How do I add Plushcap to Claude, ChatGPT, or Cursor?

Add Plushcap to Claude, ChatGPT, or Cursor by connecting its remote MCP URL in each client's MCP settings. In Claude, add a custom connector. In ChatGPT, add an MCP app. In Cursor, add an MCP server under Settings. The MCP URL is https://mcp.plushcap.com/mcp.

Is Plushcap MCP ready for ChatGPT and Claude?

As of November 11, 2026, Plushcap scores 100/100 on Manufact's MCP publishing checklist. The scan meets ChatGPT publishing checks and meets Claude publishing checks. Passing these checks does not guarantee marketplace approval.

How clear is Plushcap's MCP tool documentation?

As of November 11, 2026, Plushcap scores 56/100 in Manufact's review of tool titles, descriptions, input and output schemas, and behavior annotations. The review covers 39 of 39 discovered tools. The quality score measures documentation clarity; runtime behavior and marketplace readiness require separate checks.

What are the best alternatives to Plushcap?

As of November 12, 2026, alternatives to Plushcap in marketing-seo on the Manufact MCP leaderboard include BulkPublish, Fuxux, Refluenced, The Prompting Company MCP, and Buzzmark.

Plushcap MCP Server: 54/100 Quality

Q: How can Plushcap improve its MCP documentation?

list_company_linkedin_posts is the lowest-scoring reviewed tool at 50/100. 0 of 4 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values. Open its review for feedback and a copyable fix prompt, then rerun the documentation review after updating your tool metadata.

list_companiesTitles 99Descriptions 63Inputs 0Annotations 75Outputs 5156/100

list_companies

Title99/100

List companies

The title clearly communicates the tool’s action and subject. Keep it concise.

Description63/100

Find company slugs and canonical links.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 4 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

Not provided

Missing description. Explain what this value means and how to supply it.

stage

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema51/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "count",
    "results"
  ],
  "properties": {
    "next": {
      "type": [
        "string",
        "null"
      ]
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "public": {
            "type": "boolean"
          },
          "year_founded": {
            "type": [
              "integer",
              "null"
            ]
          }
        },
        "patternProperties": {
          "^(?:name|slug)(?!\\n)$": {
            "type": "string"
          },
          "^(?:blog_url|current_stage|description|docs_url|github_url|linkedin_url|twitter_url|url)(?!\\n)$": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "list_companies",
  "title": "List companies",
  "description": "Find company slugs and canonical links.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "stage": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "search": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "count",
      "results"
    ],
    "properties": {
      "next": {
        "type": [
          "string",
          "null"
        ]
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "public": {
              "type": "boolean"
            },
            "year_founded": {
              "type": [
                "integer",
                "null"
              ]
            }
          },
          "patternProperties": {
            "^(?:name|slug)(?!\\n)$": {
              "type": "string"
            },
            "^(?:blog_url|current_stage|description|docs_url|github_url|linkedin_url|twitter_url|url)(?!\\n)$": {
              "type": [
                "string",
                "null"
              ]
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_companyTitles 99Descriptions 59Inputs 0Annotations 75Outputs 5255/100

get_company

Title99/100

Get company details

The title clearly communicates the tool’s action and subject. Keep it concise.

Description59/100

Company metadata and official accounts.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 1 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

