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AIsa App Store Data

Search AIsa tools and agent-ready plans

search
Read-only

Discover AIsa tools and Plans for external data or actions. Skip tasks that only need supplied content or general knowledge. For multi-step tasks, search the full goal before decomposing it. Use English; put identifiers in known_fields. If has_full_schema=false, call batch_get_schema. Next call batch_quote, not batch_use. Do not search for standalone rewriting, translation, summarization, formatting, or calculations on supplied content. For one capability, use an atomic query. Select a matching capability, date window, and metric. A Plan may cover only part of the task; assess its purpose and follow next_steps_guidance.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum number of additional direct tool candidates.
queryYesNatural-language capability or task to discover.
categoryNoRestrict retrieval to one category. Omit to search everything. (AIsa-only: tool-router has no equivalent.)
session_idNoReuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.
known_fieldsNoKnown values such as ticker, URL, provider, or identifier that improve retrieval.
provider_filtersNoOptional exact catalog provider keys used to narrow retrieval (for example similarweb). Do not use display brands. Omit this field if the exact key is unknown.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
planNo
toolsYes
search_idYes
session_idYesReuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.
retrieval_modeNo
next_steps_guidanceYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed17 schema fields changed
    • addedInput schema / $schema
      Added value: +"https://json-schema.org/draft/2020-12/schema"
    • removedInput schema / properties / category / anyOf
      Removed value: -[
      -  {
      -    "enum": [
      -      "seo",
      -      "finance",
      -      "social",
      -      "search",
      -      "sales",
      -      "mail"
      -    ],
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]
    • removedInput schema / properties / category / default
      Removed value: -null
    • changedInput schema / properties / category / description
      Previous value: -"Restrict to one category (seo, finance, social, search, sales, mail). Omit to search everything."New value: +"Restrict retrieval to one category. Omit to search everything. (AIsa-only: tool-router has no equivalent.)"
    • addedInput schema / properties / category / enum
      Added value: +[
      +  "seo",
      +  "finance",
      +  "social",
      +  "search",
      +  "sales",
      +  "mail"
      +]
    • addedInput schema / properties / category / type
      Added value: +"string"
    • addedInput schema / properties / known_fields
      Added value: +{
      +  "additionalProperties": true,
      +  "default": {},
      +  "description": "Known values such as ticker, URL, provider, or identifier that improve retrieval.",
      +  "type": "object"
      +}
    • changedInput schema / properties / limit / description
      Previous value: -"Maximum candidates, 1-10"New value: +"Maximum number of additional direct tool candidates."
    • addedInput schema / properties / limit / maximum
      Added value: +20
    • addedInput schema / properties / limit / minimum
      Added value: +1
    • addedInput schema / properties / provider_filters
      Added value: +{
      +  "default": [],
      +  "description": "Optional exact catalog provider keys used to narrow retrieval (for example similarweb). Do not use display brands. Omit this field if the exact key is unknown.",
      +  "items": {
      +    "type": "string"
      +  },
      +  "maxItems": 50,
      +  "type": "array",
      +  "uniqueItems": true
      +}
    • changedInput schema / properties / query / description
      Previous value: -"What you need, in plain language, e.g. 'backlinks of a domain', 'recent tweets by a user', 'insider trades for AAPL'. English works best."New value: +"Natural-language capability or task to discover."
