        "type": "object"
      },
      "name": "CodeDocsSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for CodeDocsSearchTool.",
        "properties": {
          "docs_url": {
            "description": "Mandatory docs_url path you want to search",
            "title": "Docs Url",
            "type": "string"
          },
          "search_query": {
            "description": "Mandatory search query you want to use to search the Code Docs content",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query",
          "docs_url"
        ],
        "title": "CodeDocsSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Composio services",
          "name": "COMPOSIO_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "ComposioTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Wrapper for composio tools.",
        "properties": {},
        "required": [],
        "title": "ComposioTool",
        "type": "object"
      },
      "name": "ComposioTool",
      "package_dependencies": [],
      "run_params_schema": {
        "properties": {},
        "title": "_ArgsSchemaPlaceholder",
        "type": "object"
      }
    },
    {
      "description": "Create a new Contextual AI RAG agent with documents and datastore",
      "env_vars": [],
      "humanized_name": "Contextual AI Create Agent Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool to create Contextual AI RAG agents with documents.",
        "properties": {
          "api_key": {
            "title": "Api Key",
            "type": "string"
          },
          "contextual_client": {
            "default": null,
            "title": "Contextual Client"
          }
        },
        "required": [
          "api_key"
        ],
        "title": "ContextualAICreateAgentTool",
        "type": "object"
      },
      "name": "ContextualAICreateAgentTool",
      "package_dependencies": [
        "contextual-client"
      ],
      "run_params_schema": {
        "description": "Schema for contextual create agent tool.",
        "properties": {
          "agent_description": {
            "description": "Description for the new agent",
            "title": "Agent Description",
            "type": "string"
          },
          "agent_name": {
            "description": "Name for the new agent",
            "title": "Agent Name",
            "type": "string"
          },
          "datastore_name": {
            "description": "Name for the new datastore",
            "title": "Datastore Name",
            "type": "string"
          },
          "document_paths": {
            "description": "List of file paths to upload",
            "items": {
              "type": "string"
            },
            "title": "Document Paths",
            "type": "array"
          }
        },
        "required": [
          "agent_name",
          "agent_description",
          "datastore_name",
          "document_paths"
        ],
        "title": "ContextualAICreateAgentSchema",
        "type": "object"
      }
    },
    {
      "description": "Parse documents using Contextual AI's advanced document parser",
      "env_vars": [],
      "humanized_name": "Contextual AI Document Parser",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool to parse documents using Contextual AI's parser.",
        "properties": {
          "api_key": {
            "title": "Api Key",
            "type": "string"
          }
        },
        "required": [
          "api_key"
        ],
        "title": "ContextualAIParseTool",
        "type": "object"
      },
      "name": "ContextualAIParseTool",
      "package_dependencies": [
        "contextual-client"
      ],
      "run_params_schema": {
        "description": "Schema for contextual parse tool.",
        "properties": {
          "enable_document_hierarchy": {
            "default": true,
            "description": "Enable document hierarchy",
            "title": "Enable Document Hierarchy",
            "type": "boolean"
          },
          "figure_caption_mode": {
            "default": "concise",
            "description": "Figure caption mode",
            "title": "Figure Caption Mode",
            "type": "string"
          },
          "file_path": {
            "description": "Path to the document to parse",
            "title": "File Path",
            "type": "string"
          },
          "output_types": {
            "default": [
              "markdown-per-page"
            ],
            "description": "List of output types",
            "items": {
              "type": "string"
            },
            "title": "Output Types",
            "type": "array"
          },
          "page_range": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Page range to parse (e.g., '0-5')",
            "title": "Page Range"
          },
          "parse_mode": {
            "default": "standard",
            "description": "Parsing mode",
            "title": "Parse Mode",
            "type": "string"
          }
        },
        "required": [
          "file_path"
        ],
        "title": "ContextualAIParseSchema",
        "type": "object"
      }
    },
    {
      "description": "Use this tool to query a Contextual AI RAG agent with access to your documents",
      "env_vars": [],
      "humanized_name": "Contextual AI Query Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool to query Contextual AI RAG agents.",
        "properties": {
          "api_key": {
            "title": "Api Key",
            "type": "string"
          },
          "contextual_client": {
            "default": null,
            "title": "Contextual Client"
          }
        },
        "required": [
          "api_key"
        ],
        "title": "ContextualAIQueryTool",
        "type": "object"
      },
      "name": "ContextualAIQueryTool",
      "package_dependencies": [
        "contextual-client"
      ],
      "run_params_schema": {
        "description": "Schema for contextual query tool.",
        "properties": {
          "agent_id": {
            "description": "ID of the Contextual AI agent to query",
            "title": "Agent Id",
            "type": "string"
          },
          "datastore_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional datastore ID for document readiness verification",
            "title": "Datastore Id"
          },
          "query": {
            "description": "Query to send to the Contextual AI agent.",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query",
          "agent_id"
        ],
        "title": "ContextualAIQuerySchema",
        "type": "object"
      }
    },
    {
      "description": "Rerank documents using Contextual AI's instruction-following reranker",
      "env_vars": [],
      "humanized_name": "Contextual AI Document Reranker",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool to rerank documents using Contextual AI's instruction-following reranker.",
        "properties": {
          "api_key": {
            "title": "Api Key",
            "type": "string"
          }
        },
        "required": [
          "api_key"
        ],
        "title": "ContextualAIRerankTool",
        "type": "object"
      },
      "name": "ContextualAIRerankTool",
      "package_dependencies": [
        "contextual-client"
      ],
      "run_params_schema": {
        "description": "Schema for contextual rerank tool.",
        "properties": {
          "documents": {
            "description": "List of document texts to rerank",
            "items": {
              "type": "string"
            },
            "title": "Documents",
            "type": "array"
          },
          "instruction": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional instruction for reranking behavior",
            "title": "Instruction"
          },
          "metadata": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional metadata for each document",
            "title": "Metadata"
          },
          "model": {
            "default": "ctxl-rerank-en-v1-instruct",
            "description": "Reranker model to use",
            "title": "Model",
            "type": "string"
          },
          "query": {
            "description": "The search query to rerank documents against",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query",
          "documents"
        ],
        "title": "ContextualAIRerankSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool to search the Couchbase database for relevant information on internal documents.",
      "env_vars": [],
      "humanized_name": "CouchbaseFTSVectorSearchTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool to search the Couchbase database.",
        "properties": {
          "bucket_name": {
            "description": "The name of the Couchbase bucket to search",
            "title": "Bucket Name",
            "type": "string"
          },
          "cluster": {
            "description": "An instance of the Couchbase Cluster connected to the desired Couchbase server.",
            "title": "Cluster"
          },
          "collection_name": {
            "description": "The name of the Couchbase collection to search",
            "title": "Collection Name",
            "type": "string"
          },
          "embedding_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "embedding",
            "description": "Name of the field in the search index that stores the vector",
            "title": "Embedding Key"
          },
          "index_name": {
            "description": "The name of the Couchbase index to search",
            "title": "Index Name",
            "type": "string"
          },
          "limit": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": 3,
            "title": "Limit"
          },
          "scope_name": {
            "description": "The name of the Couchbase scope containing the collection to search.",
            "title": "Scope Name",
            "type": "string"
          },
          "scoped_index": {
            "default": true,
            "description": "Specify whether the index is scoped. Is True by default.",
            "title": "Scoped Index",
            "type": "boolean"
          }
        },
        "required": [
          "cluster",
          "collection_name",
          "scope_name",
          "bucket_name",
          "index_name"
        ],
        "title": "CouchbaseFTSVectorSearchTool",
        "type": "object"
      },
      "name": "CouchbaseFTSVectorSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for CouchbaseTool.",
        "properties": {
          "query": {
            "description": "The query to search retrieve relevant information from the Couchbase database. Pass only the query, not the question.",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "CouchbaseToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Search IBM DB2 vector database for relevant documents. Uses a custom embedding function if supplied, otherwise OpenAI embeddings.",
      "env_vars": [
        {
          "default": null,
          "description": "OpenAI API key for embeddings.",
          "name": "OPENAI_API_KEY",
          "required": false
        },
        {
          "default": null,
          "description": "IBM DB2 connection string (e.g. 'DATABASE=mydb;HOSTNAME=localhost;PORT=50000;PROTOCOL=TCPIP;UID=user;PWD=pass;').",
          "name": "DB2_CONNECTION_STRING",
          "required": false
        }
      ],
      "humanized_name": "DB2VectorSearchTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Fortified IBM DB2 Vector Search Tool.\nIncludes SQL injection protection, dynamic relational support, and type-safe serialization.",
        "properties": {
          "connection": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Connection"
          },
          "connection_string": {
            "description": "IBM DB2 connection string. Format: 'DATABASE=mydb;HOSTNAME=localhost;PORT=50000;PROTOCOL=TCPIP;UID=user;PWD=pass;' or just the database name for a local connection.",
            "title": "Connection String",
            "type": "string"
          },
          "cursor": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Cursor"
          },
          "custom_embedding_fn": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional custom embedding function.",
            "title": "Custom Embedding Fn"
          },
          "db2_dbi_package": {
            "default": null,
            "description": "IBM DB2 DBI package.",
            "title": "Db2 Dbi Package"
          },
          "db2_package": {
            "default": null,
            "description": "IBM DB2 base package.",
            "title": "Db2 Package"
          },
          "dbi_connection": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Dbi Connection"
          },
          "distance_metric": {
            "default": "COSINE",
            "title": "Distance Metric",
            "type": "string"
          },
          "embedding_model": {
            "default": "text-embedding-3-large",
            "title": "Embedding Model",
            "type": "string"
          },
          "limit": {
            "default": 3,
            "description": "Number of documents to return. Must be between 1 and 100.",
            "maximum": 100,
            "minimum": 1,
            "title": "Limit",
            "type": "integer"
          },
          "max_distance": {
            "anyOf": [
              {
                "minimum": 0.0,
                "type": "number"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Maximum allowed distance for results. Cannot be negative.",
            "title": "Max Distance"
          },
          "return_columns": {
            "items": {
              "type": "string"
            },
            "title": "Return Columns",
            "type": "array"
          },
          "table_name": {
            "default": "documents",
            "title": "Table Name",
            "type": "string"
          },
          "vector_column": {
            "default": "embedding",
            "title": "Vector Column",
            "type": "string"
          }
        },
        "required": [
          "connection_string"
        ],
        "title": "DB2VectorSearchTool",
        "type": "object"
      },
      "name": "DB2VectorSearchTool",
      "package_dependencies": [
        "ibm_db",
        "openai"
      ],
      "run_params_schema": {
        "description": "Input schema for DB2 vector search.",
        "properties": {
          "filter_by": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Column name used for metadata filtering. Must be used together with filter_value.",
            "title": "Filter By"
          },
          "filter_value": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Value used for metadata filtering. Must be used together with filter_by.",
            "title": "Filter Value"
          },
          "query": {
            "description": "Query to search in IBM DB2 vector database - always required.",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "DB2ToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a DOCX's content.",
      "env_vars": [],
      "humanized_name": "Search a DOCX's content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "DOCXSearchTool",
        "type": "object"
      },
      "name": "DOCXSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for DOCXSearchTool.",
        "properties": {
          "docx": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "File path or URL of a DOCX file to be searched",
            "title": "Docx"
          },
          "search_query": {
            "description": "Mandatory search query you want to use to search the DOCX's content",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "docx",
          "search_query"
        ],
        "title": "DOCXSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Generates images using OpenAI's Dall-E model.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for OpenAI services",
          "name": "OPENAI_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Dall-E Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "model": {
            "default": "dall-e-3",
            "title": "Model",
            "type": "string"
          },
          "n": {
            "default": 1,
            "title": "N",
            "type": "integer"
          },
          "quality": {
            "anyOf": [
              {
                "enum": [
                  "standard",
                  "hd",
                  "low",
                  "medium",
                  "high",
                  "auto"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "standard",
            "title": "Quality"
          },
          "size": {
            "anyOf": [
              {
                "enum": [
                  "auto",
                  "1024x1024",
                  "1536x1024",
                  "1024x1536",
                  "256x256",
                  "512x512",
                  "1792x1024",
                  "1024x1792"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "1024x1024",
            "title": "Size"
          }
        },
        "required": [],
        "title": "DallETool",
        "type": "object"
      },
      "name": "DallETool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for Dall-E Tool.",
        "properties": {
          "image_description": {
            "description": "Description of the image to be generated by Dall-E.",
            "title": "Image Description",
            "type": "string"
          }
        },
        "required": [
          "image_description"
        ],
        "title": "ImagePromptSchema",
        "type": "object"
      }
    },
    {
      "description": "Execute SQL queries against Databricks workspace tables and return the results. Provide a 'query' parameter with the SQL query to execute.",
      "env_vars": [
        {
          "default": null,
          "description": "Databricks workspace URL (use with DATABRICKS_TOKEN, or set DATABRICKS_CONFIG_PROFILE instead).",
          "name": "DATABRICKS_HOST",
          "required": false
        },
        {
          "default": null,
          "description": "Databricks personal access token (pair with DATABRICKS_HOST).",
          "name": "DATABRICKS_TOKEN",
          "required": false
        },
        {
          "default": null,
          "description": "Databricks CLI profile name (alternative to DATABRICKS_HOST/TOKEN).",
          "name": "DATABRICKS_CONFIG_PROFILE",
          "required": false
        }
      ],
      "humanized_name": "Databricks SQL Query",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool for querying Databricks workspace tables using SQL.\n\nThis tool executes SQL queries against Databricks tables and returns the results.\nIt requires Databricks authentication credentials to be set as environment variables.\n\nAuthentication can be provided via:\n- Databricks CLI profile: Set DATABRICKS_CONFIG_PROFILE environment variable\n- Direct credentials: Set DATABRICKS_HOST and DATABRICKS_TOKEN environment variables\n\nExample:\n    >>> tool = DatabricksQueryTool()\n    >>> results = tool.run(query=\"SELECT * FROM my_table LIMIT 10\")",
        "properties": {
          "default_catalog": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Default Catalog"
          },
          "default_schema": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Default Schema"
          },
          "default_warehouse_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Default Warehouse Id"
          }
        },
        "required": [],
        "title": "DatabricksQueryTool",
        "type": "object"
      },
      "name": "DatabricksQueryTool",
      "package_dependencies": [
        "databricks-sdk"
      ],
      "run_params_schema": {
        "description": "Input schema for DatabricksQueryTool.",
        "properties": {
          "catalog": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Databricks catalog name (optional, defaults to configured catalog)",
            "title": "Catalog"
          },
          "db_schema": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Databricks schema name (optional, defaults to configured schema)",
            "title": "Db Schema"
          },
          "query": {
            "description": "SQL query to execute against the Databricks workspace table",
            "title": "Query",
            "type": "string"
          },
          "row_limit": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": 1000,
            "description": "Maximum number of rows to return (default: 1000)",
            "title": "Row Limit"
          },
          "warehouse_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Databricks SQL warehouse ID (optional, defaults to configured warehouse)",
            "title": "Warehouse Id"
          }
        },
        "required": [
          "query"
        ],
        "title": "DatabricksQueryToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Execute a shell command inside a Daytona sandbox and return the exit code and combined output. Use this to run builds, package installs, git operations, or any one-off shell command.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Daytona sandbox service",
          "name": "DAYTONA_API_KEY",
          "required": false
        },
        {
          "default": null,
          "description": "Daytona API base URL (optional)",
          "name": "DAYTONA_API_URL",
          "required": false
        },
        {
          "default": null,
          "description": "Daytona target region (optional)",
          "name": "DAYTONA_TARGET",
          "required": false
        }
      ],
      "humanized_name": "Daytona Sandbox Exec",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Run a shell command inside a Daytona sandbox.",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "Daytona API key. Falls back to DAYTONA_API_KEY env var.",
            "required": false,
            "title": "Api Key"
          },
          "api_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "Daytona API URL override. Falls back to DAYTONA_API_URL env var.",
            "required": false,
            "title": "Api Url"
          },
          "create_params": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional kwargs forwarded to CreateSandboxFromSnapshotParams when creating a sandbox (e.g. language, snapshot, env_vars, labels).",
            "title": "Create Params"
          },
          "persistent": {
            "default": false,
            "description": "If True, reuse one sandbox across all calls to this tool instance and delete it at process exit. Default False creates and deletes a fresh sandbox per call.",
            "title": "Persistent",
            "type": "boolean"
          },
          "sandbox_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Attach to an existing sandbox by id or name instead of creating a new one. The tool will never delete a sandbox it did not create.",
            "title": "Sandbox Id"
          },
          "sandbox_timeout": {
            "default": 60.0,
            "description": "Timeout in seconds for sandbox create/delete operations.",
            "title": "Sandbox Timeout",
            "type": "number"
          },
          "target": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "Daytona target region. Falls back to DAYTONA_TARGET env var.",
            "required": false,
            "title": "Target"
          }
        },
        "required": [],
        "title": "DaytonaExecTool",
        "type": "object"
      },
      "name": "DaytonaExecTool",
      "package_dependencies": [
        "daytona"
      ],
      "run_params_schema": {
        "properties": {
          "command": {
            "description": "Shell command to execute in the sandbox.",
            "title": "Command",
            "type": "string"
          },
          "cwd": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Working directory to run the command in. Defaults to the sandbox work dir.",
            "title": "Cwd"
          },
          "env": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional environment variables to set for this command.",
            "title": "Env"
          },
          "timeout": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Maximum seconds to wait for the command to finish.",
            "title": "Timeout"
          }
        },
        "required": [
          "command"
        ],
        "title": "DaytonaExecToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Perform filesystem operations inside a Daytona sandbox: read, write, append, list, delete, mkdir, info, exists, move, find (content grep), search (filename glob), chmod (permissions/owner/group), and replace (bulk find-and-replace across files). For files larger than a few KB, create the file with action='write' and empty content, then send the body via multiple 'append' calls of ~4KB each to stay within tool-call payload limits.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Daytona sandbox service",
          "name": "DAYTONA_API_KEY",
          "required": false
        },
        {
          "default": null,
          "description": "Daytona API base URL (optional)",
          "name": "DAYTONA_API_URL",
          "required": false
        },
        {
          "default": null,
          "description": "Daytona target region (optional)",
          "name": "DAYTONA_TARGET",
          "required": false
        }
      ],
      "humanized_name": "Daytona Sandbox Files",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Read, write, and manage files inside a Daytona sandbox.\n\nNotes:\n  - Most useful with `persistent=True` or an explicit `sandbox_id`. With the\n    default ephemeral mode, files disappear when this tool call finishes.",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "Daytona API key. Falls back to DAYTONA_API_KEY env var.",
            "required": false,
            "title": "Api Key"
          },
          "api_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "Daytona API URL override. Falls back to DAYTONA_API_URL env var.",
            "required": false,
            "title": "Api Url"
          },
          "create_params": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional kwargs forwarded to CreateSandboxFromSnapshotParams when creating a sandbox (e.g. language, snapshot, env_vars, labels).",
            "title": "Create Params"
          },
          "persistent": {
            "default": false,
            "description": "If True, reuse one sandbox across all calls to this tool instance and delete it at process exit. Default False creates and deletes a fresh sandbox per call.",
            "title": "Persistent",
            "type": "boolean"
          },
          "sandbox_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Attach to an existing sandbox by id or name instead of creating a new one. The tool will never delete a sandbox it did not create.",
            "title": "Sandbox Id"
          },
          "sandbox_timeout": {
            "default": 60.0,
            "description": "Timeout in seconds for sandbox create/delete operations.",
            "title": "Sandbox Timeout",
            "type": "number"
          },
          "target": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "Daytona target region. Falls back to DAYTONA_TARGET env var.",