slug

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema52/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "properties": {
    "public": {
      "type": "boolean"
    },
    "x_accounts": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "integer"
          },
          "x_user_id": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "patternProperties": {
          "^(?:is_active|is_primary)(?!\\n)$": {
            "type": "boolean"
          },
          "^(?:label|type|url|username)(?!\\n)$": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "year_founded": {
      "type": [
        "integer",
        "null"
      ]
    },
    "youtube_channels": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "integer"
          }
        },
        "patternProperties": {
          "^(?:is_active|is_primary)(?!\\n)$": {
            "type": "boolean"
          },
          "^(?:channel_id|label|slug|type|url)(?!\\n)$": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "linkedin_accounts": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "integer"
          },
          "linkedin_entity_id": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "patternProperties": {
          "^(?:is_active|is_primary)(?!\\n)$": {
            "type": "boolean"
          },
          "^(?:label|public_identifier|type|url)(?!\\n)$": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    }
  },
  "patternProperties": {
    "^(?:name|slug)(?!\\n)$": {
      "type": "string"
    },
    "^(?:blog_url|changelog_url|current_stage|description|detail|discord_url|docs_url|github_url|jobs_url|linkedin_url|slack_url|twitter_url|url|youtube_url)(?!\\n)$": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_company",
  "title": "Get company details",
  "description": "Company metadata and official accounts.",
  "inputSchema": {
    "type": "object",
    "required": [
      "slug"
    ],
    "properties": {
      "slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "properties": {
      "public": {
        "type": "boolean"
      },
      "x_accounts": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "id": {
              "type": "integer"
            },
            "x_user_id": {
              "type": [
                "string",
                "null"
              ]
            }
          },
          "patternProperties": {
            "^(?:is_active|is_primary)(?!\\n)$": {
              "type": "boolean"
            },
            "^(?:label|type|url|username)(?!\\n)$": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "year_founded": {
        "type": [
          "integer",
          "null"
        ]
      },
      "youtube_channels": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "id": {
              "type": "integer"
            }
          },
          "patternProperties": {
            "^(?:is_active|is_primary)(?!\\n)$": {
              "type": "boolean"
            },
            "^(?:channel_id|label|slug|type|url)(?!\\n)$": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "linkedin_accounts": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "id": {
              "type": "integer"
            },
            "linkedin_entity_id": {
              "type": [
                "string",
                "null"
              ]
            }
          },
          "patternProperties": {
            "^(?:is_active|is_primary)(?!\\n)$": {
              "type": "boolean"
            },
            "^(?:label|public_identifier|type|url)(?!\\n)$": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      }
    },
    "patternProperties": {
      "^(?:name|slug)(?!\\n)$": {
        "type": "string"
      },
      "^(?:blog_url|changelog_url|current_stage|description|detail|discord_url|docs_url|github_url|jobs_url|linkedin_url|slack_url|twitter_url|url|youtube_url)(?!\\n)$": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_company_linkedinTitles 99Descriptions 40Inputs 0Annotations 75Outputs 6051/100

get_company_linkedin

Title99/100

Get company LinkedIn metrics

The title clearly communicates the tool’s action and subject. Keep it concise.

Description40/100

Company LinkedIn metrics.

Describe the concrete operation and its scope instead of restating the tool name.

Inputs0/100

0 of 2 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

slug

Not provided

Missing description. Explain what this value means and how to supply it.