    • addedInput schema / properties / query / maxLength
      Added value: +2000
    • addedInput schema / properties / query / minLength
      Added value: +1
    • addedInput schema / properties / session_id
      Added value: +{
      +  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
      +  "maxLength": 128,
      +  "pattern": "^[A-Za-z0-9_-]*$",
      +  "type": "string"
      +}
    • addedOutput schema / properties
      Added value: +{
      +  "next_steps_guidance": {
      +    "anyOf": [
      +      {
      +        "type": "null"
      +      },
      +      {
      +        "type": "array"
      +      }
      +    ],
      +    "items": {
      +      "type": "string"
      +    }
      +  },
      +  "plan": {
      +    "additionalProperties": false,
      +    "anyOf": [
      +      {
      +        "type": "null"
      +      },
      +      {
      +        "type": "object"
      +      }
      +    ],
      +    "properties": {
      +      "canonical_use_case": {
      +        "type": "string"
      +      },
      +      "description": {
      +        "type": "string"
      +      },
      +      "known_pitfalls": {
      +        "anyOf": [
      +          {
      +            "type": "null"
      +          },
      +          {
      +            "type": "array"
      +          }
      +        ],
      +        "items": {
      +          "type": "string"
      +        }
      +      },
      +      "plan_ref": {
      +        "type": "string"
      +      },
      +      "primary_tools": {
      +        "anyOf": [
      +          {
      +            "type": "null"
      +          },
      +          {
      +            "type": "array"
      +          }
      +        ],
      +        "items": {
      +          "type": "string"
      +        }
      +      },
      +      "recommended_steps": {
      +        "anyOf": [
      +          {
      +            "type": "null"
      +          },
      +          {
      +            "type": "array"
      +          }
      +        ],
      +        "items": {
      +          "type": "string"
      +        }
      +      },
      +      "related_tools": {
      +        "anyOf": [
      +          {
      +            "type": "null"
      +          },
      +          {
      +            "type": "array"
      +          }
      +        ],
      +        "items": {
      +          "type": "string"
      +        }
      +      }
      +    },
      +    "required": [
      +      "canonical_use_case",
      +      "description",
      +      "known_pitfalls",
      +      "plan_ref",
      +      "primary_tools",
      +      "recommended_steps",
      +      "related_tools"
      +    ]
      +  },
      +  "retrieval_mode": {
      +    "anyOf": [
      +      {
      +        "type": "null"
      +      },
      +      {
      +        "type": "string"
      +      }
      +    ]
      +  },
      +  "search_id": {
      +    "type": "string"
      +  },
      +  "session_id": {
      +    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
      +    "maxLength": 128,
      +    "minLength": 1,
      +    "pattern": "^[A-Za-z0-9_-]{1,128}$",
      +    "type": "string"
      +  },
      +  "tools": {
      +    "anyOf": [
      +      {
      +        "type": "null"
      +      },
      +      {
      +        "type": "array"
      +      }
      +    ],
      +    "items": {
      +      "additionalProperties": false,
      +      "properties": {
      +        "arguments_schema": {
      +          "additionalProperties": true,
      +          "anyOf": [
      +            {
      +              "type": "null"
      +            },
      +            {
      +              "type": "object"
      +            }
      +          ]
      +        },
      +        "description": {
      +          "type": "string"
      +        },
      +        "execution_supported": {
      +          "description": "Whether this router can execute and quote the operation; false retains documentation and discovery only.",
      +          "type": "boolean"
      +        },
      +        "execution_unsupported_reason": {
      +          "description": "Why execution and quoting remain unavailable through this router.",
      +          "type": "string"
      +        },
      +        "has_full_schema": {
      +          "type": "boolean"
      +        },
      +        "match_reasons": {
      +          "anyOf": [
      +            {
      +              "type": "null"
      +            },
      +            {
      +              "type": "array"
      +            }
      +          ],
      +          "items": {
      +            "type": "string"
      +          }
      +        },
      +        "price": {
      +          "additionalProperties": true,
      +          "type": "object"
      +        },
      +        "retrieval_debug": {
      +          "additionalProperties": false,
      +          "anyOf": [
      +            {
      +              "type": "null"