            "required": false,
            "title": "Target"
          }
        },
        "required": [],
        "title": "DaytonaFileTool",
        "type": "object"
      },
      "name": "DaytonaFileTool",
      "package_dependencies": [
        "daytona"
      ],
      "run_params_schema": {
        "allOf": [
          {
            "if": {
              "properties": {
                "action": {
                  "enum": [
                    "read",
                    "write",
                    "append",
                    "list",
                    "delete",
                    "mkdir",
                    "info",
                    "exists",
                    "move",
                    "find",
                    "search",
                    "chmod"
                  ]
                }
              }
            },
            "then": {
              "required": [
                "path"
              ]
            }
          },
          {
            "if": {
              "properties": {
                "action": {
                  "const": "append"
                }
              }
            },
            "then": {
              "required": [
                "content"
              ]
            }
          },
          {
            "if": {
              "properties": {
                "action": {
                  "const": "move"
                }
              }
            },
            "then": {
              "required": [
                "destination"
              ]
            }
          },
          {
            "if": {
              "properties": {
                "action": {
                  "enum": [
                    "find",
                    "search"
                  ]
                }
              }
            },
            "then": {
              "required": [
                "pattern"
              ]
            }
          },
          {
            "if": {
              "properties": {
                "action": {
                  "const": "replace"
                }
              }
            },
            "then": {
              "required": [
                "paths",
                "pattern",
                "replacement"
              ]
            }
          },
          {
            "if": {
              "properties": {
                "action": {
                  "const": "chmod"
                }
              }
            },
            "then": {
              "anyOf": [
                {
                  "required": [
                    "mode"
                  ]
                },
                {
                  "required": [
                    "owner"
                  ]
                },
                {
                  "required": [
                    "group"
                  ]
                }
              ]
            }
          }
        ],
        "properties": {
          "action": {
            "description": "The filesystem action to perform: 'read' (returns file contents); 'write' (create or replace a file with content); 'append' (append content to an existing file \u2014 use this for writing large files in chunks to avoid hitting tool-call size limits); 'list' (lists a directory); 'delete' (removes a file/dir); 'mkdir' (creates a directory); 'info' (returns file metadata); 'exists' (returns whether a path exists); 'move' (rename or relocate a file/dir; requires 'destination'); 'find' (grep file CONTENTS recursively; requires 'pattern'); 'search' (find files by NAME pattern; requires 'pattern'); 'chmod' (change permissions/owner/group; pass at least one of 'mode', 'owner', 'group'); 'replace' (find-and-replace text across files; requires 'paths', 'pattern', and 'replacement').",
            "enum": [
              "read",
              "write",
              "append",
              "list",
              "delete",
              "mkdir",
              "info",
              "exists",
              "move",
              "find",
              "search",
              "chmod",
              "replace"
            ],
            "title": "Action",
            "type": "string"
          },
          "binary": {
            "default": false,
            "description": "For 'write': treat content as base64 and upload raw bytes. For 'read': return contents as base64 instead of decoded utf-8.",
            "title": "Binary",
            "type": "boolean"
          },
          "content": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Content to write or append. If omitted for 'write', an empty file is created. For files larger than a few KB, prefer one 'write' with empty content followed by multiple 'append' calls of ~4KB each to stay within tool-call payload limits.",
            "title": "Content"
          },
          "destination": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "For action='move': absolute destination path.",
            "title": "Destination"
          },
          "group": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "For action='chmod': new file group.",
            "title": "Group"
          },
          "mode": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Octal permission string. For 'mkdir' it sets the new directory permissions (defaults to '0755' if omitted). For 'chmod' it sets the target's mode (e.g. '755' to make a script executable). Ignored for other actions.",
            "title": "Mode"
          },
          "owner": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "For action='chmod': new file owner (user name).",
            "title": "Owner"
          },
          "path": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Absolute path inside the sandbox. Required for all actions except 'replace' (which uses 'paths' instead).",
            "title": "Path"
          },
          "paths": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "For action='replace': list of absolute file paths in which to replace 'pattern' with 'replacement'.",
            "title": "Paths"
          },
          "pattern": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "For 'find': substring matched against file CONTENTS. For 'search': glob-style pattern matched against file NAMES (e.g. '*.py'). For 'replace': text to replace inside files.",
            "title": "Pattern"
          },
          "recursive": {
            "default": false,
            "description": "For action='delete': remove directories recursively.",
            "title": "Recursive",
            "type": "boolean"
          },
          "replacement": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "For action='replace': replacement text for 'pattern'.",
            "title": "Replacement"
          }
        },
        "required": [
          "action"
        ],
        "title": "DaytonaFileToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Execute a block of Python code inside a Daytona sandbox and return the exit code, captured stdout, and any produced artifacts. Use this for data processing, quick scripts, or analysis that should run in an isolated environment.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Daytona sandbox service",
          "name": "DAYTONA_API_KEY",
          "required": false
        },
        {
          "default": null,
          "description": "Daytona API base URL (optional)",
          "name": "DAYTONA_API_URL",
          "required": false
        },
        {
          "default": null,
          "description": "Daytona target region (optional)",
          "name": "DAYTONA_TARGET",
          "required": false
        }
      ],
      "humanized_name": "Daytona Sandbox Python",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Run Python source inside a Daytona sandbox.",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "Daytona API key. Falls back to DAYTONA_API_KEY env var.",
            "required": false,
            "title": "Api Key"
          },
          "api_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "Daytona API URL override. Falls back to DAYTONA_API_URL env var.",
            "required": false,
            "title": "Api Url"
          },
          "create_params": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional kwargs forwarded to CreateSandboxFromSnapshotParams when creating a sandbox (e.g. language, snapshot, env_vars, labels).",
            "title": "Create Params"
          },
          "persistent": {
            "default": false,
            "description": "If True, reuse one sandbox across all calls to this tool instance and delete it at process exit. Default False creates and deletes a fresh sandbox per call.",
            "title": "Persistent",
            "type": "boolean"
          },
          "sandbox_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Attach to an existing sandbox by id or name instead of creating a new one. The tool will never delete a sandbox it did not create.",
            "title": "Sandbox Id"
          },
          "sandbox_timeout": {
            "default": 60.0,
            "description": "Timeout in seconds for sandbox create/delete operations.",
            "title": "Sandbox Timeout",
            "type": "number"
          },
          "target": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "Daytona target region. Falls back to DAYTONA_TARGET env var.",
            "required": false,
            "title": "Target"
          }
        },
        "required": [],
        "title": "DaytonaPythonTool",
        "type": "object"
      },
      "name": "DaytonaPythonTool",
      "package_dependencies": [
        "daytona"
      ],
      "run_params_schema": {
        "properties": {
          "argv": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional argv passed to the script (forwarded as params.argv).",
            "title": "Argv"
          },
          "code": {
            "description": "Python source to execute inside the sandbox.",
            "title": "Code",
            "type": "string"
          },
          "env": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional environment variables for the run (forwarded as params.env).",
            "title": "Env"
          },
          "timeout": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Maximum seconds to wait for the code to finish.",
            "title": "Timeout"
          }
        },
        "required": [
          "code"
        ],
        "title": "DaytonaPythonToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to recursively list a directory's content.",
      "env_vars": [],
      "humanized_name": "List files in directory",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "directory": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Directory"
          }
        },
        "required": [],
        "title": "DirectoryReadTool",
        "type": "object"
      },
      "name": "DirectoryReadTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for DirectoryReadTool.",
        "properties": {
          "directory": {
            "description": "Mandatory directory to list content",
            "title": "Directory",
            "type": "string"
          }
        },
        "required": [
          "directory"
        ],
        "title": "DirectoryReadToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a directory's content.",
      "env_vars": [],
      "humanized_name": "Search a directory's content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "DirectorySearchTool",
        "type": "object"
      },
      "name": "DirectorySearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for DirectorySearchTool.",
        "properties": {
          "directory": {
            "description": "Mandatory directory you want to search",
            "title": "Directory",
            "type": "string"
          },
          "search_query": {
            "description": "Mandatory search query you want to use to search the directory's content",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query",
          "directory"
        ],
        "title": "DirectorySearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Execute a shell command inside an E2B sandbox and return the exit code, stdout, and stderr. Use this to run builds, package installs, git operations, or any one-off shell command.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for E2B sandbox service",
          "name": "E2B_API_KEY",
          "required": true
        },
        {
          "default": null,
          "description": "E2B API domain (optional)",
          "name": "E2B_DOMAIN",
          "required": false
        }
      ],
      "humanized_name": "E2B Sandbox Exec",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Run a shell command inside an E2B sandbox.",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "format": "password",
                "type": "string",
                "writeOnly": true
              },
              {
                "type": "null"
              }
            ],
            "description": "E2B API key. Falls back to E2B_API_KEY env var.",
            "required": false,
            "title": "Api Key"
          },
          "domain": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "E2B API domain override. Falls back to E2B_DOMAIN env var.",
            "required": false,
            "title": "Domain"
          },
          "envs": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Environment variables to set inside the sandbox at create time.",
            "title": "Envs"
          },
          "metadata": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Metadata key-value pairs to attach to the sandbox at create time.",
            "title": "Metadata"
          },
          "persistent": {
            "default": false,
            "description": "If True, reuse one sandbox across all calls to this tool instance and kill it at process exit. Default False creates and kills a fresh sandbox per call.",
            "title": "Persistent",
            "type": "boolean"
          },
          "sandbox_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Attach to an existing sandbox by id instead of creating a new one. The tool will never kill a sandbox it did not create.",
            "title": "Sandbox Id"
          },
          "sandbox_timeout": {
            "default": 300,
            "description": "Idle timeout in seconds after which E2B auto-kills the sandbox. Applied at create time and when attaching via sandbox_id.",
            "title": "Sandbox Timeout",
            "type": "integer"
          },
          "template": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional template/snapshot name or id to create the sandbox from. Defaults to E2B's base template when omitted.",
            "title": "Template"
          }
        },
        "required": [],
        "title": "E2BExecTool",
        "type": "object"
      },
      "name": "E2BExecTool",
      "package_dependencies": [
        "e2b"
      ],
      "run_params_schema": {
        "properties": {
          "command": {
            "description": "Shell command to execute in the sandbox.",
            "title": "Command",
            "type": "string"
          },
          "cwd": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Working directory to run the command in. Defaults to the sandbox home dir.",
            "title": "Cwd"
          },
          "envs": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional environment variables to set for this command.",
            "title": "Envs"
          },
          "timeout": {
            "anyOf": [
              {
                "type": "number"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Maximum seconds to wait for the command to finish.",
            "title": "Timeout"
          }
        },
        "required": [
          "command"
        ],
        "title": "E2BExecToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Perform filesystem operations inside an E2B sandbox: read a file, write content to a path, append content to an existing file, list a directory, delete a path, make a directory, fetch file metadata, or check whether a path exists. For files larger than a few KB, create the file with action='write' and empty content, then send the body via multiple 'append' calls of ~4KB each to stay within tool-call payload limits.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for E2B sandbox service",
          "name": "E2B_API_KEY",
          "required": true
        },
        {
          "default": null,
          "description": "E2B API domain (optional)",
          "name": "E2B_DOMAIN",
          "required": false
        }
      ],
      "humanized_name": "E2B Sandbox Files",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Read, write, and manage files inside an E2B sandbox.\n\nNotes:\n  - Most useful with `persistent=True` or an explicit `sandbox_id`. With\n    the default ephemeral mode, files disappear when this tool call\n    finishes.",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "format": "password",
                "type": "string",
                "writeOnly": true
              },
              {
                "type": "null"
              }
            ],
            "description": "E2B API key. Falls back to E2B_API_KEY env var.",
            "required": false,
            "title": "Api Key"
          },
          "domain": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "E2B API domain override. Falls back to E2B_DOMAIN env var.",
            "required": false,
            "title": "Domain"
          },
          "envs": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Environment variables to set inside the sandbox at create time.",
            "title": "Envs"
          },
          "metadata": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Metadata key-value pairs to attach to the sandbox at create time.",
            "title": "Metadata"
          },
          "persistent": {
            "default": false,
            "description": "If True, reuse one sandbox across all calls to this tool instance and kill it at process exit. Default False creates and kills a fresh sandbox per call.",
            "title": "Persistent",
            "type": "boolean"
          },
          "sandbox_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Attach to an existing sandbox by id instead of creating a new one. The tool will never kill a sandbox it did not create.",
            "title": "Sandbox Id"
          },
          "sandbox_timeout": {
            "default": 300,
            "description": "Idle timeout in seconds after which E2B auto-kills the sandbox. Applied at create time and when attaching via sandbox_id.",
            "title": "Sandbox Timeout",
            "type": "integer"
          },
          "template": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional template/snapshot name or id to create the sandbox from. Defaults to E2B's base template when omitted.",
            "title": "Template"
          }
        },
        "required": [],
        "title": "E2BFileTool",
        "type": "object"
      },
      "name": "E2BFileTool",
      "package_dependencies": [
        "e2b"
      ],
      "run_params_schema": {
        "properties": {
          "action": {
            "description": "The filesystem action to perform: 'read' (returns file contents), 'write' (create or replace a file with content), 'append' (append content to an existing file \u2014 use this for writing large files in chunks to avoid hitting tool-call size limits), 'list' (lists a directory), 'delete' (removes a file/dir), 'mkdir' (creates a directory), 'info' (returns file metadata), 'exists' (returns a boolean for whether the path exists).",
            "enum": [
              "read",
              "write",
              "append",
              "list",
              "delete",
              "mkdir",
              "info",
              "exists"
            ],
            "title": "Action",
            "type": "string"
          },
          "binary": {
            "default": false,
            "description": "For 'write'/'append': treat content as base64 and upload raw bytes. For 'read': return contents as base64 instead of decoded utf-8.",
            "title": "Binary",
            "type": "boolean"
          },
          "content": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Content to write or append. If omitted for 'write', an empty file is created. For files larger than a few KB, prefer one 'write' with empty content followed by multiple 'append' calls of ~4KB each to stay within tool-call payload limits.",
            "title": "Content"
          },
          "depth": {
            "default": 1,
            "description": "For action='list': how many levels deep to recurse (default 1).",
            "title": "Depth",
            "type": "integer"
          },
          "path": {
            "description": "Absolute path inside the sandbox.",
            "title": "Path",
            "type": "string"
          }
        },
        "required": [
          "action",
          "path"
        ],
        "title": "E2BFileToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Execute a block of Python code inside an E2B code interpreter sandbox and return captured stdout, stderr, the final expression value, and any rich results (charts, dataframes). Use this for data processing, quick scripts, or analysis that should run in an isolated environment.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for E2B sandbox service",
          "name": "E2B_API_KEY",
          "required": true
        },
        {
          "default": null,
          "description": "E2B API domain (optional)",
          "name": "E2B_DOMAIN",
          "required": false
        }
      ],
      "humanized_name": "E2B Sandbox Python",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Run Python code inside an E2B code interpreter sandbox.\n\nUses `e2b_code_interpreter`, which runs cells in a persistent Jupyter-style\nkernel so state (imports, variables) carries across calls when\n`persistent=True`.",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "format": "password",
                "type": "string",
                "writeOnly": true
              },
              {
                "type": "null"
              }
            ],
            "description": "E2B API key. Falls back to E2B_API_KEY env var.",
            "required": false,
            "title": "Api Key"
          },
          "domain": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "E2B API domain override. Falls back to E2B_DOMAIN env var.",
            "required": false,
            "title": "Domain"
          },
          "envs": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Environment variables to set inside the sandbox at create time.",
            "title": "Envs"
          },
          "metadata": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Metadata key-value pairs to attach to the sandbox at create time.",
            "title": "Metadata"
          },
          "persistent": {
            "default": false,
            "description": "If True, reuse one sandbox across all calls to this tool instance and kill it at process exit. Default False creates and kills a fresh sandbox per call.",
            "title": "Persistent",
            "type": "boolean"
          },
          "sandbox_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Attach to an existing sandbox by id instead of creating a new one. The tool will never kill a sandbox it did not create.",
            "title": "Sandbox Id"
          },
          "sandbox_timeout": {
            "default": 300,
            "description": "Idle timeout in seconds after which E2B auto-kills the sandbox. Applied at create time and when attaching via sandbox_id.",
            "title": "Sandbox Timeout",
            "type": "integer"
          },
          "template": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional template/snapshot name or id to create the sandbox from. Defaults to E2B's base template when omitted.",
            "title": "Template"
          }
        },
        "required": [],
        "title": "E2BPythonTool",
        "type": "object"
      },
      "name": "E2BPythonTool",
      "package_dependencies": [
        "e2b_code_interpreter"
      ],
      "run_params_schema": {
        "properties": {
          "code": {
            "description": "Python source to execute inside the sandbox.",
            "title": "Code",
            "type": "string"
          },
          "envs": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional environment variables for the run.",
            "title": "Envs"
          },
          "language": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Override the execution language (e.g. 'python', 'r', 'javascript'). Defaults to Python when omitted.",
            "title": "Language"
          },
          "timeout": {
            "anyOf": [
              {
                "type": "number"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Maximum seconds to wait for the code to finish.",
            "title": "Timeout"
          }
        },
        "required": [
          "code"
        ],
        "title": "E2BPythonToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Search the web with Exa, the fastest and most accurate web search API.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Exa services",
          "name": "EXA_API_KEY",
          "required": false
        },
        {
          "default": null,
          "description": "API url for the Exa services",
          "name": "EXA_BASE_URL",
          "required": false
        }
      ],
      "humanized_name": "ExaSearchTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "API key for Exa services",
            "required": false,
            "title": "Api Key"
          },
          "base_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "API server url",
            "required": false,
            "title": "Base Url"
          },
          "client": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Client"
          },
          "content": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": false,
            "title": "Content"
          },
          "highlights": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": true,
            "title": "Highlights"
          },
          "summary": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": false,
            "title": "Summary"
          },
          "type": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "auto",
            "title": "Type"
          }
        },
        "required": [],
        "title": "ExaSearchTool",
        "type": "object"
      },
      "name": "ExaSearchTool",
      "package_dependencies": [
        "exa_py"
      ],
      "run_params_schema": {
        "properties": {
          "end_published_date": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "End date for the search",
            "title": "End Published Date"
          },
          "include_domains": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "List of domains to include in the search",
            "title": "Include Domains"
          },
          "search_query": {
            "description": "Mandatory search query you want to use to search the internet",