account_id

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema60/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": [
        "integer",
        "null"
      ]
    }
  },
  "required": [
    "company",
    "accounts",
    "totals",
    "monthly_activity"
  ],
  "properties": {
    "totals": {
      "type": "object",
      "required": [
        "post_count",
        "reactions_count",
        "comments_count",
        "reposts_count"
      ],
      "properties": {
        "post_count": {
          "type": "integer"
        },
        "reposts_count": {
          "$ref": "#/$defs/1"
        },
        "comments_count": {
          "$ref": "#/$defs/1"
        },
        "reactions_count": {
          "$ref": "#/$defs/1"
        }
      },
      "additionalProperties": false
    },
    "company": {
      "type": "object",
      "required": [
        "name",
        "slug"
      ],
      "properties": {
        "name": {
          "type": "string"
        },
        "slug": {
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "accounts": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "id",
          "label",
          "url",
          "type",
          "is_primary",
          "followers_count",
          "posts_count",
          "last_collected_at"
        ],
        "properties": {
          "id": {
            "type": "integer"
          },
          "url": {
            "type": "string"
          },
          "type": {
            "type": "string"
          },
          "label": {
            "type": "string"
          },
          "is_primary": {
            "type": "boolean"
          },
          "posts_count": {
            "$ref": "#/$defs/1"
          },
          "followers_count": {
            "$ref": "#/$defs/1"
          },
          "last_collected_at": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ]
          }
        },
        "additionalProperties": false
      }
    },
    "monthly_activity": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "month",
          "post_count",
          "reactions_count",
          "comments_count",
          "reposts_count"
        ],
        "properties": {
          "month": {
            "type": "string",
            "format": "date-time"
          },
          "post_count": {
            "type": "integer"
          },
          "reposts_count": {
            "$ref": "#/$defs/1"
          },
          "comments_count": {
            "$ref": "#/$defs/1"
          },
          "reactions_count": {
            "$ref": "#/$defs/1"
          }
        },
        "additionalProperties": false
      }
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_company_linkedin",
  "title": "Get company LinkedIn metrics",
  "description": "Company LinkedIn metrics.",
  "inputSchema": {
    "type": "object",
    "required": [
      "slug"
    ],
    "properties": {
      "slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "account_id": {
        "type": [
          "integer",
          "null"
        ],
        "default": null
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": [
          "integer",
          "null"
        ]
      }
    },
    "required": [
      "company",
      "accounts",
      "totals",
      "monthly_activity"
    ],
    "properties": {
      "totals": {
        "type": "object",
        "required": [
          "post_count",
          "reactions_count",
          "comments_count",
          "reposts_count"
        ],
        "properties": {
          "post_count": {
            "type": "integer"
          },
          "reposts_count": {
            "$ref": "#/$defs/1"
          },
          "comments_count": {
            "$ref": "#/$defs/1"
          },
          "reactions_count": {
            "$ref": "#/$defs/1"
          }
        },
        "additionalProperties": false
      },
      "company": {
        "type": "object",
        "required": [
          "name",
          "slug"
        ],
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      },
      "accounts": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "id",
            "label",
            "url",
            "type",
            "is_primary",
            "followers_count",
            "posts_count",
            "last_collected_at"
          ],
          "properties": {
            "id": {
              "type": "integer"
            },
            "url": {
              "type": "string"
            },
            "type": {
              "type": "string"
            },
            "label": {
              "type": "string"
            },
            "is_primary": {
              "type": "boolean"
            },
            "posts_count": {
              "$ref": "#/$defs/1"
            },
            "followers_count": {
              "$ref": "#/$defs/1"
            },
            "last_collected_at": {
              "anyOf": [
                {
                  "type": "string",
                  "format": "date-time"
                },
                {
                  "type": "null"
                }
              ]
            }
          },
          "additionalProperties": false
        }
      },
      "monthly_activity": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "month",
            "post_count",
            "reactions_count",
            "comments_count",
            "reposts_count"
          ],
          "properties": {
            "month": {
              "type": "string",
              "format": "date-time"
            },
            "post_count": {
              "type": "integer"
            },
            "reposts_count": {
              "$ref": "#/$defs/1"
            },
            "comments_count": {
              "$ref": "#/$defs/1"
            },
            "reactions_count": {
              "$ref": "#/$defs/1"
            }
          },
          "additionalProperties": false
        }
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

list_company_linkedin_postsTitles 99Descriptions 33Inputs 0Annotations 75Outputs 6850/100

list_company_linkedin_posts

Title99/100

List company LinkedIn posts

The title clearly communicates the tool’s action and subject. Keep it concise.

Description33/100

Company LinkedIn posts.

Describe the concrete operation and its scope instead of restating the tool name.