      +            },
      +            {
      +              "type": "object"
      +            }
      +          ],
      +          "properties": {
      +            "fused_rank": {
      +              "type": "integer"
      +            },
      +            "fused_score": {
      +              "type": "number"
      +            },
      +            "lexical_rank": {
      +              "type": "integer"
      +            },
      +            "lexical_score": {
      +              "type": "number"
      +            },
      +            "rerank_admission_rank": {
      +              "type": "integer"
      +            },
      +            "rerank_rank": {
      +              "type": "integer"
      +            },
      +            "rerank_score": {
      +              "anyOf": [
      +                {
      +                  "type": "null"
      +                },
      +                {
      +                  "type": "number"
      +                }
      +              ]
      +            },
      +            "runtime_availability": {
      +              "type": "string"
      +            },
      +            "vector_view_ranks": {
      +              "additionalProperties": {
      +                "type": "integer"
      +              },
      +              "type": "object"
      +            },
      +            "vector_view_scores": {
      +              "additionalProperties": {
      +                "type": "number"
      +              },
      +              "type": "object"
      +            }
      +          },
      +          "required": [
      +            "fused_rank",
      +            "fused_score",
      +            "lexical_rank",
      +            "lexical_score",
      +            "rerank_admission_rank",
      +            "rerank_rank",
      +            "runtime_availability",
      +            "vector_view_ranks",
      +            "vector_view_scores"
      +          ]
      +        },
      +        "summary": {
      +          "type": "string"
      +        },
      +        "tool": {
      +          "type": "string"
      +        }
      +      },
      +      "required": [
      +        "description",
      +        "has_full_schema",
      +        "price",
      +        "summary",
      +        "tool"
      +      ],
      +      "type": "object"
      +    }
      +  }
      +}
    • addedOutput schema / required
      Added value: +[
      +  "next_steps_guidance",
      +  "search_id",
      +  "session_id",
      +  "tools"
      +]
  2. Changed17 schema fields changed
    • removedInput schema / $schema
      Removed value: -"https://json-schema.org/draft/2020-12/schema"
    • addedInput schema / properties / category / anyOf
      Added value: +[
      +  {
      +    "enum": [
      +      "seo",
      +      "finance",
      +      "social",
      +      "search",
      +      "sales",
      +      "mail"
      +    ],
      +    "type": "string"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
    • addedInput schema / properties / category / default
      Added value: +null
    • changedInput schema / properties / category / description
      Previous value: -"Restrict retrieval to one category. Omit to search everything. (AIsa-only: tool-router has no equivalent.)"New value: +"Restrict to one category (seo, finance, social, search, sales, mail). Omit to search everything."
    • removedInput schema / properties / category / enum
      Removed value: -[
      -  "seo",
      -  "finance",
      -  "social",
      -  "search",
      -  "sales",
      -  "mail"
      -]
    • removedInput schema / properties / category / type
      Removed value: -"string"
    • removedInput schema / properties / known_fields
      Removed value: -{
      -  "additionalProperties": true,
      -  "default": {},
      -  "description": "Known values such as ticker, URL, provider, or identifier that improve retrieval.",
      -  "type": "object"
      -}
    • changedInput schema / properties / limit / description
      Previous value: -"Maximum number of additional direct tool candidates."New value: +"Maximum candidates, 1-10"
    • removedInput schema / properties / limit / maximum
      Removed value: -20
    • removedInput schema / properties / limit / minimum
      Removed value: -1
    • removedInput schema / properties / provider_filters
      Removed value: -{
      -  "default": [],
      -  "description": "Optional exact catalog provider keys used to narrow retrieval (for example similarweb). Do not use display brands. Omit this field if the exact key is unknown.",
      -  "items": {
      -    "type": "string"
      -  },
      -  "maxItems": 50,
      -  "type": "array",
      -  "uniqueItems": true
      -}
    • changedInput schema / properties / query / description
      Previous value: -"Natural-language capability or task to discover."New value: +"What you need, in plain language, e.g. 'backlinks of a domain', 'recent tweets by a user', 'insider trades for AAPL'. English works best."