            "title": "Search Query",
            "type": "string"
          },
          "start_published_date": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Start date for the search",
            "title": "Start Published Date"
          }
        },
        "required": [
          "search_query"
        ],
        "title": "ExaBaseToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Compresses a file or directory into an archive (.zip currently supported). Useful for archiving logs, documents, or backups.",
      "env_vars": [],
      "humanized_name": "File Compressor Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {},
        "required": [],
        "title": "FileCompressorTool",
        "type": "object"
      },
      "name": "FileCompressorTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input schema for FileCompressorTool.",
        "properties": {
          "format": {
            "default": "zip",
            "description": "Compression format ('zip', 'tar', 'tar.gz', 'tar.bz2', 'tar.xz').",
            "title": "Format",
            "type": "string"
          },
          "input_path": {
            "description": "Path to the file or directory to compress.",
            "title": "Input Path",
            "type": "string"
          },
          "output_path": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional output archive filename.",
            "title": "Output Path"
          },
          "overwrite": {
            "default": false,
            "description": "Whether to overwrite the archive if it already exists.",
            "title": "Overwrite",
            "type": "boolean"
          }
        },
        "required": [
          "input_path"
        ],
        "title": "FileCompressorToolInput",
        "type": "object"
      }
    },
    {
      "description": "A tool that reads the content of a file. To use this tool, provide a 'file_path' parameter with the path to the file you want to read. Reads are confined to the tool's allowed directory; a path that resolves outside it is rejected. Optionally, provide 'start_line' to start reading from a specific line and 'line_count' to limit the number of lines read.",
      "env_vars": [],
      "humanized_name": "Read a file's content",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool for reading file contents.\n\nThis tool inherits its schema handling from BaseTool to avoid recursive schema\ndefinition issues. The args_schema is set to FileReadToolSchema, whose\nfile_path parameter is optional so the tool's default file can be read by\nomitting it. The schema should not be overridden in the constructor as it\nwould break the inheritance chain and cause infinite loops.\n\nThe tool supports two ways of specifying the file path:\n1. At construction time via the file_path parameter\n2. At runtime via the file_path parameter in the tool's input\n\nPaths supplied at runtime must resolve inside ``base_dir`` (the current\nworking directory by default), since they are typically chosen by an LLM.\nA ``file_path`` given at construction time is developer-declared intent and\nis always allowed past the containment check, even when it lives outside\n``base_dir`` (the read itself can still fail). It is pinned at\nconstruction, so a later chdir cannot repoint it, and it can be addressed\neither by omitting ``file_path`` or by the label shown in the description.\n\nArgs:\n    file_path (Optional[str]): Path to the file to be read. If provided,\n        this becomes the default file path for the tool.\n    base_dir (Optional[str]): Directory that runtime paths must stay inside.\n        Defaults to the current working directory.\n    encoding (str): Text encoding used to decode the file. Defaults to UTF-8.\n    **kwargs: Additional keyword arguments passed to BaseTool.\n\nExample:\n    >>> tool = FileReadTool(file_path=\"/path/to/file.txt\")\n    >>> content = tool.run()  # Reads /path/to/file.txt\n    >>> content = tool.run(file_path=\"/path/to/other.txt\")  # Reads other.txt\n    >>> content = tool.run(\n    ...     file_path=\"/path/to/file.txt\", start_line=100, line_count=50\n    ... )  # Reads lines 100-149\n    >>> # Widen the sandbox so the agent may read anything under /data:\n    >>> tool = FileReadTool(base_dir=\"/data\")",
        "properties": {
          "base_dir": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Base Dir"
          },
          "encoding": {
            "default": "utf-8",
            "title": "Encoding",
            "type": "string"
          },
          "file_path": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "File Path"
          }
        },
        "required": [],
        "title": "FileReadTool",
        "type": "object"
      },
      "name": "FileReadTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for FileReadTool.",
        "properties": {
          "file_path": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Full path of the file to read. Omit it to read the tool's default file, which only works when one was configured.",
            "title": "File Path"
          },
          "line_count": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Number of lines to read. If None, reads the entire file",
            "title": "Line Count"
          },
          "start_line": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": 1,
            "description": "Line number to start reading from (1-indexed)",
            "title": "Start Line"
          }
        },
        "title": "FileReadToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool to write content to a specified file. Accepts filename, content, and optionally a directory path and overwrite flag as input. Writes are confined to the tool's allowed directory; a filename or directory that resolves outside it is rejected.",
      "env_vars": [],
      "humanized_name": "File Writer Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool for writing text content to a file.\n\nWrites are confined to ``base_dir`` (the current working directory by\ndefault), because the target directory and filename are typically chosen by\nan LLM at runtime. Set ``base_dir`` to widen that sandbox deliberately.\n\nArgs:\n    base_dir (Optional[str]): Directory that writes must stay inside.\n        Defaults to the current working directory.\n    encoding (str): Text encoding used to write the file. Defaults to UTF-8.\n\nExample:\n    >>> tool = FileWriterTool()\n    >>> tool.run(filename=\"report.md\", content=\"# Report\", overwrite=True)\n    >>> # Allow the agent to write anywhere under /var/output:\n    >>> tool = FileWriterTool(base_dir=\"/var/output\")",
        "properties": {
          "base_dir": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Base Dir"
          },
          "encoding": {
            "default": "utf-8",
            "title": "Encoding",
            "type": "string"
          }
        },
        "required": [],
        "title": "FileWriterTool",
        "type": "object"
      },
      "name": "FileWriterTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for FileWriterTool.",
        "properties": {
          "content": {
            "description": "The text content to write to the file.",
            "title": "Content",
            "type": "string"
          },
          "directory": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "./",
            "description": "Directory to write the file into. A relative path resolves inside the tool's allowed directory, and defaults to its root. Created if it does not exist.",
            "title": "Directory"
          },
          "filename": {
            "description": "Name of the file to write, relative to 'directory'. May include subdirectories, which are created if they do not exist.",
            "title": "Filename",
            "type": "string"
          },
          "overwrite": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "boolean"
              }
            ],
            "default": false,
            "description": "Whether to replace the file when it already exists. Accepts true/false (also yes/no, on/off, 1/0). Defaults to false, which reports an error instead of replacing existing content.",
            "title": "Overwrite"
          }
        },
        "required": [
          "filename",
          "content"
        ],
        "title": "FileWriterToolInput",
        "type": "object"
      }
    },
    {
      "description": "Crawl webpages using Firecrawl and return the contents",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Firecrawl services",
          "name": "FIRECRAWL_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Firecrawl web crawl tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool for crawling websites using Firecrawl v2 API. To run this tool, you need to have a Firecrawl API key.\n\nArgs:\n    api_key (str): Your Firecrawl API key.\n    config (dict): Optional. It contains Firecrawl v2 API parameters.\n\nDefault configuration options (Firecrawl v2 API):\n    max_discovery_depth (int): Maximum depth for discovering pages. Default: 2\n    ignore_sitemap (bool): Whether to ignore sitemap. Default: True\n    limit (int): Maximum number of pages to crawl. Default: 10\n    allow_external_links (bool): Allow crawling external links. Default: False\n    allow_subdomains (bool): Allow crawling subdomains. Default: False\n    delay (int): Delay between requests in milliseconds. Default: None\n    scrape_options (dict): Options for scraping content\n        - formats (list[str]): Content formats to return. Default: [\"markdown\"]\n        - only_main_content (bool): Only return main content. Default: True\n        - timeout (int): Timeout in milliseconds. Default: 10000",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Api Key"
          },
          "config": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Config"
          }
        },
        "required": [],
        "title": "FirecrawlCrawlWebsiteTool",
        "type": "object"
      },
      "name": "FirecrawlCrawlWebsiteTool",
      "package_dependencies": [
        "firecrawl-py"
      ],
      "run_params_schema": {
        "properties": {
          "url": {
            "description": "Website URL",
            "title": "Url",
            "type": "string"
          }
        },
        "required": [
          "url"
        ],
        "title": "FirecrawlCrawlWebsiteToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Scrape webpages using Firecrawl and return the contents",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Firecrawl services",
          "name": "FIRECRAWL_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Firecrawl web scrape tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool for scraping webpages using Firecrawl v2 API. To run this tool, you need to have a Firecrawl API key.\n\nArgs:\n    api_key (str): Your Firecrawl API key.\n    config (dict): Optional. It contains Firecrawl v2 API parameters.\n\nDefault configuration options (Firecrawl v2 API):\n    formats (list[str]): Content formats to return. Default: [\"markdown\"]\n    only_main_content (bool): Only return main content excluding headers, navs, footers, etc. Default: True\n    include_tags (list[str]): Tags to include in the output. Default: []\n    exclude_tags (list[str]): Tags to exclude from the output. Default: []\n    max_age (int): Returns cached version if younger than this age in milliseconds. Default: 172800000 (2 days)\n    headers (dict): Headers to send with the request (e.g., cookies, user-agent). Default: {}\n    wait_for (int): Delay in milliseconds before fetching content. Default: 0\n    mobile (bool): Emulate scraping from a mobile device. Default: False\n    skip_tls_verification (bool): Skip TLS certificate verification. Default: True\n    timeout (int): Request timeout in milliseconds. Default: None\n    remove_base64_images (bool): Remove base64 images from output. Default: True\n    block_ads (bool): Enable ad-blocking and cookie popup blocking. Default: True\n    proxy (str): Proxy type (\"basic\", \"stealth\", \"auto\"). Default: \"auto\"\n    store_in_cache (bool): Store page in Firecrawl index and cache. Default: True",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Api Key"
          },
          "config": {
            "additionalProperties": true,
            "title": "Config",
            "type": "object"
          }
        },
        "required": [],
        "title": "FirecrawlScrapeWebsiteTool",
        "type": "object"
      },
      "name": "FirecrawlScrapeWebsiteTool",
      "package_dependencies": [
        "firecrawl-py"
      ],
      "run_params_schema": {
        "properties": {
          "url": {
            "description": "Website URL",
            "title": "Url",
            "type": "string"
          }
        },
        "required": [
          "url"
        ],
        "title": "FirecrawlScrapeWebsiteToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Search webpages using Firecrawl and return the results",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Firecrawl services",
          "name": "FIRECRAWL_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Firecrawl web search tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool for searching webpages using Firecrawl v2 API. To run this tool, you need to have a Firecrawl API key.\n\nArgs:\n    api_key (str): Your Firecrawl API key.\n    config (dict): Optional. It contains Firecrawl v2 API parameters.\n\nDefault configuration options (Firecrawl v2 API):\n    limit (int): Maximum number of search results to return. Default: 5\n    tbs (str): Time-based search filter (e.g., \"qdr:d\" for past day). Default: None\n    location (str): Location for search results. Default: None\n    timeout (int): Request timeout in milliseconds. Default: None\n    scrape_options (dict): Options for scraping the search results. Default: {\"formats\": [\"markdown\"]}\n        - formats (list[str]): Content formats to return. Default: [\"markdown\"]\n        - only_main_content (bool): Only return main content. Default: True\n        - include_tags (list[str]): Tags to include. Default: []\n        - exclude_tags (list[str]): Tags to exclude. Default: []\n        - wait_for (int): Delay before fetching content in ms. Default: 0\n        - timeout (int): Request timeout in milliseconds. Default: None",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Api Key"
          },
          "config": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Config"
          }
        },
        "required": [],
        "title": "FirecrawlSearchTool",
        "type": "object"
      },
      "name": "FirecrawlSearchTool",
      "package_dependencies": [
        "firecrawl-py"
      ],
      "run_params_schema": {
        "properties": {
          "query": {
            "description": "Search query",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "FirecrawlSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that leverages CrewAI Studio's capabilities to automatically generate complete CrewAI automations based on natural language descriptions. It translates high-level requirements into functional CrewAI implementations.",
      "env_vars": [
        {
          "default": null,
          "description": "Personal Access Token for CrewAI Enterprise API",
          "name": "CREWAI_PERSONAL_ACCESS_TOKEN",
          "required": true
        },
        {
          "default": null,
          "description": "Base URL for CrewAI Enterprise API",
          "name": "CREWAI_PLUS_URL",
          "required": false
        }
      ],
      "humanized_name": "Generate CrewAI Automation",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "crewai_enterprise_url": {
            "description": "The base URL of CrewAI AMP. If not provided, it will be loaded from the environment variable CREWAI_PLUS_URL with default https://app.crewai.com.",
            "title": "Crewai Enterprise Url",
            "type": "string"
          },
          "personal_access_token": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "The user's Personal Access Token to access CrewAI AMP API. If not provided, it will be loaded from the environment variable CREWAI_PERSONAL_ACCESS_TOKEN.",
            "title": "Personal Access Token"
          }
        },
        "required": [],
        "title": "GenerateCrewaiAutomationTool",
        "type": "object"
      },
      "name": "GenerateCrewaiAutomationTool",
      "package_dependencies": [],
      "run_params_schema": {
        "properties": {
          "organization_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The identifier for the CrewAI AMP organization. If not specified, a default organization will be used.",
            "title": "Organization Id"
          },
          "prompt": {
            "description": "The prompt to generate the CrewAI automation, e.g. 'Generate a CrewAI automation that will scrape the website and store the data in a database.'",
            "title": "Prompt",
            "type": "string"
          }
        },
        "required": [
          "prompt"
        ],
        "title": "GenerateCrewaiAutomationToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a github repo's content. This is not the GitHub API, but instead a tool that can provide semantic search capabilities.",
      "env_vars": [],
      "humanized_name": "Search a github repo's content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "content_types": {
            "description": "Content types you want to be included search, options: [code, repo, pr, issue]",
            "items": {
              "type": "string"
            },
            "title": "Content Types",
            "type": "array"
          },
          "gh_token": {
            "title": "Gh Token",
            "type": "string"
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [
          "gh_token"
        ],
        "title": "GithubSearchTool",
        "type": "object"
      },
      "name": "GithubSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for GithubSearchTool.",
        "properties": {
          "content_types": {
            "description": "Mandatory content types you want to be included search, options: [code, repo, pr, issue]",
            "items": {
              "type": "string"
            },
            "title": "Content Types",
            "type": "array"
          },
          "github_repo": {
            "description": "Mandatory github you want to search",
            "title": "Github Repo",
            "type": "string"
          },
          "search_query": {
            "description": "Mandatory search query you want to use to search the github repo's content",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query",
          "github_repo",
          "content_types"
        ],
        "title": "GithubSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Scrape or crawl a website using Hyperbrowser and return the contents in properly formatted markdown or html",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Hyperbrowser services",
          "name": "HYPERBROWSER_API_KEY",
          "required": false
        }
      ],
      "humanized_name": "Hyperbrowser web load tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "HyperbrowserLoadTool.\n\nScrape or crawl web pages and load the contents with optional parameters for configuring content extraction.\nRequires the `hyperbrowser` package.\nGet your API Key from https://app.hyperbrowser.ai/\n\nArgs:\n    api_key: The Hyperbrowser API key, can be set as an environment variable `HYPERBROWSER_API_KEY` or passed directly",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Api Key"
          },
          "hyperbrowser": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Hyperbrowser"
          }
        },
        "required": [],
        "title": "HyperbrowserLoadTool",
        "type": "object"
      },
      "name": "HyperbrowserLoadTool",
      "package_dependencies": [
        "hyperbrowser"
      ],
      "run_params_schema": {
        "properties": {
          "operation": {
            "description": "Operation to perform on the website. Either 'scrape' or 'crawl'",
            "enum": [
              "scrape",
              "crawl"
            ],
            "title": "Operation",
            "type": "string"
          },
          "params": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "description": "Optional params for scrape or crawl. For more information on the supported params, visit https://docs.hyperbrowser.ai/reference/sdks/python/scrape#start-scrape-job-and-wait or https://docs.hyperbrowser.ai/reference/sdks/python/crawl#start-crawl-job-and-wait",
            "title": "Params"
          },
          "url": {
            "description": "Website URL",
            "title": "Url",
            "type": "string"
          }
        },
        "required": [
          "url",
          "operation",
          "params"
        ],
        "title": "HyperbrowserLoadToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Invokes an CrewAI Platform Automation using API",
      "env_vars": [],
      "humanized_name": "invoke_amp_automation",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A CrewAI tool for invoking external crew/flows APIs.\n\nThis tool provides CrewAI Platform API integration with external crew services, supporting:\n- Dynamic input schema configuration\n- Automatic polling for task completion\n- Bearer token authentication\n- Comprehensive error handling\n\nExample:\n    Basic usage:\n    >>> tool = InvokeCrewAIAutomationTool(\n    ...     crew_api_url=\"https://api.example.com\",\n    ...     crew_bearer_token=\"your_token\",\n    ...     crew_name=\"My Crew\",\n    ...     crew_description=\"Description of what the crew does\",\n    ... )\n\n    With custom inputs:\n    >>> custom_inputs = {\n    ...     \"param1\": Field(..., description=\"Description of param1\"),\n    ...     \"param2\": Field(\n    ...         default=\"default_value\", description=\"Description of param2\"\n    ...     ),\n    ... }\n    >>> tool = InvokeCrewAIAutomationTool(\n    ...     crew_api_url=\"https://api.example.com\",\n    ...     crew_bearer_token=\"your_token\",\n    ...     crew_name=\"My Crew\",\n    ...     crew_description=\"Description of what the crew does\",\n    ...     crew_inputs=custom_inputs,\n    ... )\n\nExample:\n    >>> tools = [\n    ...     InvokeCrewAIAutomationTool(\n    ...         crew_api_url=\"https://canary-crew-[...].crewai.com\",\n    ...         crew_bearer_token=\"[Your token: abcdef012345]\",\n    ...         crew_name=\"State of AI Report\",\n    ...         crew_description=\"Retrieves a report on state of AI for a given year.\",\n    ...         crew_inputs={\n    ...             \"year\": Field(\n    ...                 ..., description=\"Year to retrieve the report for (integer)\"\n    ...             )\n    ...         },\n    ...     )\n    ... ]",
        "properties": {
          "crew_api_url": {
            "title": "Crew Api Url",
            "type": "string"
          },
          "crew_bearer_token": {
            "title": "Crew Bearer Token",
            "type": "string"
          },
          "max_polling_time": {
            "default": 600,
            "title": "Max Polling Time",
            "type": "integer"
          }
        },
        "required": [
          "crew_api_url",
          "crew_bearer_token"
        ],
        "title": "InvokeCrewAIAutomationTool",
        "type": "object"
      },
      "name": "InvokeCrewAIAutomationTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input schema for InvokeCrewAIAutomationTool.",
        "properties": {
          "prompt": {
            "description": "The prompt or query to send to the crew",
            "title": "Prompt",
            "type": "string"
          }
        },
        "required": [
          "prompt"
        ],
        "title": "InvokeCrewAIAutomationInput",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a JSON's content.",
      "env_vars": [],
      "humanized_name": "Search a JSON's content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "JSONSearchTool",
        "type": "object"
      },
      "name": "JSONSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for JSONSearchTool.",
        "properties": {
          "json_path": {
            "description": "File path or URL of a JSON file to be searched",
            "title": "Json Path",
            "type": "string"
          },
          "search_query": {
            "description": "Mandatory search query you want to use to search the JSON's content",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query",
          "json_path"
        ],
        "title": "JSONSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to read a website content using Jina.ai reader and return markdown content.",
      "env_vars": [],
      "humanized_name": "JinaScrapeWebsiteTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Api Key"
          },
          "headers": {
            "additionalProperties": {
              "type": "string"
            },
            "title": "Headers",
            "type": "object"
          },
          "website_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Website Url"
          }
        },
        "required": [],
        "title": "JinaScrapeWebsiteTool",
        "type": "object"
      },
      "name": "JinaScrapeWebsiteTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input schema for JinaScrapeWebsiteTool.",
        "properties": {
          "website_url": {
            "description": "Mandatory website url to read the file",
            "title": "Website Url",
            "type": "string"
          }
        },
        "required": [
          "website_url"
        ],
        "title": "JinaScrapeWebsiteToolInput",
        "type": "object"
      }
    },
    {
      "description": "Performs an API call to Linkup to retrieve contextual information.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Linkup",
          "name": "LINKUP_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Linkup Search Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {},
        "required": [],
        "title": "LinkupSearchTool",
        "type": "object"
      },
      "name": "LinkupSearchTool",
      "package_dependencies": [
        "linkup-sdk"
      ],
      "run_params_schema": {
        "properties": {},
        "title": "_ArgsSchemaPlaceholder",
        "type": "object"
      }
    },
    {
      "description": "",
      "env_vars": [],
      "humanized_name": "LlamaIndexTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool to wrap LlamaIndex tools/query engines.",
        "properties": {
          "llama_index_tool": {
            "title": "Llama Index Tool"
          }
        },
        "required": [
          "llama_index_tool"
        ],
        "title": "LlamaIndexTool",
        "type": "object"
      },
      "name": "LlamaIndexTool",
      "package_dependencies": [],
      "run_params_schema": {
        "properties": {},
        "title": "_ArgsSchemaPlaceholder",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a MDX's content.",
      "env_vars": [],
      "humanized_name": "Search a MDX's content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "MDXSearchTool",
        "type": "object"
      },
      "name": "MDXSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for MDXSearchTool.",