Inputs0/100

0 of 4 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

slug

Not provided

Missing description. Explain what this value means and how to supply it.

account_id

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema68/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "count",
    "next",
    "previous",
    "results"
  ],
  "properties": {
    "next": {
      "type": [
        "string",
        "null"
      ]
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "linkedin_post_id",
          "account_id",
          "url",
          "text",
          "posted_at",
          "post_type",
          "author_display_name",
          "author_profile_url",
          "reactions_count",
          "comments_count",
          "reposts_count"
        ],
        "properties": {
          "url": {
            "type": "string"
          },
          "text": {
            "type": "string"
          },
          "post_type": {
            "type": "string"
          },
          "posted_at": {
            "type": "string",
            "format": "date-time"
          },
          "account_id": {
            "type": "integer"
          },
          "reposts_count": {
            "type": [
              "integer",
              "null"
            ]
          },
          "comments_count": {
            "type": [
              "integer",
              "null"
            ]
          },
          "reactions_count": {
            "type": [
              "integer",
              "null"
            ]
          },
          "linkedin_post_id": {
            "type": "string"
          },
          "author_profile_url": {
            "type": [
              "string",
              "null"
            ]
          },
          "author_display_name": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "list_company_linkedin_posts",
  "title": "List company LinkedIn posts",
  "description": "Company LinkedIn posts.",
  "inputSchema": {
    "type": "object",
    "required": [
      "slug"
    ],
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "account_id": {
        "type": [
          "integer",
          "null"
        ],
        "default": null
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "count",
      "next",
      "previous",
      "results"
    ],
    "properties": {
      "next": {
        "type": [
          "string",
          "null"
        ]
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "linkedin_post_id",
            "account_id",
            "url",
            "text",
            "posted_at",
            "post_type",
            "author_display_name",
            "author_profile_url",
            "reactions_count",
            "comments_count",
            "reposts_count"
          ],
          "properties": {
            "url": {
              "type": "string"
            },
            "text": {
              "type": "string"
            },
            "post_type": {
              "type": "string"
            },
            "posted_at": {
              "type": "string",
              "format": "date-time"
            },
            "account_id": {
              "type": "integer"
            },
            "reposts_count": {
              "type": [
                "integer",
                "null"
              ]
            },
            "comments_count": {
              "type": [
                "integer",
                "null"
              ]
            },
            "reactions_count": {
              "type": [
                "integer",
                "null"
              ]
            },
            "linkedin_post_id": {
              "type": "string"
            },
            "author_profile_url": {
              "type": [
                "string",
                "null"
              ]
            },
            "author_display_name": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

detect_company_from_urlTitles 99Descriptions 70Inputs 0Annotations 75Outputs 5058/100

detect_company_from_url

Title99/100

Identify company from URL

The title clearly communicates the tool’s action and subject. Keep it concise.

Description70/100

Match HTTP(S) URLs to stored company website/blog domains and paths. No fetch. list_companies finds names.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 1 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

url

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema50/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "company_slug",
    "company_name",
    "matched_field",
    "matched_url",
    "confidence"
  ],
  "properties": {
    "confidence": {
      "type": "string"
    },
    "matched_url": {
      "type": "string"
    },
    "company_name": {
      "type": "string"
    },
    "company_slug": {
      "type": "string"
    },
    "matched_field": {
      "type": "string"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "detect_company_from_url",
  "title": "Identify company from URL",
  "description": "Match HTTP(S) URLs to stored company website/blog domains and paths. No fetch. list_companies finds names.",
  "inputSchema": {
    "type": "object",
    "required": [
      "url"
    ],
    "properties": {
      "url": {
        "type": "string",
        "format": "uri",
        "maxLength": 2048
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "company_slug",
      "company_name",
      "matched_field",
      "matched_url",
      "confidence"
    ],
    "properties": {
      "confidence": {
        "type": "string"
      },
      "matched_url": {
        "type": "string"
      },
      "company_name": {
        "type": "string"
      },
      "company_slug": {
        "type": "string"
      },
      "matched_field": {
        "type": "string"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

search_blog_postsTitles 100Descriptions 76Inputs 0Annotations 75Outputs 5560/100

search_blog_posts

Title100/100

Search blog posts

The title clearly communicates the tool’s action and subject. Keep it concise.