    • removedInput schema / properties / query / maxLength
      Removed value: -2000
    • removedInput schema / properties / query / minLength
      Removed value: -1
    • removedInput schema / properties / session_id
      Removed value: -{
      -  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
      -  "maxLength": 128,
      -  "pattern": "^[A-Za-z0-9_-]*$",
      -  "type": "string"
      -}
    • removedOutput schema / properties
      Removed value: -{
      -  "next_steps_guidance": {
      -    "anyOf": [
      -      {
      -        "type": "null"
      -      },
      -      {
      -        "type": "array"
      -      }
      -    ],
      -    "items": {
      -      "type": "string"
      -    }
      -  },
      -  "plan": {
      -    "additionalProperties": false,
      -    "anyOf": [
      -      {
      -        "type": "null"
      -      },
      -      {
      -        "type": "object"
      -      }
      -    ],
      -    "properties": {
      -      "canonical_use_case": {
      -        "type": "string"
      -      },
      -      "description": {
      -        "type": "string"
      -      },
      -      "known_pitfalls": {
      -        "anyOf": [
      -          {
      -            "type": "null"
      -          },
      -          {
      -            "type": "array"
      -          }
      -        ],
      -        "items": {
      -          "type": "string"
      -        }
      -      },
      -      "plan_ref": {
      -        "type": "string"
      -      },
      -      "primary_tools": {
      -        "anyOf": [
      -          {
      -            "type": "null"
      -          },
      -          {
      -            "type": "array"
      -          }
      -        ],
      -        "items": {
      -          "type": "string"
      -        }
      -      },
      -      "recommended_steps": {
      -        "anyOf": [
      -          {
      -            "type": "null"
      -          },
      -          {
      -            "type": "array"
      -          }
      -        ],
      -        "items": {
      -          "type": "string"
      -        }
      -      },
      -      "related_tools": {
      -        "anyOf": [
      -          {
      -            "type": "null"
      -          },
      -          {
      -            "type": "array"
      -          }
      -        ],
      -        "items": {
      -          "type": "string"
      -        }
      -      }
      -    },
      -    "required": [
      -      "canonical_use_case",
      -      "description",
      -      "known_pitfalls",
      -      "plan_ref",
      -      "primary_tools",
      -      "recommended_steps",
      -      "related_tools"
      -    ]
      -  },
      -  "retrieval_mode": {
      -    "anyOf": [
      -      {
      -        "type": "null"
      -      },
      -      {
      -        "type": "string"
      -      }
      -    ]
      -  },
      -  "search_id": {
      -    "type": "string"
      -  },
      -  "session_id": {
      -    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
      -    "maxLength": 128,
      -    "minLength": 1,
      -    "pattern": "^[A-Za-z0-9_-]{1,128}$",
      -    "type": "string"
      -  },
      -  "tools": {
      -    "anyOf": [
      -      {
      -        "type": "null"
      -      },
      -      {
      -        "type": "array"
      -      }
      -    ],
      -    "items": {
      -      "additionalProperties": false,
      -      "properties": {
      -        "arguments_schema": {
      -          "additionalProperties": true,
      -          "anyOf": [
      -            {
      -              "type": "null"
      -            },
      -            {
      -              "type": "object"
      -            }
      -          ]
      -        },
      -        "description": {
      -          "type": "string"
      -        },
      -        "execution_supported": {
      -          "description": "Whether this router can execute and quote the operation; false retains documentation and discovery only.",
      -          "type": "boolean"
      -        },
      -        "execution_unsupported_reason": {
      -          "description": "Why execution and quoting remain unavailable through this router.",
      -          "type": "string"
      -        },
      -        "has_full_schema": {
      -          "type": "boolean"
      -        },
      -        "match_reasons": {
      -          "anyOf": [
      -            {
      -              "type": "null"
      -            },
      -            {
      -              "type": "array"
      -            }
      -          ],
      -          "items": {
      -            "type": "string"
      -          }
      -        },
      -        "price": {
      -          "additionalProperties": true,
      -          "type": "object"
      -        },
      -        "retrieval_debug": {
      -          "additionalProperties": false,
      -          "anyOf": [
      -            {