        "properties": {
          "mdx": {
            "description": "File path or URL of a MDX file to be searched",
            "title": "Mdx",
            "type": "string"
          },
          "search_query": {
            "description": "Mandatory search query you want to use to search the MDX's content",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query",
          "mdx"
        ],
        "title": "MDXSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "",
      "env_vars": [
        {
          "default": null,
          "description": "Production API key for Agent Handler services",
          "name": "AGENT_HANDLER_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "MergeAgentHandlerTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Wrapper for Merge Agent Handler tools.\n\nThis tool allows CrewAI agents to execute tools from Merge Agent Handler,\nwhich provides secure access to third-party integrations via the Model Context Protocol (MCP).\n\nAgent Handler manages authentication, permissions, and monitoring of all tool interactions.",
        "properties": {
          "base_url": {
            "default": "https://ah-api.merge.dev",
            "description": "Base URL for Agent Handler API",
            "title": "Base Url",
            "type": "string"
          },
          "registered_user_id": {
            "description": "UUID or origin_id of the registered user",
            "title": "Registered User Id",
            "type": "string"
          },
          "session_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "MCP session ID (generated if not provided)",
            "title": "Session Id"
          },
          "tool_name": {
            "description": "Name of the specific tool to execute",
            "title": "Tool Name",
            "type": "string"
          },
          "tool_pack_id": {
            "description": "UUID of the Agent Handler Tool Pack to use",
            "title": "Tool Pack Id",
            "type": "string"
          }
        },
        "required": [
          "tool_pack_id",
          "registered_user_id",
          "tool_name"
        ],
        "title": "MergeAgentHandlerTool",
        "type": "object"
      },
      "name": "MergeAgentHandlerTool",
      "package_dependencies": [],
      "run_params_schema": {
        "properties": {},
        "title": "_ArgsSchemaPlaceholder",
        "type": "object"
      }
    },
    {
      "description": "A tool to perfrom a vector search on a MongoDB database for relevant information on internal documents.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Browserbase services",
          "name": "BROWSERBASE_API_KEY",
          "required": false
        },
        {
          "default": null,
          "description": "Project ID for Browserbase services",
          "name": "BROWSERBASE_PROJECT_ID",
          "required": false
        }
      ],
      "humanized_name": "MongoDBVectorSearchTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "MongoDBVectorSearchConfig": {
            "description": "Configuration for MongoDB vector search queries.",
            "properties": {
              "include_embeddings": {
                "default": false,
                "description": "Whether to include the embedding vector of each result in metadata.",
                "title": "Include Embeddings",
                "type": "boolean"
              },
              "limit": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": 4,
                "description": "number of documents to return.",
                "title": "Limit"
              },
              "oversampling_factor": {
                "default": 10,
                "description": "Multiple of limit used when generating number of candidates at each step in the HNSW Vector Search",
                "title": "Oversampling Factor",
                "type": "integer"
              },
              "post_filter_pipeline": {
                "anyOf": [
                  {
                    "items": {
                      "additionalProperties": true,
                      "type": "object"
                    },
                    "type": "array"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Pipeline of MongoDB aggregation stages to filter/process results after $vectorSearch.",
                "title": "Post Filter Pipeline"
              },
              "pre_filter": {
                "anyOf": [
                  {
                    "additionalProperties": true,
                    "type": "object"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "List of MQL match expressions comparing an indexed field",
                "title": "Pre Filter"
              }
            },
            "title": "MongoDBVectorSearchConfig",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool to perfrom a vector search the MongoDB database.",
        "properties": {
          "collection_name": {
            "description": "The name of the MongoDB collection",
            "title": "Collection Name",
            "type": "string"
          },
          "connection_string": {
            "description": "The connection string of the MongoDB cluster",
            "title": "Connection String",
            "type": "string"
          },
          "database_name": {
            "description": "The name of the MongoDB database",
            "title": "Database Name",
            "type": "string"
          },
          "dimensions": {
            "default": 1536,
            "description": "Number of dimensions in the embedding vector",
            "title": "Dimensions",
            "type": "integer"
          },
          "embedding_key": {
            "default": "embedding",
            "description": "Field that will contain the embedding for each document",
            "title": "Embedding Key",
            "type": "string"
          },
          "embedding_model": {
            "default": "text-embedding-3-large",
            "description": "Text OpenAI embedding model to use",
            "title": "Embedding Model",
            "type": "string"
          },
          "query_config": {
            "anyOf": [
              {
                "$ref": "#/$defs/MongoDBVectorSearchConfig"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "MongoDB Vector Search query configuration"
          },
          "text_key": {
            "default": "text",
            "description": "MongoDB field that will contain the text for each document",
            "title": "Text Key",
            "type": "string"
          },
          "vector_index_name": {
            "default": "vector_index",
            "description": "Name of the Atlas Search vector index",
            "title": "Vector Index Name",
            "type": "string"
          }
        },
        "required": [
          "database_name",
          "collection_name",
          "connection_string"
        ],
        "title": "MongoDBVectorSearchTool",
        "type": "object"
      },
      "name": "MongoDBVectorSearchTool",
      "package_dependencies": [
        "pymongo"
      ],
      "run_params_schema": {
        "description": "Input for MongoDBTool.",
        "properties": {
          "query": {
            "description": "The query to search retrieve relevant information from the MongoDB database. Pass only the query, not the question.",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "MongoDBToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Multion gives the ability for LLMs to control web browsers using natural language instructions.\n            If the status is 'CONTINUE', reissue the same instruction to continue execution",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Multion",
          "name": "MULTION_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Multion Browse Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool to wrap MultiOn Browse Capabilities.",
        "properties": {
          "local": {
            "default": false,
            "title": "Local",
            "type": "boolean"
          },
          "max_steps": {
            "default": 3,
            "title": "Max Steps",
            "type": "integer"
          },
          "multion": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Multion"
          },
          "session_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Session Id"
          }
        },
        "required": [],
        "title": "MultiOnTool",
        "type": "object"
      },
      "name": "MultiOnTool",
      "package_dependencies": [
        "multion"
      ],
      "run_params_schema": {
        "properties": {},
        "title": "_ArgsSchemaPlaceholder",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a database table's content.",
      "env_vars": [],
      "humanized_name": "Search a database's table content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "db_uri": {
            "description": "Mandatory database URI",
            "title": "Db Uri",
            "type": "string"
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [
          "db_uri"
        ],
        "title": "MySQLSearchTool",
        "type": "object"
      },
      "name": "MySQLSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for MySQLSearchTool.",
        "properties": {
          "search_query": {
            "description": "Mandatory semantic search query you want to use to search the database's content",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query"
        ],
        "title": "MySQLSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Converts natural language to SQL queries and executes them against a database. Read-only by default \u2014 only SELECT/SHOW/DESCRIBE/EXPLAIN queries (and read-only CTEs) are allowed unless configured with allow_dml=True.",
      "env_vars": [],
      "humanized_name": "NL2SQLTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool that converts natural language to SQL and executes it against a database.\n\nBy default the tool operates in **read-only mode**: only SELECT, SHOW,\nDESCRIBE, EXPLAIN, and read-only CTEs (WITH \u2026 SELECT) are permitted.  Write\noperations (INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, TRUNCATE, \u2026) are\nblocked unless ``allow_dml=True`` is set explicitly or the environment\nvariable ``CREWAI_NL2SQL_ALLOW_DML=true`` is present.\n\nWritable CTEs (``WITH d AS (DELETE \u2026) SELECT \u2026``) and\n``EXPLAIN ANALYZE <write-stmt>`` are treated as write operations and are\nblocked in read-only mode.\n\nThe ``_fetch_all_available_columns`` helper uses parameterised queries so\nthat table names coming from the database catalogue cannot be used as an\ninjection vector.",
        "properties": {
          "allow_dml": {
            "default": false,
            "description": "When False (default) only read statements are permitted. Set to True to allow INSERT/UPDATE/DELETE/DROP and other write operations.",
            "title": "Allow DML",
            "type": "boolean"
          },
          "columns": {
            "additionalProperties": {
              "anyOf": [
                {
                  "items": {
                    "additionalProperties": true,
                    "type": "object"
                  },
                  "type": "array"
                },
                {
                  "type": "string"
                }
              ]
            },
            "title": "Columns",
            "type": "object"
          },
          "db_uri": {
            "description": "The URI of the database to connect to.",
            "title": "Database URI",
            "type": "string"
          },
          "tables": {
            "items": {
              "additionalProperties": true,
              "type": "object"
            },
            "title": "Tables",
            "type": "array"
          }
        },
        "required": [
          "db_uri"
        ],
        "title": "NL2SQLTool",
        "type": "object"
      },
      "name": "NL2SQLTool",
      "package_dependencies": [],
      "run_params_schema": {
        "properties": {
          "sql_query": {
            "description": "The SQL query to execute.",
            "title": "SQL Query",
            "type": "string"
          }
        },
        "required": [
          "sql_query"
        ],
        "title": "NL2SQLToolInput",
        "type": "object"
      }
    },
    {
      "description": "This tool uses an LLM's API to extract text from an image file.",
      "env_vars": [],
      "humanized_name": "Optical Character Recognition Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "LLM": {
            "properties": {
              "additional_params": {
                "additionalProperties": true,
                "title": "Additional Params",
                "type": "object"
              },
              "api_base": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Api Base"
              },
              "api_key": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Api Key"
              },
              "api_version": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Api Version"
              },
              "base_url": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Base Url"
              },
              "callbacks": {
                "anyOf": [
                  {
                    "items": {},
                    "type": "array"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Callbacks"
              },
              "completion_cost": {
                "anyOf": [
                  {
                    "type": "number"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Completion Cost"
              },
              "context_window_size": {
                "default": 0,
                "title": "Context Window Size",
                "type": "integer"
              },
              "frequency_penalty": {
                "anyOf": [
                  {
                    "type": "number"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Frequency Penalty"
              },
              "interceptor": {
                "default": null,
                "title": "Interceptor"
              },
              "is_anthropic": {
                "default": false,
                "title": "Is Anthropic",
                "type": "boolean"
              },
              "is_litellm": {
                "default": false,
                "title": "Is Litellm",
                "type": "boolean"
              },
              "llm_type": {
                "const": "litellm",
                "default": "litellm",
                "title": "Llm Type",
                "type": "string"
              },
              "logit_bias": {
                "anyOf": [
                  {
                    "additionalProperties": {
                      "type": "number"
                    },
                    "type": "object"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Logit Bias"
              },
              "logprobs": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Logprobs"
              },
              "max_completion_tokens": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Max Completion Tokens"
              },
              "max_tokens": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "number"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Max Tokens"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "n": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "N"
              },
              "prefer_upload": {
                "default": false,
                "title": "Prefer Upload",
                "type": "boolean"
              },
              "presence_penalty": {
                "anyOf": [
                  {
                    "type": "number"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Presence Penalty"
              },
              "provider": {
                "default": "openai",
                "title": "Provider",
                "type": "string"
              },
              "reasoning_effort": {
                "anyOf": [
                  {
                    "enum": [
                      "none",
                      "low",
                      "medium",
                      "high"
                    ],
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Reasoning Effort"
              },
              "response_format": {
                "title": "Response Format"
              },
              "seed": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Seed"
              },
              "stop": {
                "items": {
                  "type": "string"
                },
                "title": "Stop",
                "type": "array"
              },
              "stream": {
                "default": false,
                "title": "Stream",
                "type": "boolean"
              },
              "temperature": {
                "anyOf": [
                  {
                    "type": "number"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Temperature"
              },
              "thinking": {
                "default": null,
                "title": "Thinking"
              },
              "timeout": {
                "anyOf": [
                  {
                    "type": "number"
                  },
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Timeout"
              },
              "top_logprobs": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Top Logprobs"
              },
              "top_p": {
                "anyOf": [
                  {
                    "type": "number"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Top P"
              }
            },
            "required": [
              "model"
            ],
            "title": "LLM",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool for performing Optical Character Recognition on images.\n\nThis tool leverages LLMs to extract text from images. It can process\nboth local image files and images available via URLs.\n\nAttributes:\n    name (str): Name of the tool.\n    description (str): Description of the tool's functionality.\n    args_schema (Type[BaseModel]): Pydantic schema for input validation.\n\nPrivate Attributes:\n    _llm (Optional[LLM]): Language model instance for making API calls.",
        "properties": {
          "llm": {
            "$ref": "#/$defs/LLM"
          }
        },
        "required": [],
        "title": "OCRTool",
        "type": "object"
      },
      "name": "OCRTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input schema for Optical Character Recognition Tool.\n\nAttributes:\n    image_path_url (str): Path to a local image file or URL of an image.\n        For local files, provide the absolute or relative path.\n        For remote images, provide the complete URL starting with 'http' or 'https'.",
        "properties": {
          "image_path_url": {
            "description": "The image path or URL.",
            "title": "Image Path Url",
            "type": "string"
          }
        },
        "required": [
          "image_path_url"
        ],
        "title": "OCRToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Scrape Amazon product pages with Oxylabs Amazon Product Scraper",
      "env_vars": [
        {
          "default": null,
          "description": "Username for Oxylabs",
          "name": "OXYLABS_USERNAME",
          "required": true
        },
        {
          "default": null,
          "description": "Password for Oxylabs",
          "name": "OXYLABS_PASSWORD",
          "required": true
        }
      ],
      "humanized_name": "Oxylabs Amazon Product Scraper tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "OxylabsAmazonProductScraperConfig": {
            "description": "Amazon Product Scraper configuration options:\nhttps://developers.oxylabs.io/scraper-apis/web-scraper-api/targets/amazon/product.",
            "properties": {
              "callback_url": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "URL to your callback endpoint.",
                "title": "Callback Url"
              },
              "context": {
                "anyOf": [
                  {
                    "items": {},
                    "type": "array"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Additional advanced settings and controls for specialized requirements.",
                "title": "Context"
              },
              "domain": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "The domain to limit the search results to.",
                "title": "Domain"
              },
              "geo_location": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "The Deliver to location.",
                "title": "Geo Location"
              },
              "parse": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "True will return structured data.",
                "title": "Parse"
              },
              "parsing_instructions": {
                "anyOf": [
                  {
                    "additionalProperties": true,
                    "type": "object"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Instructions for parsing the results.",
                "title": "Parsing Instructions"
              },
              "render": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Enables JavaScript rendering.",
                "title": "Render"
              },
              "user_agent_type": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Device type and browser.",
                "title": "User Agent Type"
              }
            },
            "title": "OxylabsAmazonProductScraperConfig",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Scrape Amazon product pages with OxylabsAmazonProductScraperTool.\n\nGet Oxylabs account:\nhttps://dashboard.oxylabs.io/en\n\nArgs:\n    username (str): Oxylabs username.\n    password (str): Oxylabs password.\n    config: Configuration options. See ``OxylabsAmazonProductScraperConfig``",
        "properties": {
          "config": {
            "$ref": "#/$defs/OxylabsAmazonProductScraperConfig"
          },
          "oxylabs_api": {
            "title": "Oxylabs Api"
          }
        },
        "required": [
          "oxylabs_api",
          "config"
        ],
        "title": "OxylabsAmazonProductScraperTool",
        "type": "object"
      },
      "name": "OxylabsAmazonProductScraperTool",
      "package_dependencies": [
        "oxylabs"
      ],
      "run_params_schema": {
        "properties": {
          "query": {
            "description": "Amazon product ASIN",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "OxylabsAmazonProductScraperArgs",
        "type": "object"
      }
    },
    {
      "description": "Scrape Amazon search results with Oxylabs Amazon Search Scraper",
      "env_vars": [
        {
          "default": null,
          "description": "Username for Oxylabs",
          "name": "OXYLABS_USERNAME",
          "required": true
        },
        {
          "default": null,
          "description": "Password for Oxylabs",
          "name": "OXYLABS_PASSWORD",
          "required": true
        }
      ],
      "humanized_name": "Oxylabs Amazon Search Scraper tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "OxylabsAmazonSearchScraperConfig": {
            "description": "Amazon Search Scraper configuration options:\nhttps://developers.oxylabs.io/scraper-apis/web-scraper-api/targets/amazon/search.",
            "properties": {
              "callback_url": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "URL to your callback endpoint.",
                "title": "Callback Url"
              },
              "context": {
                "anyOf": [
                  {
                    "items": {},
                    "type": "array"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Additional advanced settings and controls for specialized requirements.",
                "title": "Context"
              },
              "domain": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "The domain to limit the search results to.",
                "title": "Domain"
              },
              "geo_location": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "The Deliver to location.",
                "title": "Geo Location"
              },
              "pages": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "The number of pages to scrape.",
                "title": "Pages"
              },
              "parse": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "True will return structured data.",
                "title": "Parse"
              },
              "parsing_instructions": {
                "anyOf": [
                  {
                    "additionalProperties": true,
                    "type": "object"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Instructions for parsing the results.",
                "title": "Parsing Instructions"
              },
              "render": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Enables JavaScript rendering.",
                "title": "Render"
              },
              "start_page": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "The starting page number.",
                "title": "Start Page"
              },
              "user_agent_type": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Device type and browser.",
                "title": "User Agent Type"
              }
            },
            "title": "OxylabsAmazonSearchScraperConfig",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Scrape Amazon search results with OxylabsAmazonSearchScraperTool.\n\nGet Oxylabs account:\nhttps://dashboard.oxylabs.io/en\n\nArgs:\n    username (str): Oxylabs username.\n    password (str): Oxylabs password.\n    config: Configuration options. See ``OxylabsAmazonSearchScraperConfig``",
        "properties": {
          "config": {
            "$ref": "#/$defs/OxylabsAmazonSearchScraperConfig"
          },
          "oxylabs_api": {
            "title": "Oxylabs Api"
          }
        },
        "required": [
          "oxylabs_api",
          "config"
        ],
        "title": "OxylabsAmazonSearchScraperTool",
        "type": "object"
      },
      "name": "OxylabsAmazonSearchScraperTool",
      "package_dependencies": [
        "oxylabs"
      ],
      "run_params_schema": {
        "properties": {
          "query": {
            "description": "Amazon search term",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "OxylabsAmazonSearchScraperArgs",
        "type": "object"
      }
    },
    {
      "description": "Scrape Google Search results with Oxylabs Google Search Scraper",
      "env_vars": [
        {
          "default": null,
          "description": "Username for Oxylabs",
          "name": "OXYLABS_USERNAME",
          "required": true
        },
        {
          "default": null,
          "description": "Password for Oxylabs",
          "name": "OXYLABS_PASSWORD",
          "required": true
        }
      ],
      "humanized_name": "Oxylabs Google Search Scraper tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "OxylabsGoogleSearchScraperConfig": {
            "description": "Google Search Scraper configuration options:\nhttps://developers.oxylabs.io/scraper-apis/web-scraper-api/targets/google/search/search.",