Description76/100

Filter stored blogs by company_slug, trend_slug, space or dates. No keyword query/live fetch. Default 10 results; include_text=true adds article text.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 11 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

trend_slug

Not provided

Missing description. Explain what this value means and how to supply it.

space

Not provided

Missing description. Explain what this value means and how to supply it.

has_summary

Not provided

Missing description. Explain what this value means and how to supply it.

weeks

Not provided

Missing description. Explain what this value means and how to supply it.

months

Not provided

Missing description. Explain what this value means and how to supply it.

days

Not provided

Missing description. Explain what this value means and how to supply it.

order_by

Not provided

Missing description. Explain what this value means and how to supply it.

limit

Not provided

Missing description. Explain what this value means and how to supply it.

offset

Not provided

Missing description. Explain what this value means and how to supply it.

include_text

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema55/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "total_count",
    "limit",
    "offset",
    "results"
  ],
  "properties": {
    "limit": {
      "type": "integer"
    },
    "offset": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "text_length": {
            "type": "integer"
          }
        },
        "patternProperties": {
          "^(?:author|summary)(?!\\n)$": {
            "type": [
              "string",
              "null"
            ]
          },
          "^(?:date_parsed|date_published)(?!\\n)$": {
            "anyOf": [
              {
                "type": "string",
                "format": "date"
              },
              {
                "type": "null"
              }
            ]
          },
          "^(?:reading_time_minutes|word_count)(?!\\n)$": {
            "type": [
              "integer",
              "null"
            ]
          },
          "^(?:has_summary|is_removed|text_available)(?!\\n)$": {
            "type": "boolean"
          },
          "^(?:company_name|company_slug|slug|source_url|text|title)(?!\\n)$": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "total_count": {
      "type": "integer"
    },
    "text_omitted": {
      "type": "boolean"
    },
    "text_included": {
      "type": "boolean"
    },
    "text_omitted_reason": {
      "type": "string"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "search_blog_posts",
  "title": "Search blog posts",
  "description": "Filter stored blogs by company_slug, trend_slug, space or dates. No keyword query/live fetch. Default 10 results; include_text=true adds article text.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "days": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 3650,
        "minimum": 1
      },
      "limit": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 500,
        "minimum": 1
      },
      "space": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "weeks": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 260,
        "minimum": 1
      },
      "months": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 120,
        "minimum": 1
      },
      "offset": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 1000000,
        "minimum": 0
      },
      "order_by": {
        "anyOf": [
          {
            "enum": [
              "-date_parsed",
              "-date_published",
              "date_parsed",
              "date_published"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "trend_slug": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "has_summary": {
        "anyOf": [
          {
            "enum": [
              "false",
              "true"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "company_slug": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "include_text": {
        "type": "boolean",
        "default": false
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "total_count",
      "limit",
      "offset",
      "results"
    ],
    "properties": {
      "limit": {
        "type": "integer"
      },
      "offset": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "text_length": {
              "type": "integer"
            }
          },
          "patternProperties": {
            "^(?:author|summary)(?!\\n)$": {
              "type": [
                "string",
                "null"
              ]
            },
            "^(?:date_parsed|date_published)(?!\\n)$": {
              "anyOf": [
                {
                  "type": "string",
                  "format": "date"
                },
                {
                  "type": "null"
                }
              ]
            },
            "^(?:reading_time_minutes|word_count)(?!\\n)$": {
              "type": [
                "integer",
                "null"
              ]
            },
            "^(?:has_summary|is_removed|text_available)(?!\\n)$": {
              "type": "boolean"
            },
            "^(?:company_name|company_slug|slug|source_url|text|title)(?!\\n)$": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "total_count": {
        "type": "integer"
      },
      "text_omitted": {
        "type": "boolean"
      },
      "text_included": {
        "type": "boolean"
      },
      "text_omitted_reason": {
        "type": "string"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_blog_post_company_activityTitles 88Descriptions 65Inputs 0Annotations 75Outputs 5454/100

get_blog_post_company_activity

Title88/100

Count active blog publishers

Align the title with the capability actually described by this tool.