      -              "type": "null"
      -            },
      -            {
      -              "type": "object"
      -            }
      -          ],
      -          "properties": {
      -            "fused_rank": {
      -              "type": "integer"
      -            },
      -            "fused_score": {
      -              "type": "number"
      -            },
      -            "lexical_rank": {
      -              "type": "integer"
      -            },
      -            "lexical_score": {
      -              "type": "number"
      -            },
      -            "rerank_admission_rank": {
      -              "type": "integer"
      -            },
      -            "rerank_rank": {
      -              "type": "integer"
      -            },
      -            "rerank_score": {
      -              "anyOf": [
      -                {
      -                  "type": "null"
      -                },
      -                {
      -                  "type": "number"
      -                }
      -              ]
      -            },
      -            "runtime_availability": {
      -              "type": "string"
      -            },
      -            "vector_view_ranks": {
      -              "additionalProperties": {
      -                "type": "integer"
      -              },
      -              "type": "object"
      -            },
      -            "vector_view_scores": {
      -              "additionalProperties": {
      -                "type": "number"
      -              },
      -              "type": "object"
      -            }
      -          },
      -          "required": [
      -            "fused_rank",
      -            "fused_score",
      -            "lexical_rank",
      -            "lexical_score",
      -            "rerank_admission_rank",
      -            "rerank_rank",
      -            "runtime_availability",
      -            "vector_view_ranks",
      -            "vector_view_scores"
      -          ]
      -        },
      -        "summary": {
      -          "type": "string"
      -        },
      -        "tool": {
      -          "type": "string"
      -        }
      -      },
      -      "required": [
      -        "description",
      -        "has_full_schema",
      -        "price",
      -        "summary",
      -        "tool"
      -      ],
      -      "type": "object"
      -    }
      -  }
      -}
    • removedOutput schema / required
      Removed value: -[
      -  "next_steps_guidance",
      -  "search_id",
      -  "session_id",
      -  "tools"
      -]
  3. Changed17 schema fields changed
    • addedInput schema / $schema
      Added value: +"https://json-schema.org/draft/2020-12/schema"
    • removedInput schema / properties / category / anyOf
      Removed value: -[
      -  {
      -    "enum": [
      -      "seo",
      -      "finance",
      -      "social",
      -      "search",
      -      "sales",
      -      "mail"
      -    ],
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]
    • removedInput schema / properties / category / default
      Removed value: -null
    • changedInput schema / properties / category / description
      Previous value: -"Restrict to one category (seo, finance, social, search, sales, mail). Omit to search everything."New value: +"Restrict retrieval to one category. Omit to search everything. (AIsa-only: tool-router has no equivalent.)"
    • addedInput schema / properties / category / enum
      Added value: +[
      +  "seo",
      +  "finance",
      +  "social",
      +  "search",
      +  "sales",
      +  "mail"
      +]
    • addedInput schema / properties / category / type
      Added value: +"string"
    • addedInput schema / properties / known_fields
      Added value: +{
      +  "additionalProperties": true,
      +  "default": {},
      +  "description": "Known values such as ticker, URL, provider, or identifier that improve retrieval.",
      +  "type": "object"
      +}
    • changedInput schema / properties / limit / description
      Previous value: -"Maximum candidates, 1-10"New value: +"Maximum number of additional direct tool candidates."
    • addedInput schema / properties / limit / maximum
      Added value: +20
    • addedInput schema / properties / limit / minimum
      Added value: +1
    • addedInput schema / properties / provider_filters
      Added value: +{
      +  "default": [],
      +  "description": "Optional exact catalog provider keys used to narrow retrieval (for example similarweb). Do not use display brands. Omit this field if the exact key is unknown.",
      +  "items": {
      +    "type": "string"
      +  },
      +  "maxItems": 50,
      +  "type": "array",
      +  "uniqueItems": true
      +}
    • changedInput schema / properties / query / description
      Previous value: -"What you need, in plain language, e.g. 'backlinks of a domain', 'recent tweets by a user', 'insider trades for AAPL'. English works best."New value: +"Natural-language capability or task to discover."