            "properties": {
              "callback_url": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "URL to your callback endpoint.",
                "title": "Callback Url"
              },
              "context": {
                "anyOf": [
                  {
                    "items": {},
                    "type": "array"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Additional advanced settings and controls for specialized requirements.",
                "title": "Context"
              },
              "domain": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "The domain to limit the search results to.",
                "title": "Domain"
              },
              "geo_location": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "The Deliver to location.",
                "title": "Geo Location"
              },
              "limit": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Number of results to retrieve in each page.",
                "title": "Limit"
              },
              "pages": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "The number of pages to scrape.",
                "title": "Pages"
              },
              "parse": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "True will return structured data.",
                "title": "Parse"
              },
              "parsing_instructions": {
                "anyOf": [
                  {
                    "additionalProperties": true,
                    "type": "object"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Instructions for parsing the results.",
                "title": "Parsing Instructions"
              },
              "render": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Enables JavaScript rendering.",
                "title": "Render"
              },
              "start_page": {
                "anyOf": [
                  {
                    "type": "integer"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "The starting page number.",
                "title": "Start Page"
              },
              "user_agent_type": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Device type and browser.",
                "title": "User Agent Type"
              }
            },
            "title": "OxylabsGoogleSearchScraperConfig",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Scrape Google Search results with OxylabsGoogleSearchScraperTool.\n\nGet Oxylabs account:\nhttps://dashboard.oxylabs.io/en\n\nArgs:\n    username (str): Oxylabs username.\n    password (str): Oxylabs password.\n    config: Configuration options. See ``OxylabsGoogleSearchScraperConfig``",
        "properties": {
          "config": {
            "$ref": "#/$defs/OxylabsGoogleSearchScraperConfig"
          },
          "oxylabs_api": {
            "title": "Oxylabs Api"
          }
        },
        "required": [
          "oxylabs_api",
          "config"
        ],
        "title": "OxylabsGoogleSearchScraperTool",
        "type": "object"
      },
      "name": "OxylabsGoogleSearchScraperTool",
      "package_dependencies": [
        "oxylabs"
      ],
      "run_params_schema": {
        "properties": {
          "query": {
            "description": "Search query",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "OxylabsGoogleSearchScraperArgs",
        "type": "object"
      }
    },
    {
      "description": "Scrape any url with Oxylabs Universal Scraper",
      "env_vars": [
        {
          "default": null,
          "description": "Username for Oxylabs",
          "name": "OXYLABS_USERNAME",
          "required": true
        },
        {
          "default": null,
          "description": "Password for Oxylabs",
          "name": "OXYLABS_PASSWORD",
          "required": true
        }
      ],
      "humanized_name": "Oxylabs Universal Scraper tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "OxylabsUniversalScraperConfig": {
            "description": "Universal Scraper configuration options:\nhttps://developers.oxylabs.io/scraper-apis/web-scraper-api/other-websites.",
            "properties": {
              "callback_url": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "URL to your callback endpoint.",
                "title": "Callback Url"
              },
              "context": {
                "anyOf": [
                  {
                    "items": {},
                    "type": "array"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Additional advanced settings and controls for specialized requirements.",
                "title": "Context"
              },
              "geo_location": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "The Deliver to location.",
                "title": "Geo Location"
              },
              "parse": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "True will return structured data.",
                "title": "Parse"
              },
              "parsing_instructions": {
                "anyOf": [
                  {
                    "additionalProperties": true,
                    "type": "object"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Instructions for parsing the results.",
                "title": "Parsing Instructions"
              },
              "render": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Enables JavaScript rendering.",
                "title": "Render"
              },
              "user_agent_type": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Device type and browser.",
                "title": "User Agent Type"
              }
            },
            "title": "OxylabsUniversalScraperConfig",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Scrape any website with OxylabsUniversalScraperTool.\n\nGet Oxylabs account:\nhttps://dashboard.oxylabs.io/en\n\nArgs:\n    username (str): Oxylabs username.\n    password (str): Oxylabs password.\n    config: Configuration options. See ``OxylabsUniversalScraperConfig``",
        "properties": {
          "config": {
            "$ref": "#/$defs/OxylabsUniversalScraperConfig"
          },
          "oxylabs_api": {
            "title": "Oxylabs Api"
          }
        },
        "required": [
          "oxylabs_api",
          "config"
        ],
        "title": "OxylabsUniversalScraperTool",
        "type": "object"
      },
      "name": "OxylabsUniversalScraperTool",
      "package_dependencies": [
        "oxylabs"
      ],
      "run_params_schema": {
        "properties": {
          "url": {
            "description": "Website URL",
            "title": "Url",
            "type": "string"
          }
        },
        "required": [
          "url"
        ],
        "title": "OxylabsUniversalScraperArgs",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a PDF's content.",
      "env_vars": [],
      "humanized_name": "Search a PDF's content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "pdf": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Pdf"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "PDFSearchTool",
        "type": "object"
      },
      "name": "PDFSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for PDFSearchTool.",
        "properties": {
          "pdf": {
            "description": "File path or URL of a PDF file to be searched",
            "title": "Pdf",
            "type": "string"
          },
          "query": {
            "description": "Mandatory query you want to use to search the PDF's content",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query",
          "pdf"
        ],
        "title": "PDFSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Search the web using Parallel's Search API (v1beta). Returns ranked results with compressed excerpts optimized for LLMs.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Parallel",
          "name": "PARALLEL_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Parallel Web Search Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "search_url": {
            "default": "https://api.parallel.ai/v1beta/search",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "ParallelSearchTool",
        "type": "object"
      },
      "name": "ParallelSearchTool",
      "package_dependencies": [
        "requests"
      ],
      "run_params_schema": {
        "description": "Input schema for ParallelSearchTool using the Search API (v1beta).\n\nAt least one of objective or search_queries is required.",
        "properties": {
          "max_chars_per_result": {
            "default": 6000,
            "description": "Maximum characters per result excerpt (values >30000 not guaranteed)",
            "minimum": 100,
            "title": "Max Chars Per Result",
            "type": "integer"
          },
          "max_results": {
            "default": 10,
            "description": "Maximum number of search results to return (processor limits apply)",
            "maximum": 40,
            "minimum": 1,
            "title": "Max Results",
            "type": "integer"
          },
          "objective": {
            "anyOf": [
              {
                "maxLength": 5000,
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Natural-language goal for the web research (<=5000 chars)",
            "title": "Objective"
          },
          "processor": {
            "default": "base",
            "description": "Search processor: 'base' (fast/low cost) or 'pro' (higher quality/freshness)",
            "pattern": "^(base|pro)$",
            "title": "Processor",
            "type": "string"
          },
          "search_queries": {
            "anyOf": [
              {
                "items": {
                  "maxLength": 200,
                  "type": "string"
                },
                "maxItems": 5,
                "minItems": 1,
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional list of keyword queries (<=5 items, each <=200 chars)",
            "title": "Search Queries"
          },
          "source_policy": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional source policy configuration",
            "title": "Source Policy"
          }
        },
        "title": "ParallelSearchInput",
        "type": "object"
      }
    },
    {
      "description": "",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Patronus evaluation services",
          "name": "PATRONUS_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Patronus Evaluation Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "criteria": {
            "items": {
              "additionalProperties": {
                "type": "string"
              },
              "type": "object"
            },
            "title": "Criteria",
            "type": "array"
          },
          "evaluate_url": {
            "default": "https://api.patronus.ai/v1/evaluate",
            "title": "Evaluate Url",
            "type": "string"
          },
          "evaluators": {
            "items": {
              "additionalProperties": {
                "type": "string"
              },
              "type": "object"
            },
            "title": "Evaluators",
            "type": "array"
          }
        },
        "required": [],
        "title": "PatronusEvalTool",
        "type": "object"
      },
      "name": "PatronusEvalTool",
      "package_dependencies": [],
      "run_params_schema": {
        "properties": {},
        "title": "_ArgsSchemaPlaceholder",
        "type": "object"
      }
    },
    {
      "description": "This tool is used to evaluate the model input and output using custom function evaluators.",
      "env_vars": [],
      "humanized_name": "Patronus Local Evaluator Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "client": {
            "default": null,
            "title": "Client"
          },
          "evaluated_model_gold_answer": {
            "title": "Evaluated Model Gold Answer",
            "type": "string"
          },
          "evaluator": {
            "title": "Evaluator",
            "type": "string"
          }
        },
        "required": [
          "evaluator",
          "evaluated_model_gold_answer"
        ],
        "title": "PatronusLocalEvaluatorTool",
        "type": "object"
      },
      "name": "PatronusLocalEvaluatorTool",
      "package_dependencies": [
        "patronus"
      ],
      "run_params_schema": {
        "properties": {
          "evaluated_model_gold_answer": {
            "description": "The agent's gold answer only if available",
            "title": "Evaluated Model Gold Answer",
            "type": "string"
          },
          "evaluated_model_input": {
            "description": "The agent's task description in simple text",
            "title": "Evaluated Model Input",
            "type": "string"
          },
          "evaluated_model_output": {
            "description": "The agent's output of the task",
            "title": "Evaluated Model Output",
            "type": "string"
          },
          "evaluated_model_retrieved_context": {
            "description": "The agent's context",
            "title": "Evaluated Model Retrieved Context",
            "type": "string"
          },
          "evaluator": {
            "description": "The registered local evaluator",
            "title": "Evaluator",
            "type": "string"
          }
        },
        "required": [
          "evaluated_model_input",
          "evaluated_model_output",
          "evaluated_model_retrieved_context",
          "evaluated_model_gold_answer",
          "evaluator"
        ],
        "title": "FixedLocalEvaluatorToolSchema",
        "type": "object"
      }
    },
    {
      "description": "This tool calls the Patronus Evaluation API that takes the following arguments:",
      "env_vars": [],
      "humanized_name": "Call Patronus API tool for evaluation of model inputs and outputs",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "PatronusEvalTool is a tool to automatically evaluate and score agent interactions.\n\nResults are logged to the Patronus platform at app.patronus.ai",
        "properties": {
          "evaluate_url": {
            "default": "https://api.patronus.ai/v1/evaluate",
            "title": "Evaluate Url",
            "type": "string"
          },
          "evaluators": {
            "items": {
              "additionalProperties": {
                "type": "string"
              },
              "type": "object"
            },
            "title": "Evaluators",
            "type": "array"
          }
        },
        "required": [],
        "title": "PatronusPredefinedCriteriaEvalTool",
        "type": "object"
      },
      "name": "PatronusPredefinedCriteriaEvalTool",
      "package_dependencies": [],
      "run_params_schema": {
        "properties": {
          "evaluated_model_gold_answer": {
            "additionalProperties": true,
            "description": "The agent's gold answer only if available",
            "title": "Evaluated Model Gold Answer",
            "type": "object"
          },
          "evaluated_model_input": {
            "additionalProperties": true,
            "description": "The agent's task description in simple text",
            "title": "Evaluated Model Input",
            "type": "object"
          },
          "evaluated_model_output": {
            "additionalProperties": true,
            "description": "The agent's output of the task",
            "title": "Evaluated Model Output",
            "type": "object"
          },
          "evaluated_model_retrieved_context": {
            "additionalProperties": true,
            "description": "The agent's context",
            "title": "Evaluated Model Retrieved Context",
            "type": "object"
          },
          "evaluators": {
            "description": "List of dictionaries containing the evaluator and criteria to evaluate the model input and output. An example input for this field: [{'evaluator': '[evaluator-from-user]', 'criteria': '[criteria-from-user]'}]",
            "items": {
              "additionalProperties": {
                "type": "string"
              },
              "type": "object"
            },
            "title": "Evaluators",
            "type": "array"
          }
        },
        "required": [
          "evaluated_model_input",
          "evaluated_model_output",
          "evaluated_model_retrieved_context",
          "evaluated_model_gold_answer",
          "evaluators"
        ],
        "title": "FixedBaseToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Search Qdrant vector DB for relevant documents.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for OpenAI",
          "name": "OPENAI_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "QdrantVectorSearchTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "QdrantConfig": {
            "description": "All Qdrant connection and search settings.",
            "properties": {
              "collection_name": {
                "title": "Collection Name",
                "type": "string"
              },
              "filter": {
                "anyOf": [
                  {},
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Qdrant Filter instance for advanced filtering.",
                "title": "Filter"
              },
              "limit": {
                "default": 3,
                "title": "Limit",
                "type": "integer"
              },
              "qdrant_api_key": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Qdrant Api Key"
              },
              "qdrant_url": {
                "title": "Qdrant Url",
                "type": "string"
              },
              "score_threshold": {
                "default": 0.35,
                "title": "Score Threshold",
                "type": "number"
              }
            },
            "required": [
              "qdrant_url",
              "collection_name"
            ],
            "title": "QdrantConfig",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Vector search tool for Qdrant.",
        "properties": {
          "client": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Client"
          },
          "custom_embedding_fn": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional embedding function or import path.",
            "title": "Custom Embedding Fn"
          },
          "qdrant_config": {
            "$ref": "#/$defs/QdrantConfig"
          },
          "qdrant_package": {
            "default": "qdrant_client",
            "description": "Base package path for Qdrant. Will dynamically import client and models.",
            "title": "Qdrant Package",
            "type": "string"
          }
        },
        "required": [
          "qdrant_config"
        ],
        "title": "QdrantVectorSearchTool",
        "type": "object"
      },
      "name": "QdrantVectorSearchTool",
      "package_dependencies": [
        "qdrant-client"
      ],
      "run_params_schema": {
        "properties": {
          "filter_by": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Parameter to filter the search by. When filtering, needs to be used in conjunction with filter_value.",
            "title": "Filter By"
          },
          "filter_value": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Value to filter the search by. When filtering, needs to be used in conjunction with filter_by.",
            "title": "Filter Value"
          },
          "query": {
            "description": "Query to search in Qdrant DB - always required.",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "QdrantToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A knowledge base that can be used to answer questions.",
      "env_vars": [],
      "humanized_name": "Knowledge base",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "RagTool",
        "type": "object"
      },
      "name": "RagTool",
      "package_dependencies": [],
      "run_params_schema": {
        "properties": {},
        "title": "_ArgsSchemaPlaceholder",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to read a website content.",
      "env_vars": [],
      "humanized_name": "Read a website content",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "cookies": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Cookies"
          },
          "css_element": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Css Element"
          },
          "headers": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Headers"
          },
          "website_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Website Url"
          }
        },
        "required": [],
        "title": "ScrapeElementFromWebsiteTool",
        "type": "object"
      },
      "name": "ScrapeElementFromWebsiteTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for ScrapeElementFromWebsiteTool.",
        "properties": {
          "css_element": {
            "description": "Mandatory css reference for element to scrape from the website",
            "title": "Css Element",
            "type": "string"
          },
          "website_url": {
            "description": "Mandatory website url to read the file",
            "title": "Website Url",
            "type": "string"
          }
        },
        "required": [
          "website_url",
          "css_element"
        ],
        "title": "ScrapeElementFromWebsiteToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to read a website content.",
      "env_vars": [],
      "humanized_name": "Read website content",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "cookies": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Cookies"
          },
          "headers": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Headers"
          },
          "website_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Website Url"
          }
        },
        "required": [],
        "title": "ScrapeWebsiteTool",
        "type": "object"
      },
      "name": "ScrapeWebsiteTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for ScrapeWebsiteTool.",
        "properties": {
          "website_url": {
            "description": "Mandatory website url to read the file",
            "title": "Website Url",
            "type": "string"
          }
        },
        "required": [
          "website_url"
        ],
        "title": "ScrapeWebsiteToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that uses Scrapegraph AI to intelligently scrape website content.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Scrapegraph AI services",
          "name": "SCRAPEGRAPH_API_KEY",
          "required": false
        }
      ],
      "humanized_name": "Scrapegraph website scraper",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool that uses Scrapegraph AI to intelligently scrape website content.\n\nRaises:\n    ValueError: If API key is missing or URL format is invalid\n    RateLimitError: If API rate limits are exceeded\n    RuntimeError: If scraping operation fails",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Api Key"
          },
          "enable_logging": {
            "default": false,
            "title": "Enable Logging",
            "type": "boolean"
          },
          "user_prompt": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "User Prompt"
          },
          "website_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Website Url"
          }
        },
        "required": [],
        "title": "ScrapegraphScrapeTool",
        "type": "object"
      },
      "name": "ScrapegraphScrapeTool",
      "package_dependencies": [
        "scrapegraph-py"
      ],
      "run_params_schema": {
        "description": "Input for ScrapegraphScrapeTool.",
        "properties": {
          "user_prompt": {
            "default": "Extract the main content of the webpage",
            "description": "Prompt to guide the extraction of content",
            "title": "User Prompt",
            "type": "string"
          },
          "website_url": {
            "description": "Mandatory website url to scrape",
            "title": "Website Url",
            "type": "string"
          }
        },
        "required": [
          "website_url"
        ],
        "title": "ScrapegraphScrapeToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Scrape a webpage url using Scrapfly and return its content as markdown or text",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Scrapfly",
          "name": "SCRAPFLY_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Scrapfly web scraping API tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Api Key"
          },
          "scrapfly": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Scrapfly"
          }
        },
        "required": [],
        "title": "ScrapflyScrapeWebsiteTool",
        "type": "object"
      },
      "name": "ScrapflyScrapeWebsiteTool",
      "package_dependencies": [
        "scrapfly-sdk"
      ],
      "run_params_schema": {
        "properties": {
          "ignore_scrape_failures": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "whether to ignore failures",
            "title": "Ignore Scrape Failures"
          },
          "scrape_config": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Scrapfly request scrape config",
            "title": "Scrape Config"
          },
          "scrape_format": {
            "anyOf": [
              {
                "enum": [
                  "raw",
                  "markdown",
                  "text"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "markdown",
            "description": "Webpage extraction format",
            "title": "Scrape Format"
          },
          "url": {
            "description": "Webpage URL",
            "title": "Url",
            "type": "string"
          }
        },
        "required": [
          "url"
        ],
        "title": "ScrapflyScrapeWebsiteToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to read a website content.",
      "env_vars": [],
      "humanized_name": "Read a website content",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "cookie": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Cookie"
          },
          "css_element": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Css Element"
          },
          "driver": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Driver"
          },
          "return_html": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "default": false,
            "title": "Return Html"
          },
          "wait_time": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": 3,
            "title": "Wait Time"
          },
          "website_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Website Url"
          }
        },
        "required": [],
        "title": "SeleniumScrapingTool",
        "type": "object"
      },
      "name": "SeleniumScrapingTool",
      "package_dependencies": [
        "selenium",
        "webdriver-manager"
      ],
      "run_params_schema": {
        "description": "Input for SeleniumScrapingTool.",
        "properties": {
          "css_element": {
            "description": "Mandatory css reference for element to scrape from the website",
            "title": "Css Element",
            "type": "string"
          },
          "website_url": {