Description65/100

Count distinct companies that published blog posts in a time period.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 4 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

window_hours

Not provided

Missing description. Explain what this value means and how to supply it.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

limit

Not provided

Missing description. Explain what this value means and how to supply it.

offset

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema54/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "company_count",
    "post_count",
    "limit",
    "offset",
    "results"
  ],
  "properties": {
    "limit": {
      "type": "integer"
    },
    "offset": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "post_count": {
            "type": "integer"
          },
          "company_name": {
            "type": "string"
          },
          "company_slug": {
            "type": "string"
          },
          "latest_post_date": {
            "anyOf": [
              {
                "type": "string",
                "format": "date"
              },
              {
                "type": "null"
              }
            ]
          }
        },
        "additionalProperties": false
      }
    },
    "post_count": {
      "type": "integer"
    },
    "company_count": {
      "type": "integer"
    }
  },
  "patternProperties": {
    "^(?:end_date|start_date)(?!\\n)$": {
      "type": "string",
      "format": "date"
    },
    "^(?:date_field|date_granularity)(?!\\n)$": {
      "type": "string"
    },
    "^(?:calendar_days_included|window_days_used|window_hours_requested)(?!\\n)$": {
      "type": "integer"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_blog_post_company_activity",
  "title": "Count active blog publishers",
  "description": "Count distinct companies that published blog posts in a time period.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "limit": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 500,
        "minimum": 1
      },
      "offset": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 1000000,
        "minimum": 0
      },
      "company_slug": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "window_hours": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 8760,
        "minimum": 1
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "company_count",
      "post_count",
      "limit",
      "offset",
      "results"
    ],
    "properties": {
      "limit": {
        "type": "integer"
      },
      "offset": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "post_count": {
              "type": "integer"
            },
            "company_name": {
              "type": "string"
            },
            "company_slug": {
              "type": "string"
            },
            "latest_post_date": {
              "anyOf": [
                {
                  "type": "string",
                  "format": "date"
                },
                {
                  "type": "null"
                }
              ]
            }
          },
          "additionalProperties": false
        }
      },
      "post_count": {
        "type": "integer"
      },
      "company_count": {
        "type": "integer"
      }
    },
    "patternProperties": {
      "^(?:end_date|start_date)(?!\\n)$": {
        "type": "string",
        "format": "date"
      },
      "^(?:date_field|date_granularity)(?!\\n)$": {
        "type": "string"
      },
      "^(?:calendar_days_included|window_days_used|window_hours_requested)(?!\\n)$": {
        "type": "integer"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

search_youtube_videosTitles 100Descriptions 70Inputs 0Annotations 75Outputs 6459/100

search_youtube_videos

Title100/100

Search YouTube videos

The title clearly communicates the tool’s action and subject. Keep it concise.

Description70/100

Filter stored videos by companies (CSV slugs, max 100), space, stage, dates or metrics. Paid; no keyword/live search. list_company_youtube_videos is for one company.

The description explains the capability, when to use it, and what to expect.

Inputs0/100

0 of 11 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

companies

Not provided

Missing description. Explain what this value means and how to supply it.

space

Not provided

Missing description. Explain what this value means and how to supply it.

stage

Not provided

Missing description. Explain what this value means and how to supply it.

start_date

Not provided

Missing description. Explain what this value means and how to supply it.

end_date

Not provided

Missing description. Explain what this value means and how to supply it.

is_short

Not provided

Missing description. Explain what this value means and how to supply it.

live_status

Not provided

Missing description. Explain what this value means and how to supply it.

min_views

Not provided

Missing description. Explain what this value means and how to supply it.