    • addedInput schema / properties / query / maxLength
      Added value: +2000
    • addedInput schema / properties / query / minLength
      Added value: +1
    • addedInput schema / properties / session_id
      Added value: +{
      +  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
      +  "maxLength": 128,
      +  "pattern": "^[A-Za-z0-9_-]*$",
      +  "type": "string"
      +}
    • addedOutput schema / properties
      Added value: +{
      +  "next_steps_guidance": {
      +    "anyOf": [
      +      {
      +        "type": "null"
      +      },
      +      {
      +        "type": "array"
      +      }
      +    ],
      +    "items": {
      +      "type": "string"
      +    }
      +  },
      +  "plan": {
      +    "additionalProperties": false,
      +    "anyOf": [
      +      {
      +        "type": "null"
      +      },
      +      {
      +        "type": "object"
      +      }
      +    ],
      +    "properties": {
      +      "canonical_use_case": {
      +        "type": "string"
      +      },
      +      "description": {
      +        "type": "string"
      +      },
      +      "known_pitfalls": {
      +        "anyOf": [
      +          {
      +            "type": "null"
      +          },
      +          {
      +            "type": "array"
      +          }
      +        ],
      +        "items": {
      +          "type": "string"
      +        }
      +      },
      +      "plan_ref": {
      +        "type": "string"
      +      },
      +      "primary_tools": {
      +        "anyOf": [
      +          {
      +            "type": "null"
      +          },
      +          {
      +            "type": "array"
      +          }
      +        ],
      +        "items": {
      +          "type": "string"
      +        }
      +      },
      +      "recommended_steps": {
      +        "anyOf": [
      +          {
      +            "type": "null"
      +          },
      +          {
      +            "type": "array"
      +          }
      +        ],
      +        "items": {
      +          "type": "string"
      +        }
      +      },
      +      "related_tools": {
      +        "anyOf": [
      +          {
      +            "type": "null"
      +          },
      +          {
      +            "type": "array"
      +          }
      +        ],
      +        "items": {
      +          "type": "string"
      +        }
      +      }
      +    },
      +    "required": [
      +      "canonical_use_case",
      +      "description",
      +      "known_pitfalls",
      +      "plan_ref",
      +      "primary_tools",
      +      "recommended_steps",
      +      "related_tools"
      +    ]
      +  },
      +  "retrieval_mode": {
      +    "anyOf": [
      +      {
      +        "type": "null"
      +      },
      +      {
      +        "type": "string"
      +      }
      +    ]
      +  },
      +  "search_id": {
      +    "type": "string"
      +  },
      +  "session_id": {
      +    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
      +    "maxLength": 128,
      +    "minLength": 1,
      +    "pattern": "^[A-Za-z0-9_-]{1,128}$",
      +    "type": "string"
      +  },
      +  "tools": {
      +    "anyOf": [
      +      {
      +        "type": "null"
      +      },
      +      {
      +        "type": "array"
      +      }
      +    ],
      +    "items": {
      +      "additionalProperties": false,
      +      "properties": {
      +        "arguments_schema": {
      +          "additionalProperties": true,
      +          "anyOf": [
      +            {
      +              "type": "null"
      +            },
      +            {
      +              "type": "object"
      +            }
      +          ]
      +        },
      +        "description": {
      +          "type": "string"
      +        },
      +        "execution_supported": {
      +          "description": "Whether this router can execute and quote the operation; false retains documentation and discovery only.",
      +          "type": "boolean"
      +        },
      +        "execution_unsupported_reason": {
      +          "description": "Why execution and quoting remain unavailable through this router.",
      +          "type": "string"
      +        },
      +        "has_full_schema": {
      +          "type": "boolean"
      +        },
      +        "match_reasons": {
      +          "anyOf": [
      +            {
      +              "type": "null"
      +            },
      +            {
      +              "type": "array"
      +            }
      +          ],
      +          "items": {
      +            "type": "string"
      +          }
      +        },
      +        "price": {
      +          "additionalProperties": true,
      +          "type": "object"
      +        },
      +        "retrieval_debug": {
      +          "additionalProperties": false,
      +          "anyOf": [
      +            {