            "description": "Mandatory website url to read the file. Must start with http:// or https://",
            "title": "Website Url",
            "type": "string"
          }
        },
        "required": [
          "website_url",
          "css_element"
        ],
        "title": "SeleniumScrapingToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool to perform to perform a Google search with a search_query.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for SerpApi searches",
          "name": "SERPAPI_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Google Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "client": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Client"
          }
        },
        "required": [],
        "title": "SerpApiGoogleSearchTool",
        "type": "object"
      },
      "name": "SerpApiGoogleSearchTool",
      "package_dependencies": [
        "serpapi"
      ],
      "run_params_schema": {
        "description": "Input for Google Search.",
        "properties": {
          "location": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Location you want the search to be performed in.",
            "title": "Location"
          },
          "search_query": {
            "description": "Mandatory search query you want to use to Google search.",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query"
        ],
        "title": "SerpApiGoogleSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool to perform search on Google shopping with a search_query.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for SerpApi searches",
          "name": "SERPAPI_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Google Shopping",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "client": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Client"
          }
        },
        "required": [],
        "title": "SerpApiGoogleShoppingTool",
        "type": "object"
      },
      "name": "SerpApiGoogleShoppingTool",
      "package_dependencies": [
        "serpapi"
      ],
      "run_params_schema": {
        "description": "Input for Google Shopping.",
        "properties": {
          "location": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Location you want the search to be performed in.",
            "title": "Location"
          },
          "search_query": {
            "description": "Mandatory search query you want to use to Google shopping.",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query"
        ],
        "title": "SerpApiGoogleShoppingToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to search the internet with a search_query. Supports different search types: 'search' (default), 'news'",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Serper",
          "name": "SERPER_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Search the internet with Serper",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "base_url": {
            "default": "https://google.serper.dev",
            "title": "Base Url",
            "type": "string"
          },
          "country": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "",
            "title": "Country"
          },
          "locale": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "",
            "title": "Locale"
          },
          "location": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "",
            "title": "Location"
          },
          "n_results": {
            "default": 10,
            "title": "N Results",
            "type": "integer"
          },
          "save_file": {
            "default": false,
            "title": "Save File",
            "type": "boolean"
          },
          "search_type": {
            "default": "search",
            "title": "Search Type",
            "type": "string"
          }
        },
        "required": [],
        "title": "SerperDevTool",
        "type": "object"
      },
      "name": "SerperDevTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for SerperDevTool.",
        "properties": {
          "search_query": {
            "description": "Mandatory search query you want to use to search the internet",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query"
        ],
        "title": "SerperDevToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Scrapes website content using Serper's scraping API. This tool can extract clean, readable content from any website URL, optionally including markdown formatting for better structure.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Serper",
          "name": "SERPER_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "serper_scrape_website",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {},
        "required": [],
        "title": "SerperScrapeWebsiteTool",
        "type": "object"
      },
      "name": "SerperScrapeWebsiteTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input schema for SerperScrapeWebsite.",
        "properties": {
          "include_markdown": {
            "default": true,
            "description": "Whether to include markdown formatting in the scraped content",
            "title": "Include Markdown",
            "type": "boolean"
          },
          "url": {
            "description": "The URL of the website to scrape",
            "title": "Url",
            "type": "string"
          }
        },
        "required": [
          "url"
        ],
        "title": "SerperScrapeWebsiteInput",
        "type": "object"
      }
    },
    {
      "description": "A tool to perform to perform a job search in the US with a search_query.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Serply services",
          "name": "SERPLY_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Job Search",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "headers": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Headers"
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "proxy_location": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "US",
            "title": "Proxy Location"
          },
          "request_url": {
            "default": "https://api.serply.io/v1/job/search/",
            "title": "Request Url",
            "type": "string"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "SerplyJobSearchTool",
        "type": "object"
      },
      "name": "SerplyJobSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for Job Search.",
        "properties": {
          "search_query": {
            "description": "Mandatory search query you want to use to fetch jobs postings.",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query"
        ],
        "title": "SerplyJobSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool to perform News article search with a search_query.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Serply services",
          "name": "SERPLY_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "News Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "headers": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Headers"
          },
          "limit": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": 10,
            "title": "Limit"
          },
          "proxy_location": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "US",
            "title": "Proxy Location"
          },
          "search_url": {
            "default": "https://api.serply.io/v1/news/",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "SerplyNewsSearchTool",
        "type": "object"
      },
      "name": "SerplyNewsSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for Serply News Search.",
        "properties": {
          "search_query": {
            "description": "Mandatory search query you want to use to fetch news articles",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query"
        ],
        "title": "SerplyNewsSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool to perform scholarly literature search with a search_query.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Serply services",
          "name": "SERPLY_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Scholar Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "headers": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Headers"
          },
          "hl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "us",
            "title": "Hl"
          },
          "proxy_location": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "US",
            "title": "Proxy Location"
          },
          "search_url": {
            "default": "https://api.serply.io/v1/scholar/",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "SerplyScholarSearchTool",
        "type": "object"
      },
      "name": "SerplyScholarSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for Serply Scholar Search.",
        "properties": {
          "search_query": {
            "description": "Mandatory search query you want to use to fetch scholarly literature",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query"
        ],
        "title": "SerplyScholarSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool to perform Google search with a search_query.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Serply services",
          "name": "SERPLY_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Google Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "device_type": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "desktop",
            "title": "Device Type"
          },
          "headers": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Headers"
          },
          "hl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "us",
            "title": "Hl"
          },
          "limit": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": 10,
            "title": "Limit"
          },
          "proxy_location": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "US",
            "title": "Proxy Location"
          },
          "query_payload": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Query Payload"
          },
          "search_url": {
            "default": "https://api.serply.io/v1/search/",
            "title": "Search Url",
            "type": "string"
          }
        },
        "required": [],
        "title": "SerplyWebSearchTool",
        "type": "object"
      },
      "name": "SerplyWebSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for Serply Web Search.",
        "properties": {
          "search_query": {
            "description": "Mandatory search query you want to use to Google search",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query"
        ],
        "title": "SerplyWebSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool to perform convert a webpage to markdown to make it easier for LLMs to understand",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Serply services",
          "name": "SERPLY_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Webpage to Markdown",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "headers": {
            "additionalProperties": true,
            "title": "Headers",
            "type": "object"
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "proxy_location": {
            "default": "US",
            "enum": [
              "US",
              "CA",
              "IE",
              "GB",
              "FR",
              "DE",
              "SE",
              "IN",
              "JP",
              "KR",
              "SG",
              "AU",
              "BR"
            ],
            "title": "Proxy Location",
            "type": "string"
          },
          "request_url": {
            "default": "https://api.serply.io/v1/request",
            "title": "Request Url",
            "type": "string"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "SerplyWebpageToMarkdownTool",
        "type": "object"
      },
      "name": "SerplyWebpageToMarkdownTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for Serply Search.",
        "properties": {
          "url": {
            "description": "Mandatory url you want to use to fetch and convert to markdown",
            "title": "Url",
            "type": "string"
          }
        },
        "required": [
          "url"
        ],
        "title": "SerplyWebpageToMarkdownToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a database.",
      "env_vars": [
        {
          "default": null,
          "description": "A comprehensive URL string that can encapsulate host, port, username, password, and database information, often used in environments like SingleStore notebooks or specific frameworks. For example: 'me:p455w0rd@s2-host.com/my_db'",
          "name": "SINGLESTOREDB_URL",
          "required": false
        },
        {
          "default": null,
          "description": "Specifies the hostname, IP address, or URL of the SingleStoreDB workspace or cluster",
          "name": "SINGLESTOREDB_HOST",
          "required": false
        },
        {
          "default": null,
          "description": "Defines the port number on which the SingleStoreDB server is listening",
          "name": "SINGLESTOREDB_PORT",
          "required": false
        },
        {
          "default": null,
          "description": "Specifies the database user name",
          "name": "SINGLESTOREDB_USER",
          "required": false
        },
        {
          "default": null,
          "description": "Specifies the database user password",
          "name": "SINGLESTOREDB_PASSWORD",
          "required": false
        },
        {
          "default": null,
          "description": "Name of the database to connect to",
          "name": "SINGLESTOREDB_DATABASE",
          "required": false
        },
        {
          "default": null,
          "description": "File containing SSL key",
          "name": "SINGLESTOREDB_SSL_KEY",
          "required": false
        },
        {
          "default": null,
          "description": "File containing SSL certificate",
          "name": "SINGLESTOREDB_SSL_CERT",
          "required": false
        },
        {
          "default": null,
          "description": "File containing SSL certificate authority",
          "name": "SINGLESTOREDB_SSL_CA",
          "required": false
        },
        {
          "default": null,
          "description": "The timeout for connecting to the database in seconds",
          "name": "SINGLESTOREDB_CONNECT_TIMEOUT",
          "required": false
        }
      ],
      "humanized_name": "Search a database's table(s) content",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool for performing semantic searches on SingleStore database tables.\n\nThis tool provides a safe interface for executing SELECT and SHOW queries\nagainst a SingleStore database with connection pooling for optimal performance.",
        "properties": {
          "connection_args": {
            "additionalProperties": true,
            "title": "Connection Args",
            "type": "object"
          },
          "connection_pool": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Connection Pool"
          }
        },
        "required": [],
        "title": "SingleStoreSearchTool",
        "type": "object"
      },
      "name": "SingleStoreSearchTool",
      "package_dependencies": [
        "singlestoredb",
        "SQLAlchemy"
      ],
      "run_params_schema": {
        "description": "Input schema for SingleStoreSearchTool.\n\nThis schema defines the expected input format for the search tool,\nensuring that only valid SELECT and SHOW queries are accepted.",
        "properties": {
          "search_query": {
            "description": "Mandatory semantic search query you want to use to search the database's content. Only SELECT and SHOW queries are supported.",
            "title": "Search Query",
            "type": "string"
          }
        },
        "required": [
          "search_query"
        ],
        "title": "SingleStoreSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Execute SQL queries or semantic search on Snowflake data warehouse. Supports both raw SQL and natural language queries.",
      "env_vars": [],
      "humanized_name": "Snowflake Database Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "SnowflakeConfig": {
            "description": "Configuration for Snowflake connection.",
            "properties": {
              "account": {
                "description": "Snowflake account identifier",
                "pattern": "^[a-zA-Z0-9\\-_]+$",
                "title": "Account",
                "type": "string"
              },
              "database": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Default database",
                "title": "Database"
              },
              "password": {
                "anyOf": [
                  {
                    "format": "password",
                    "type": "string",
                    "writeOnly": true
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Snowflake password",
                "title": "Password"
              },
              "private_key_path": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Path to private key file",
                "title": "Private Key Path"
              },
              "role": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Snowflake role",
                "title": "Role"
              },
              "session_parameters": {
                "anyOf": [
                  {
                    "additionalProperties": true,
                    "type": "object"
                  },
                  {
                    "type": "null"
                  }
                ],
                "description": "Session parameters",
                "title": "Session Parameters"
              },
              "snowflake_schema": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Default schema",
                "title": "Snowflake Schema"
              },
              "user": {
                "description": "Snowflake username",
                "title": "User",
                "type": "string"
              },
              "warehouse": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "description": "Snowflake warehouse",
                "title": "Warehouse"
              }
            },
            "required": [
              "account",
              "user"
            ],
            "title": "SnowflakeConfig",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool for executing queries and semantic search on Snowflake.",
        "properties": {
          "config": {
            "$ref": "#/$defs/SnowflakeConfig",
            "description": "Snowflake connection configuration"
          },
          "enable_caching": {
            "default": true,
            "description": "Enable query result caching",
            "title": "Enable Caching",
            "type": "boolean"
          },
          "max_retries": {
            "default": 3,
            "description": "Maximum retry attempts",
            "title": "Max Retries",
            "type": "integer"
          },
          "pool_size": {
            "default": 5,
            "description": "Size of connection pool",
            "title": "Pool Size",
            "type": "integer"
          },
          "retry_delay": {
            "default": 1.0,
            "description": "Delay between retries in seconds",
            "title": "Retry Delay",
            "type": "number"
          }
        },
        "required": [
          "config"
        ],
        "title": "SnowflakeSearchTool",
        "type": "object"
      },
      "name": "SnowflakeSearchTool",
      "package_dependencies": [
        "snowflake-connector-python",
        "snowflake-sqlalchemy",
        "cryptography"
      ],
      "run_params_schema": {
        "description": "Input schema for SnowflakeSearchTool.",
        "properties": {
          "database": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Override default database",
            "title": "Database"
          },
          "query": {
            "description": "SQL query or semantic search query to execute",
            "title": "Query",
            "type": "string"
          },
          "snowflake_schema": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Override default schema",
            "title": "Snowflake Schema"
          },
          "timeout": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": 300,
            "description": "Query timeout in seconds",
            "title": "Timeout"
          }
        },
        "required": [
          "query"
        ],
        "title": "SnowflakeSearchToolInput",
        "type": "object"
      }
    },
    {
      "description": "A tool to scrape or crawl a website and return LLM-ready content.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Spider.cloud",
          "name": "SPIDER_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "SpiderTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "SpiderToolConfig": {
            "description": "Configuration settings for SpiderTool.\n\nContains all default values and constants used by SpiderTool.\nCentralizes configuration management for easier maintenance.",
            "properties": {
              "DEFAULT_CRAWL_LIMIT": {
                "default": 5,
                "title": "Default Crawl Limit",
                "type": "integer"
              },
              "DEFAULT_REQUEST_MODE": {
                "default": "smart",
                "title": "Default Request Mode",
                "type": "string"
              },
              "DEFAULT_RETURN_FORMAT": {
                "default": "markdown",
                "title": "Default Return Format",
                "type": "string"
              },
              "FILTER_SVG": {
                "default": true,
                "title": "Filter Svg",
                "type": "boolean"
              }
            },
            "title": "SpiderToolConfig",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool for scraping and crawling websites.\nThis tool provides functionality to either scrape a single webpage or crawl multiple\npages, returning content in a format suitable for LLM processing.",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Api Key"
          },
          "config": {
            "$ref": "#/$defs/SpiderToolConfig",
            "default": {
              "DEFAULT_CRAWL_LIMIT": 5,
              "DEFAULT_REQUEST_MODE": "smart",
              "DEFAULT_RETURN_FORMAT": "markdown",
              "FILTER_SVG": true
            }
          },
          "custom_params": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Custom Params"
          },
          "log_failures": {
            "default": true,
            "title": "Log Failures",
            "type": "boolean"
          },
          "spider": {
            "default": null,
            "title": "Spider"
          },
          "website_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Website Url"
          }
        },
        "required": [],
        "title": "SpiderTool",
        "type": "object"
      },
      "name": "SpiderTool",
      "package_dependencies": [
        "spider-client"
      ],
      "run_params_schema": {
        "description": "Input schema for SpiderTool.",
        "properties": {
          "mode": {
            "default": "scrape",
            "description": "The mode of the SpiderTool. The only two allowed modes are `scrape` or `crawl`. Crawl mode will follow up to 5 links and return their content in markdown format.",
            "enum": [
              "scrape",
              "crawl"
            ],
            "title": "Mode",
            "type": "string"
          },
          "website_url": {
            "description": "Mandatory website URL to scrape or crawl",
            "title": "Website Url",
            "type": "string"
          }
        },
        "required": [
          "website_url"
        ],
        "title": "SpiderToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Use this tool to control a web browser and interact with websites using natural language.\n\n    Capabilities:\n    - Navigate to websites and follow links\n    - Click buttons, links, and other elements\n    - Fill in forms and input fields\n    - Search within websites\n    - Extract information from web pages\n    - Identify and analyze elements on a page\n\n    To use this tool, provide a natural language instruction describing what you want to do.\n    For reliability on complex pages, use specific, atomic instructions with location hints:\n    - Good: \"Click the search box in the header\"\n    - Good: \"Type 'Italy' in the focused field\"\n    - Bad: \"Search for Italy and click the first result\"\n\n    For different types of tasks, specify the command_type:\n    - 'act': For performing one atomic action (default)\n    - 'navigate': For navigating to a URL\n    - 'extract': For getting data from a specific page section\n    - 'observe': For finding elements in a specific area",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Browserbase services",
          "name": "BROWSERBASE_API_KEY",
          "required": false
        },
        {
          "default": null,
          "description": "Project ID for Browserbase services",
          "name": "BROWSERBASE_PROJECT_ID",
          "required": false
        }
      ],
      "humanized_name": "Web Automation Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "A tool that uses Stagehand to automate web browser interactions using natural language with atomic action handling.\n\nStagehand allows AI agents to interact with websites through a browser,\nperforming actions like clicking buttons, filling forms, and extracting data.\n\nThe tool supports four main command types:\n1. act - Perform actions like clicking, typing, scrolling, or navigating\n2. navigate - Specifically navigate to a URL (shorthand for act with navigation)\n3. extract - Extract structured data from web pages\n4. observe - Identify and analyze elements on a page\n\nUsage examples:\n- Navigate to a website: instruction=\"Go to the homepage\", url=\"https://example.com\"\n- Click a button: instruction=\"Click the login button\"\n- Fill a form: instruction=\"Fill the login form with username 'user' and password 'pass'\"\n- Extract data: instruction=\"Extract all product prices and names\", command_type=\"extract\"\n- Observe elements: instruction=\"Find all navigation menu items\", command_type=\"observe\"\n- Complex tasks: instruction=\"Step 1: Navigate to https://example.com; Step 2: Scroll down to the 'Features' section; Step 3: Click 'Learn More'\", command_type=\"act\"\n\nExample of breaking down \"Search for OpenAI\" into multiple steps:\n1. First navigation: instruction=\"Go to Google\", url=\"https://google.com\", command_type=\"navigate\"\n2. Enter search term: instruction=\"Type 'OpenAI' in the search box\", command_type=\"act\"\n3. Submit search: instruction=\"Press the Enter key or click the search button\", command_type=\"act\"\n4. Click on result: instruction=\"Click on the OpenAI website link in the search results\", command_type=\"act\"",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Api Key"
          },
          "dom_settle_timeout_ms": {
            "default": 3000,
            "title": "Dom Settle Timeout Ms",
            "type": "integer"
          },
          "headless": {
            "default": false,
            "title": "Headless",
            "type": "boolean"
          },
          "max_retries_on_token_limit": {
            "default": 3,
            "title": "Max Retries On Token Limit",
            "type": "integer"
          },
          "model_api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Model Api Key"
          },
          "model_name": {
            "default": "anthropic.claude-3-7-sonnet-20240607",
            "title": "Model Name"
          },
          "project_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Project Id"
          },
          "self_heal": {
            "default": true,
            "title": "Self Heal",
            "type": "boolean"
          },
          "server_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "https://api.stagehand.browserbase.com/v1",
            "title": "Server Url"
          },
          "use_simplified_dom": {
            "default": true,
            "title": "Use Simplified Dom",
            "type": "boolean"
          },
          "verbose": {
            "default": 1,
            "title": "Verbose",
            "type": "integer"
          },
          "wait_for_captcha_solves": {
            "default": true,
            "title": "Wait For Captcha Solves",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "StagehandTool",
        "type": "object"
      },
      "name": "StagehandTool",
      "package_dependencies": [
        "stagehand<=0.5.9"
      ],
      "run_params_schema": {
        "description": "Input for StagehandTool.",
        "properties": {
          "command_type": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": "act",
            "description": "The type of command to execute (choose one):\n        - 'act': Perform an action like clicking buttons, filling forms, etc. (default)\n        - 'navigate': Specifically navigate to a URL\n        - 'extract': Extract structured data from the page\n        - 'observe': Identify and analyze elements on the page\n        ",
            "title": "Command Type"
          },
          "instruction": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Single atomic action with location context. For reliability on complex pages, use ONE specific action with location hints. Good examples: 'Click the search input field in the header', 'Type Italy in the focused field', 'Press Enter', 'Click the first link in the results area'. Avoid combining multiple actions. For 'navigate' command type, this can be omitted if only URL is provided.",
            "title": "Instruction"
          },
          "url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The URL to navigate to before executing the instruction. MUST be used with 'navigate' command. ",
            "title": "Url"
          }
        },
        "title": "StagehandToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a txt's content.",
      "env_vars": [],
      "humanized_name": "Search a txt's content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          },
          "txt": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Txt"
          }
        },
        "required": [],
        "title": "TXTSearchTool",
        "type": "object"
      },
      "name": "TXTSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for TXTSearchTool.",
        "properties": {
          "search_query": {
            "description": "Mandatory search query you want to use to search the txt's content",
            "title": "Search Query",
            "type": "string"
          },
          "txt": {
            "description": "File path or URL of a TXT file to be searched",
            "title": "Txt",
            "type": "string"
          }
        },
        "required": [
          "search_query",
          "txt"
        ],
        "title": "TXTSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "Extracts content from one or more web pages using the Tavily API. Returns structured data.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Tavily extraction service",
          "name": "TAVILY_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "TavilyExtractorTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "The Tavily API key. If not provided, it will be loaded from the environment variable TAVILY_API_KEY.",
            "title": "Api Key"
          },
          "async_client": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Async Client"
          },
          "client": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Client"
          },
          "extract_depth": {
            "default": "basic",
            "description": "The depth of extraction. 'basic' for basic extraction, 'advanced' for advanced extraction.",
            "enum": [
              "basic",
              "advanced"
            ],
            "title": "Extract Depth",
            "type": "string"
          },
          "include_images": {
            "default": false,
            "description": "Whether to include images in the extraction.",
            "title": "Include Images",
            "type": "boolean"
          },
          "proxies": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional proxies to use for the Tavily API requests.",
            "title": "Proxies"
          },
          "timeout": {
            "default": 60,
            "description": "The timeout for the extraction request in seconds.",
            "title": "Timeout",
            "type": "integer"
          }
        },
        "required": [],
        "title": "TavilyExtractorTool",
        "type": "object"
      },
      "name": "TavilyExtractorTool",
      "package_dependencies": [
        "tavily-python"
      ],
      "run_params_schema": {
        "description": "Input schema for TavilyExtractorTool.",
        "properties": {
          "urls": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "string"
              }
            ],
            "description": "The URL(s) to extract data from. Can be a single URL or a list of URLs.",
            "title": "Urls"
          }
        },
        "required": [
          "urls"
        ],
        "title": "TavilyExtractorToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that retrieves the status and results of an existing Tavily research task by request ID. It returns Tavily responses as JSON.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Tavily research service",
          "name": "TAVILY_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Tavily Get Research",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool that uses the Tavily Research status endpoint to retrieve results.",
        "properties": {},
        "required": [],
        "title": "TavilyGetResearchTool",
        "type": "object"
      },
      "name": "TavilyGetResearchTool",
      "package_dependencies": [
        "tavily-python"
      ],
      "run_params_schema": {
        "description": "Input schema for TavilyGetResearchTool.",
        "properties": {
          "request_id": {
            "description": "Existing Tavily research request ID to fetch status and results for.",
            "title": "Request Id",
            "type": "string"
          }
        },
        "required": [
          "request_id"
        ],
        "title": "TavilyGetResearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that creates Tavily research tasks and can stream research progress and results. It returns Tavily responses as JSON or SSE chunks.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Tavily research service",
          "name": "TAVILY_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Tavily Research",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool that uses the Tavily Research API to create research tasks.",
        "properties": {
          "citation_format": {
            "default": "numbered",
            "description": "Default citation format for Tavily research results.",
            "enum": [
              "numbered",
              "mla",
              "apa",
              "chicago"
            ],
            "title": "Citation Format",
            "type": "string"
          },
          "model": {
            "default": "auto",
            "description": "Default model used for new Tavily research tasks.",
            "enum": [
              "mini",
              "pro",
              "auto"
            ],
            "title": "Model",
            "type": "string"
          },
          "output_schema": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Default JSON Schema used to structure research output.",
            "title": "Output Schema"
          },
          "stream": {
            "default": false,
            "description": "Whether new Tavily research tasks should stream responses by default.",
            "title": "Stream",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "TavilyResearchTool",
        "type": "object"
      },
      "name": "TavilyResearchTool",
      "package_dependencies": [
        "tavily-python"
      ],
      "run_params_schema": {
        "description": "Input schema for TavilyResearchTool.",
        "properties": {
          "citation_format": {
            "default": "numbered",
            "description": "Citation format for the research report.",
            "enum": [
              "numbered",
              "mla",
              "apa",
              "chicago"
            ],
            "title": "Citation Format",
            "type": "string"
          },
          "input": {
            "description": "The research task or question to investigate.",
            "title": "Input",
            "type": "string"
          },
          "model": {
            "default": "auto",
            "description": "The model used by the Tavily research agent.",
            "enum": [
              "mini",
              "pro",
              "auto"
            ],
            "title": "Model",
            "type": "string"
          },
          "output_schema": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional JSON Schema that structures the research output.",
            "title": "Output Schema"
          },
          "stream": {
            "default": false,
            "description": "Whether to stream research progress and results as SSE chunks.",
            "title": "Stream",
            "type": "boolean"
          }
        },
        "required": [
          "input"
        ],
        "title": "TavilyResearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that performs web searches using the Tavily Search API. It returns a JSON object containing the search results.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for Tavily search service",
          "name": "TAVILY_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Tavily Search",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool that uses the Tavily Search API to perform web searches.\n\nAttributes:\n    client: An instance of TavilyClient.\n    async_client: An instance of AsyncTavilyClient.\n    name: The name of the tool.\n    description: A description of the tool's purpose.\n    args_schema: The schema for the tool's arguments.\n    api_key: The Tavily API key.\n    proxies: Optional proxies for the API requests.\n    search_depth: The depth of the search.\n    topic: The topic to focus the search on.\n    time_range: The time range for the search.\n    days: The number of days to search back.\n    max_results: The maximum number of results to return.\n    include_domains: A list of domains to include in the search.\n    exclude_domains: A list of domains to exclude from the search.\n    include_answer: Whether to include a direct answer to the query.\n    include_raw_content: Whether to include the raw content of the search results.\n    include_images: Whether to include images in the search results.\n    timeout: The timeout for the search request in seconds.\n    max_content_length_per_result: Maximum length for the 'content' of each search result.",
        "properties": {
          "api_key": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "description": "The Tavily API key. If not provided, it will be loaded from the environment variable TAVILY_API_KEY.",
            "title": "Api Key"
          },
          "async_client": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Async Client"
          },
          "client": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Client"
          },
          "days": {
            "default": 7,
            "description": "The number of days to search back.",
            "title": "Days",
            "type": "integer"
          },
          "exclude_domains": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "A list of domains to exclude from the search.",
            "title": "Exclude Domains"
          },
          "include_answer": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "enum": [
                  "basic",
                  "advanced"
                ],
                "type": "string"
              }
            ],
            "default": false,
            "description": "Whether to include a direct answer to the query.",
            "title": "Include Answer"
          },
          "include_domains": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "A list of domains to include in the search.",
            "title": "Include Domains"
          },
          "include_images": {
            "default": false,
            "description": "Whether to include images in the search results.",
            "title": "Include Images",
            "type": "boolean"
          },
          "include_raw_content": {
            "default": false,
            "description": "Whether to include the raw content of the search results.",
            "title": "Include Raw Content",
            "type": "boolean"
          },
          "max_content_length_per_result": {
            "default": 1000,
            "description": "Maximum length for the 'content' of each search result to avoid context window issues.",
            "title": "Max Content Length Per Result",
            "type": "integer"
          },
          "max_results": {
            "default": 5,
            "description": "The maximum number of results to return.",
            "title": "Max Results",
            "type": "integer"
          },
          "proxies": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional proxies to use for the Tavily API requests.",
            "title": "Proxies"
          },
          "search_depth": {
            "default": "basic",
            "description": "The depth of the search.",
            "enum": [
              "basic",
              "advanced"
            ],
            "title": "Search Depth",
            "type": "string"
          },
          "time_range": {
            "anyOf": [
              {
                "enum": [
                  "day",
                  "week",
                  "month",
                  "year"
                ],
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "The time range for the search.",
            "title": "Time Range"
          },
          "timeout": {
            "default": 60,
            "description": "The timeout for the search request in seconds.",
            "title": "Timeout",
            "type": "integer"
          },
          "topic": {
            "default": "general",
            "description": "The topic to focus the search on.",
            "enum": [
              "general",
              "news",
              "finance"
            ],
            "title": "Topic",
            "type": "string"
          }
        },
        "required": [],
        "title": "TavilySearchTool",
        "type": "object"
      },
      "name": "TavilySearchTool",
      "package_dependencies": [
        "tavily-python"
      ],
      "run_params_schema": {
        "description": "Input schema for TavilySearchTool.",
        "properties": {
          "query": {
            "description": "The search query string.",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "TavilySearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that reads the content at a URL and returns it as text. To use this tool, provide a 'url' parameter with an http:// or https:// address. PDF, DOCX, HTML, JSON, XML, CSV and plain-text responses are converted to text; other binary types are rejected. URLs that resolve to private or internal network addresses are refused, as are responses over the tool's size limit. Optionally provide 'start_line' and 'line_count' to read only part of the content.",
      "env_vars": [],
      "humanized_name": "Read content from a URL",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Read the content at an arbitrary URL and return it as text.\n\nUnlike :class:`~crewai_tools.tools.file_read_tool.file_read_tool.FileReadTool`,\nwhich is confined to the local filesystem, this tool performs network\nrequests to addresses the caller -- often an LLM -- chooses at runtime. It\nis a separate tool for exactly that reason: granting it is granting network\negress, and that should be a deliberate choice rather than a flag on a\nfilesystem tool.\n\nResponses are decoded to text according to their content type. PDF and DOCX\nbodies have their text extracted, HTML is stripped to visible text, and\ntext-shaped types (plain text, Markdown, JSON, XML, YAML, CSV) are decoded\nas-is. Any other type is refused rather than returned as base64, keeping\nthis tool's output text-only.\n\nSecurity:\n    Requests go through :func:`~crewai_tools.security.safe_requests.safe_get_bounded`,\n    which resolves each hostname and rejects it when any resolved address is\n    private, loopback, link-local, or otherwise reserved -- covering cloud\n    metadata endpoints and internal services. Redirects are never followed\n    automatically: every hop is revalidated, and credentials are dropped on\n    cross-origin hops. Bodies over ``max_bytes`` are abandoned mid-stream.\n\n    Two risks are not closed here. Validation resolves the hostname and\n    requests resolves it again when connecting, so a DNS entry that changes\n    between those lookups can still redirect the connection (DNS\n    rebinding); closing that requires pinning the connection to the\n    validated address. And the returned text is untrusted remote content\n    flowing into an agent's context -- a fetched page can attempt to\n    instruct the agent. Neither is addressable by input validation alone;\n    network egress policy and prompt-level handling cover them.\n\nArgs:\n    max_bytes (int): Largest response body to accept, in decoded bytes.\n        Defaults to 5 MiB.\n    timeout (float): Per-request timeout in seconds. Defaults to 30.\n    headers (Optional[dict[str, str]]): Extra request headers. Developer\n        supplied, not chosen by the model.\n    encoding (Optional[str]): Force a text encoding instead of honoring the\n        charset the server declares.\n    **kwargs: Additional keyword arguments passed to BaseTool.\n\nExample:\n    >>> tool = URLReadTool()\n    >>> content = tool.run(url=\"https://example.com/report.pdf\")\n    >>> head = tool.run(url=\"https://example.com/data.csv\", line_count=20)",
        "properties": {
          "encoding": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Encoding"
          },
          "headers": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Headers"
          },
          "max_bytes": {
            "default": 5242880,
            "title": "Max Bytes",
            "type": "integer"
          },
          "timeout": {
            "default": 30,
            "title": "Timeout",
            "type": "number"
          }
        },
        "required": [],
        "title": "URLReadTool",
        "type": "object"
      },
      "name": "URLReadTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for URLReadTool.",
        "properties": {
          "line_count": {
            "anyOf": [
              {
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Number of lines to read. If None, reads the entire content",
            "title": "Line Count"
          },
          "start_line": {
            "anyOf": [
              {
                "minimum": 1,
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": 1,
            "description": "Line number to start reading from (1-indexed)",
            "title": "Start Line"
          },
          "url": {
            "description": "The http:// or https:// URL to read. Addresses that resolve to private or internal networks are refused.",
            "title": "Url",
            "type": "string"
          }
        },
        "required": [
          "url"
        ],
        "title": "URLReadToolSchema",
        "type": "object"
      }
    },
    {
      "description": "This tool uses OpenAI's Vision API to describe the contents of an image.",
      "env_vars": [
        {
          "default": null,
          "description": "API key for OpenAI services",
          "name": "OPENAI_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "Vision Tool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool for analyzing images using vision models.\n\nArgs:\n    llm: Optional LLM instance to use\n    model: Model identifier to use if no LLM is provided",
        "properties": {},
        "required": [],
        "title": "VisionTool",
        "type": "object"
      },
      "name": "VisionTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for Vision Tool.",
        "properties": {
          "image_path_url": {
            "default": "The image path or URL.",
            "title": "Image Path Url",
            "type": "string"
          }
        },
        "title": "ImagePromptSchema",
        "type": "object"
      }
    },
    {
      "description": "Pause and do nothing for a set number of seconds before continuing.\nUse this when work that was already started somewhere else needs real time to finish before its status or result can be checked again, for example: a sandbox build, test run, or script that is still executing; a deployment or provisioning step that is still rolling out; a batch import, export, or training job; an async API that returned a job id to poll later; or a rate limit or backoff that has to cool down before retrying.\nThe usual pattern is: start the job, wait, check its status, and wait again if it is still running.\nDo not use this to pace a conversation, to pretend to work, or when the information needed is already available. Waiting only lets clock time pass, it does not advance or check the job.\nA single call waits at most 300 seconds. If more time is needed, call this tool again.",
      "env_vars": [],
      "humanized_name": "Wait",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Pause execution so a long-running job elsewhere has time to progress.\n\nAgents that kick off out-of-band work (a sandbox build, a deployment, an async\nAPI job) have no other way to let clock time pass: without this tool they either\npoll in a tight loop or give up before the work finishes.\n\nA single call waits at most ``max_seconds``. Longer requests are clamped to that\ncap and the result says so, so the model can call again instead of failing.\n\nThe generated description advertises the cap to the model, and is kept in sync\nwith ``max_seconds``. A description supplied by the caller is left alone.",
        "properties": {
          "max_seconds": {
            "default": 300.0,
            "description": "Upper bound, in seconds, for a single wait. Longer requests are capped to this value.",
            "exclusiveMinimum": 0,
            "title": "Max Seconds",
            "type": "number"
          }
        },
        "required": [],
        "title": "WaitTool",
        "type": "object"
      },
      "name": "WaitTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for WaitTool.",
        "properties": {
          "reason": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "description": "Optional short note on what is being waited for, echoed back in the result.",
            "title": "Reason"
          },
          "seconds": {
            "description": "How many seconds to wait before continuing.",
            "minimum": 0,
            "title": "Seconds",
            "type": "number"
          }
        },
        "required": [
          "seconds"
        ],
        "title": "WaitToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool to search the Weaviate database for relevant information on internal documents.",
      "env_vars": [
        {
          "default": null,
          "description": "OpenAI API key for embedding generation and retrieval",
          "name": "OPENAI_API_KEY",
          "required": true
        }
      ],
      "humanized_name": "WeaviateVectorSearchTool",
      "init_params_schema": {
        "$defs": {
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          }
        },
        "description": "Tool to search the Weaviate database.",
        "properties": {
          "alpha": {
            "default": 0.75,
            "title": "Alpha",
            "type": "number"
          },
          "collection_name": {
            "description": "The name of the Weaviate collection to search",
            "title": "Collection Name",
            "type": "string"
          },
          "generative_model": {
            "title": "Generative Model"
          },
          "headers": {
            "anyOf": [
              {
                "additionalProperties": {
                  "type": "string"
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Headers"
          },
          "limit": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "default": 3,
            "title": "Limit"
          },
          "query": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "default": null,
            "title": "Query"
          },
          "vectorizer": {
            "title": "Vectorizer"
          },
          "weaviate_api_key": {
            "description": "The API key for the Weaviate cluster",
            "title": "Weaviate Api Key",
            "type": "string"
          },
          "weaviate_cluster_url": {
            "description": "The URL of the Weaviate cluster",
            "title": "Weaviate Cluster Url",
            "type": "string"
          }
        },
        "required": [
          "collection_name",
          "weaviate_cluster_url",
          "weaviate_api_key"
        ],
        "title": "WeaviateVectorSearchTool",
        "type": "object"
      },
      "name": "WeaviateVectorSearchTool",
      "package_dependencies": [
        "weaviate-client"
      ],
      "run_params_schema": {
        "description": "Input for WeaviateTool.",
        "properties": {
          "query": {
            "description": "The query to search retrieve relevant information from the Weaviate database. Pass only the query, not the question.",
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "WeaviateToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a specific URL content.",
      "env_vars": [],
      "humanized_name": "Search in a specific website",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "WebsiteSearchTool",
        "type": "object"
      },
      "name": "WebsiteSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for WebsiteSearchTool.",
        "properties": {
          "search_query": {