      +              "type": "null"
      +            },
      +            {
      +              "type": "object"
      +            }
      +          ],
      +          "properties": {
      +            "fused_rank": {
      +              "type": "integer"
      +            },
      +            "fused_score": {
      +              "type": "number"
      +            },
      +            "lexical_rank": {
      +              "type": "integer"
      +            },
      +            "lexical_score": {
      +              "type": "number"
      +            },
      +            "rerank_admission_rank": {
      +              "type": "integer"
      +            },
      +            "rerank_rank": {
      +              "type": "integer"
      +            },
      +            "rerank_score": {
      +              "anyOf": [
      +                {
      +                  "type": "null"
      +                },
      +                {
      +                  "type": "number"
      +                }
      +              ]
      +            },
      +            "runtime_availability": {
      +              "type": "string"
      +            },
      +            "vector_view_ranks": {
      +              "additionalProperties": {
      +                "type": "integer"
      +              },
      +              "type": "object"
      +            },
      +            "vector_view_scores": {
      +              "additionalProperties": {
      +                "type": "number"
      +              },
      +              "type": "object"
      +            }
      +          },
      +          "required": [
      +            "fused_rank",
      +            "fused_score",
      +            "lexical_rank",
      +            "lexical_score",
      +            "rerank_admission_rank",
      +            "rerank_rank",
      +            "runtime_availability",
      +            "vector_view_ranks",
      +            "vector_view_scores"
      +          ]
      +        },
      +        "summary": {
      +          "type": "string"
      +        },
      +        "tool": {
      +          "type": "string"
      +        }
      +      },
      +      "required": [
      +        "description",
      +        "has_full_schema",
      +        "price",
      +        "summary",
      +        "tool"
      +      ],
      +      "type": "object"
      +    }
      +  }
      +}
    • addedOutput schema / required
      Added value: +[
      +  "next_steps_guidance",
      +  "search_id",
      +  "session_id",
      +  "tools"
      +]
  4. First observed

TDQS

A4.5/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true and destructiveHint=false, so the safety profile is covered. The description adds workflow behavior the annotations cannot: the has_full_schema flag gates a required batch_get_schema call, and the next step after search is batch_quote, not batch_use. It stops short of disclosing retrieval limits or catalog breadth that would push it to a 5.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a dense run of imperatives rather than flowing prose, but each sentence carries a distinct rule (scope, language, workflow branch, negative cases, result interpretation) and the most important scoping guidance is front-loaded. Slightly more compression would help.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With an output schema present, the description need not explain return values, and it correctly avoids doing so while still referencing the output fields that drive the workflow (has_full_schema, next_steps_guidance). A mutation-free, well-annotated search tool is adequately covered, though catalog scope ('AIsa-only', no external providers) could be stated more explicitly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the structured baseline is 3. The description adds genuine meaning beyond the schema by telling the agent to write the query in English and to place tickers, URLs, providers, or identifiers in known_fields, which is non-obvious routing guidance for a nested free-form object.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with a specific verb+resource: 'Discover AIsa tools and Plans for external data or actions.' It also separates this discovery step from the sibling execution tools by naming batch_get_schema, batch_quote, and batch_use and stating when each follows, so an agent can place it in the workflow without opening schemas.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It gives explicit when-to-use ('tasks needing external data or actions'), when-not ('tasks that only need supplied content or general knowledge'; no standalone rewriting, translation, summarization, formatting, or calculations), and named alternatives (batch_get_schema when has_full_schema=false, batch_quote rather than batch_use). It also specifies query language and atomic-query style, leaving little to inference.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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