            "description": "Mandatory search query you want to use to search a specific website",
            "title": "Search Query",
            "type": "string"
          },
          "website": {
            "description": "Mandatory valid website URL you want to search on",
            "title": "Website",
            "type": "string"
          }
        },
        "required": [
          "search_query",
          "website"
        ],
        "title": "WebsiteSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a XML's content.",
      "env_vars": [],
      "humanized_name": "Search a XML's content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "XMLSearchTool",
        "type": "object"
      },
      "name": "XMLSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for XMLSearchTool.",
        "properties": {
          "search_query": {
            "description": "Mandatory search query you want to use to search the XML's content",
            "title": "Search Query",
            "type": "string"
          },
          "xml": {
            "description": "File path or URL of a XML file to be searched",
            "title": "Xml",
            "type": "string"
          }
        },
        "required": [
          "search_query",
          "xml"
        ],
        "title": "XMLSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a Youtube Channels content.",
      "env_vars": [],
      "humanized_name": "Search a Youtube Channels content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "YoutubeChannelSearchTool",
        "type": "object"
      },
      "name": "YoutubeChannelSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for YoutubeChannelSearchTool.",
        "properties": {
          "search_query": {
            "description": "Mandatory search query you want to use to search the Youtube Channels content",
            "title": "Search Query",
            "type": "string"
          },
          "youtube_channel_handle": {
            "description": "Mandatory youtube_channel_handle path you want to search",
            "title": "Youtube Channel Handle",
            "type": "string"
          }
        },
        "required": [
          "search_query",
          "youtube_channel_handle"
        ],
        "title": "YoutubeChannelSearchToolSchema",
        "type": "object"
      }
    },
    {
      "description": "A tool that can be used to semantic search a query from a Youtube Video content.",
      "env_vars": [],
      "humanized_name": "Search a Youtube Video content",
      "init_params_schema": {
        "$defs": {
          "AzureProviderConfig": {
            "description": "Configuration for Azure provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "required": [
              "deployment_id"
            ],
            "title": "AzureProviderConfig",
            "type": "object"
          },
          "AzureProviderSpec": {
            "description": "Azure provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/AzureProviderConfig"
              },
              "provider": {
                "const": "azure",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "AzureProviderSpec",
            "type": "object"
          },
          "BedrockProviderConfig": {
            "description": "Configuration for Bedrock provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "session": {
                "title": "Session"
              }
            },
            "title": "BedrockProviderConfig",
            "type": "object"
          },
          "BedrockProviderSpec": {
            "description": "Bedrock provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/BedrockProviderConfig"
              },
              "provider": {
                "const": "amazon-bedrock",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "BedrockProviderSpec",
            "type": "object"
          },
          "CohereProviderConfig": {
            "description": "Configuration for Cohere provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "CohereProviderConfig",
            "type": "object"
          },
          "CohereProviderSpec": {
            "description": "Cohere provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CohereProviderConfig"
              },
              "provider": {
                "const": "cohere",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CohereProviderSpec",
            "type": "object"
          },
          "CustomProviderConfig": {
            "description": "Configuration for Custom provider.",
            "properties": {
              "embedding_callable": {
                "title": "Embedding Callable"
              }
            },
            "title": "CustomProviderConfig",
            "type": "object"
          },
          "CustomProviderSpec": {
            "description": "Custom provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/CustomProviderConfig"
              },
              "provider": {
                "const": "custom",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "CustomProviderSpec",
            "type": "object"
          },
          "EnvVar": {
            "properties": {
              "default": {
                "anyOf": [
                  {
                    "type": "string"
                  },
                  {
                    "type": "null"
                  }
                ],
                "default": null,
                "title": "Default"
              },
              "description": {
                "title": "Description",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "required": {
                "default": true,
                "title": "Required",
                "type": "boolean"
              }
            },
            "required": [
              "name",
              "description"
            ],
            "title": "EnvVar",
            "type": "object"
          },
          "GenerativeAiProviderConfig": {
            "description": "Configuration for Google Generative AI provider.\n\nAttributes:\n    api_key: Google API key for authentication.\n    model_name: Embedding model name.\n    task_type: Task type for embeddings. Default is \"RETRIEVAL_DOCUMENT\".",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "GenerativeAiProviderConfig",
            "type": "object"
          },
          "GenerativeAiProviderSpec": {
            "description": "Google Generative AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/GenerativeAiProviderConfig"
              },
              "provider": {
                "const": "google-generativeai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "GenerativeAiProviderSpec",
            "type": "object"
          },
          "HuggingFaceProviderConfig": {
            "description": "Configuration for HuggingFace provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "HuggingFaceProviderConfig",
            "type": "object"
          },
          "HuggingFaceProviderSpec": {
            "description": "HuggingFace provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/HuggingFaceProviderConfig"
              },
              "provider": {
                "const": "huggingface",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "HuggingFaceProviderSpec",
            "type": "object"
          },
          "InstructorProviderConfig": {
            "description": "Configuration for Instructor provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "instruction": {
                "title": "Instruction",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "InstructorProviderConfig",
            "type": "object"
          },
          "InstructorProviderSpec": {
            "description": "Instructor provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/InstructorProviderConfig"
              },
              "provider": {
                "const": "instructor",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "InstructorProviderSpec",
            "type": "object"
          },
          "JinaProviderConfig": {
            "description": "Configuration for Jina provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "JinaProviderConfig",
            "type": "object"
          },
          "JinaProviderSpec": {
            "description": "Jina provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/JinaProviderConfig"
              },
              "provider": {
                "const": "jina",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "JinaProviderSpec",
            "type": "object"
          },
          "ONNXProviderConfig": {
            "description": "Configuration for ONNX provider.",
            "properties": {
              "preferred_providers": {
                "items": {
                  "type": "string"
                },
                "title": "Preferred Providers",
                "type": "array"
              }
            },
            "title": "ONNXProviderConfig",
            "type": "object"
          },
          "ONNXProviderSpec": {
            "description": "ONNX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/ONNXProviderConfig"
              },
              "provider": {
                "const": "onnx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "ONNXProviderSpec",
            "type": "object"
          },
          "OllamaProviderConfig": {
            "description": "Configuration for Ollama provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              }
            },
            "title": "OllamaProviderConfig",
            "type": "object"
          },
          "OllamaProviderSpec": {
            "description": "Ollama provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OllamaProviderConfig"
              },
              "provider": {
                "const": "ollama",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OllamaProviderSpec",
            "type": "object"
          },
          "OpenAIProviderConfig": {
            "description": "Configuration for OpenAI provider.",
            "properties": {
              "api_base": {
                "title": "Api Base",
                "type": "string"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_type": {
                "title": "Api Type",
                "type": "string"
              },
              "api_version": {
                "title": "Api Version",
                "type": "string"
              },
              "default_headers": {
                "additionalProperties": true,
                "title": "Default Headers",
                "type": "object"
              },
              "deployment_id": {
                "title": "Deployment Id",
                "type": "string"
              },
              "dimensions": {
                "title": "Dimensions",
                "type": "integer"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "organization_id": {
                "title": "Organization Id",
                "type": "string"
              }
            },
            "title": "OpenAIProviderConfig",
            "type": "object"
          },
          "OpenAIProviderSpec": {
            "description": "OpenAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenAIProviderConfig"
              },
              "provider": {
                "const": "openai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "OpenAIProviderSpec",
            "type": "object"
          },
          "OpenCLIPProviderConfig": {
            "description": "Configuration for OpenCLIP provider.",
            "properties": {
              "checkpoint": {
                "title": "Checkpoint",
                "type": "string"
              },
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "OpenCLIPProviderConfig",
            "type": "object"
          },
          "OpenCLIPProviderSpec": {
            "description": "OpenCLIP provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/OpenCLIPProviderConfig"
              },
              "provider": {
                "const": "openclip",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "OpenCLIPProviderSpec",
            "type": "object"
          },
          "RagToolConfig": {
            "description": "Configuration accepted by RAG tools.\n\nSupports embedding model and vector database configuration.\n\nAttributes:\n    embedding_model: Embedding model configuration accepted by RAG tools.\n    vectordb: Vector database configuration accepted by RAG tools.",
            "properties": {
              "embedding_model": {
                "anyOf": [
                  {
                    "$ref": "#/$defs/AzureProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/BedrockProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CohereProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/CustomProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/GenerativeAiProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/HuggingFaceProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/InstructorProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/JinaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OllamaProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/ONNXProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/OpenCLIPProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/RoboflowProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/SentenceTransformerProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/Text2VecProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VertexAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/VoyageAIProviderSpec"
                  },
                  {
                    "$ref": "#/$defs/WatsonXProviderSpec"
                  }
                ],
                "title": "Embedding Model"
              },
              "vectordb": {
                "$ref": "#/$defs/VectorDbConfig"
              }
            },
            "title": "RagToolConfig",
            "type": "object"
          },
          "RoboflowProviderConfig": {
            "description": "Configuration for Roboflow provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "api_url": {
                "title": "Api Url",
                "type": "string"
              }
            },
            "title": "RoboflowProviderConfig",
            "type": "object"
          },
          "RoboflowProviderSpec": {
            "description": "Roboflow provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/RoboflowProviderConfig"
              },
              "provider": {
                "const": "roboflow",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "RoboflowProviderSpec",
            "type": "object"
          },
          "SentenceTransformerProviderConfig": {
            "description": "Configuration for SentenceTransformer provider.",
            "properties": {
              "device": {
                "title": "Device",
                "type": "string"
              },
              "model_name": {
                "title": "Model Name",
                "type": "string"
              },
              "normalize_embeddings": {
                "title": "Normalize Embeddings",
                "type": "boolean"
              }
            },
            "title": "SentenceTransformerProviderConfig",
            "type": "object"
          },
          "SentenceTransformerProviderSpec": {
            "description": "SentenceTransformer provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/SentenceTransformerProviderConfig"
              },
              "provider": {
                "const": "sentence-transformer",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "SentenceTransformerProviderSpec",
            "type": "object"
          },
          "Text2VecProviderConfig": {
            "description": "Configuration for Text2Vec provider.",
            "properties": {
              "model_name": {
                "title": "Model Name",
                "type": "string"
              }
            },
            "title": "Text2VecProviderConfig",
            "type": "object"
          },
          "Text2VecProviderSpec": {
            "description": "Text2Vec provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/Text2VecProviderConfig"
              },
              "provider": {
                "const": "text2vec",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "Text2VecProviderSpec",
            "type": "object"
          },
          "ToolFailurePolicy": {
            "description": "How an agent reacts when one of its tools reports a failure.",
            "enum": [
              "ignore",
              "warn",
              "raise"
            ],
            "title": "ToolFailurePolicy",
            "type": "string"
          },
          "VectorDbConfig": {
            "description": "Configuration for vector database provider.\n\nAttributes:\n    provider: RAG provider literal.\n    config: RAG configuration options.",
            "properties": {
              "config": {
                "additionalProperties": true,
                "title": "Config",
                "type": "object"
              },
              "provider": {
                "enum": [
                  "chromadb",
                  "qdrant"
                ],
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VectorDbConfig",
            "type": "object"
          },
          "VertexAIProviderConfig": {
            "description": "Configuration for Vertex AI provider with dual SDK support.\n\nSupports both legacy models (textembedding-gecko*) using the deprecated\nvertexai.language_models SDK and new models using google-genai SDK.\n\nAttributes:\n    api_key: Google API key (optional if using project_id with ADC). Only for new SDK models.\n    model_name: Embedding model name (default: \"textembedding-gecko\").\n        Legacy models: textembedding-gecko, textembedding-gecko@001, etc.\n        New models: gemini-embedding-001, text-embedding-005, text-multilingual-embedding-002\n    project_id: GCP project ID (required for Vertex AI backend and legacy models).\n    location: GCP region/location (default: \"us-central1\").\n    region: Deprecated alias for location (kept for backwards compatibility).\n    task_type: Task type for embeddings (default: \"RETRIEVAL_DOCUMENT\"). Only for new SDK models.\n    output_dimensionality: Output embedding dimension (optional). Only for new SDK models.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "location": {
                "title": "Location",
                "type": "string"
              },
              "model_name": {
                "enum": [
                  "textembedding-gecko",
                  "textembedding-gecko@001",
                  "textembedding-gecko@002",
                  "textembedding-gecko@003",
                  "textembedding-gecko@latest",
                  "textembedding-gecko-multilingual",
                  "textembedding-gecko-multilingual@001",
                  "textembedding-gecko-multilingual@latest",
                  "gemini-embedding-001",
                  "text-embedding-005",
                  "text-multilingual-embedding-002"
                ],
                "title": "Model Name",
                "type": "string"
              },
              "output_dimensionality": {
                "title": "Output Dimensionality",
                "type": "integer"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "region": {
                "title": "Region",
                "type": "string"
              },
              "task_type": {
                "title": "Task Type",
                "type": "string"
              }
            },
            "title": "VertexAIProviderConfig",
            "type": "object"
          },
          "VertexAIProviderSpec": {
            "description": "Vertex AI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VertexAIProviderConfig"
              },
              "provider": {
                "const": "google-vertex",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "VertexAIProviderSpec",
            "type": "object"
          },
          "VoyageAIProviderConfig": {
            "description": "Configuration for VoyageAI provider.",
            "properties": {
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "input_type": {
                "title": "Input Type",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model": {
                "title": "Model",
                "type": "string"
              },
              "output_dimension": {
                "title": "Output Dimension",
                "type": "integer"
              },
              "output_dtype": {
                "title": "Output Dtype",
                "type": "string"
              },
              "timeout": {
                "title": "Timeout",
                "type": "number"
              },
              "truncation": {
                "title": "Truncation",
                "type": "boolean"
              }
            },
            "title": "VoyageAIProviderConfig",
            "type": "object"
          },
          "VoyageAIProviderSpec": {
            "description": "VoyageAI provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/VoyageAIProviderConfig"
              },
              "provider": {
                "const": "voyageai",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider",
              "config"
            ],
            "title": "VoyageAIProviderSpec",
            "type": "object"
          },
          "WatsonXProviderConfig": {
            "description": "Configuration for WatsonX provider.",
            "properties": {
              "api_client": {
                "title": "Api Client"
              },
              "api_key": {
                "title": "Api Key",
                "type": "string"
              },
              "batch_size": {
                "title": "Batch Size",
                "type": "integer"
              },
              "bedrock_url": {
                "title": "Bedrock Url",
                "type": "string"
              },
              "concurrency_limit": {
                "title": "Concurrency Limit",
                "type": "integer"
              },
              "credentials": {
                "title": "Credentials"
              },
              "delay_time": {
                "title": "Delay Time",
                "type": "number"
              },
              "iam_serviceid_crn": {
                "title": "Iam Serviceid Crn",
                "type": "string"
              },
              "instance_id": {
                "title": "Instance Id",
                "type": "string"
              },
              "max_retries": {
                "title": "Max Retries",
                "type": "integer"
              },
              "model_id": {
                "title": "Model Id",
                "type": "string"
              },
              "name": {
                "title": "Name",
                "type": "string"
              },
              "params": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "additionalProperties": {
                        "type": "string"
                      },
                      "type": "object"
                    }
                  ]
                },
                "title": "Params",
                "type": "object"
              },
              "password": {
                "title": "Password",
                "type": "string"
              },
              "persistent_connection": {
                "title": "Persistent Connection",
                "type": "boolean"
              },
              "platform_url": {
                "title": "Platform Url",
                "type": "string"
              },
              "project_id": {
                "title": "Project Id",
                "type": "string"
              },
              "projects_token": {
                "title": "Projects Token",
                "type": "string"
              },
              "proxies": {
                "additionalProperties": true,
                "title": "Proxies",
                "type": "object"
              },
              "retry_status_codes": {
                "items": {
                  "type": "integer"
                },
                "title": "Retry Status Codes",
                "type": "array"
              },
              "space_id": {
                "title": "Space Id",
                "type": "string"
              },
              "token": {
                "title": "Token",
                "type": "string"
              },
              "trusted_profile_id": {
                "title": "Trusted Profile Id",
                "type": "string"
              },
              "url": {
                "title": "Url",
                "type": "string"
              },
              "username": {
                "title": "Username",
                "type": "string"
              },
              "verify": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "title": "Verify"
              },
              "version": {
                "title": "Version",
                "type": "string"
              }
            },
            "title": "WatsonXProviderConfig",
            "type": "object"
          },
          "WatsonXProviderSpec": {
            "description": "WatsonX provider specification.",
            "properties": {
              "config": {
                "$ref": "#/$defs/WatsonXProviderConfig"
              },
              "provider": {
                "const": "watsonx",
                "title": "Provider",
                "type": "string"
              }
            },
            "required": [
              "provider"
            ],
            "title": "WatsonXProviderSpec",
            "type": "object"
          }
        },
        "properties": {
          "adapter": {
            "type": [
              "object",
              "null"
            ]
          },
          "collection_name": {
            "default": "rag_tool_collection",
            "title": "Collection Name",
            "type": "string"
          },
          "config": {
            "$ref": "#/$defs/RagToolConfig",
            "description": "Configuration format accepted by RagTool."
          },
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "similarity_threshold": {
            "default": 0.6,
            "title": "Similarity Threshold",
            "type": "number"
          },
          "summarize": {
            "default": false,
            "title": "Summarize",
            "type": "boolean"
          }
        },
        "required": [],
        "title": "YoutubeVideoSearchTool",
        "type": "object"
      },
      "name": "YoutubeVideoSearchTool",
      "package_dependencies": [],
      "run_params_schema": {
        "description": "Input for YoutubeVideoSearchTool.",
        "properties": {
          "search_query": {
            "description": "Mandatory search query you want to use to search the Youtube Video content",
            "title": "Search Query",
            "type": "string"
          },
          "youtube_video_url": {
            "description": "Mandatory youtube_video_url path you want to search",
            "title": "Youtube Video Url",
            "type": "string"
          }
        },
        "required": [
          "search_query",
          "youtube_video_url"
        ],
        "title": "YoutubeVideoSearchToolSchema",
        "type": "object"
      }
    }
  ]
}