order_by

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema64/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": [
        "string",
        "null"
      ]
    },
    "2": {
      "anyOf": [
        {
          "type": "string",
          "format": "date-time"
        },
        {
          "type": "null"
        }
      ]
    }
  },
  "required": [
    "count",
    "next",
    "previous",
    "results"
  ],
  "properties": {
    "next": {
      "$ref": "#/$defs/1"
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "video_id",
          "title",
          "watch_url",
          "company_slug",
          "channel_id",
          "channel_name",
          "channel_slug",
          "published_date",
          "published_at",
          "duration_seconds",
          "thumbnail_url",
          "views_count",
          "likes_count",
          "comments_count",
          "is_short",
          "live_status",
          "category_title",
          "default_language",
          "default_audio_language",
          "metrics_observed_at",
          "like_rate",
          "comment_rate",
          "engagement_rate",
          "engagement_per_1k_views",
          "views_per_day"
        ],
        "properties": {
          "title": {
            "$ref": "#/$defs/1"
          },
          "is_short": {
            "type": [
              "boolean",
              "null"
            ]
          },
          "video_id": {
            "type": "string"
          },
          "like_rate": {
            "type": [
              "number",
              "null"
            ]
          },
          "watch_url": {
            "type": "string"
          },
          "channel_id": {
            "$ref": "#/$defs/1"
          },
          "likes_count": {
            "type": [
              "integer",
              "null"
            ]
          },
          "live_status": {
            "type": "string"
          },
          "views_count": {
            "type": [
              "integer",
              "null"
            ]
          },
          "channel_name": {
            "$ref": "#/$defs/1"
          },
          "channel_slug": {
            "$ref": "#/$defs/1"
          },
          "comment_rate": {
            "type": [
              "number",
              "null"
            ]
          },
          "company_slug": {
            "$ref": "#/$defs/1"
          },
          "published_at": {
            "$ref": "#/$defs/2"
          },
          "thumbnail_url": {
            "$ref": "#/$defs/1"
          },
          "views_per_day": {
            "type": [
              "number",
              "null"
            ]
          },
          "category_title": {
            "$ref": "#/$defs/1"
          },
          "comments_count": {
            "type": [
              "integer",
              "null"
            ]
          },
          "published_date": {
            "type": "string",
            "format": "date"
          },
          "engagement_rate": {
            "type": [
              "number",
              "null"
            ]
          },
          "default_language": {
            "$ref": "#/$defs/1"
          },
          "duration_seconds": {
            "type": [
              "integer",
              "null"
            ]
          },
          "metrics_observed_at": {
            "$ref": "#/$defs/2"
          },
          "default_audio_language": {
            "$ref": "#/$defs/1"
          },
          "engagement_per_1k_views": {
            "type": [
              "number",
              "null"
            ]
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "$ref": "#/$defs/1"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "search_youtube_videos",
  "title": "Search YouTube videos",
  "description": "Filter stored videos by companies (CSV slugs, max 100), space, stage, dates or metrics. Paid; no keyword/live search. list_company_youtube_videos is for one company.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "space": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "stage": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "end_date": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "is_short": {
        "type": [
          "boolean",
          "null"
        ],
        "default": null
      },
      "order_by": {
        "anyOf": [
          {
            "enum": [
              "-comment_rate",
              "-comments_count",
              "-engagement_rate",
              "-like_rate",
              "-likes_count",
              "-published_at",
              "-views_count",
              "-views_per_day",
              "comment_rate",
              "comments_count",
              "engagement_rate",
              "like_rate",
              "likes_count",
              "published_at",
              "views_count",
              "views_per_day"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "companies": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "min_views": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 1000000000000000,
        "minimum": 0
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "start_date": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "live_status": {
        "anyOf": [
          {
            "enum": [
              "completed",
              "live",
              "none",
              "unknown",
              "upcoming"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": [
          "string",
          "null"
        ]
      },
      "2": {
        "anyOf": [
          {
            "type": "string",
            "format": "date-time"
          },
          {
            "type": "null"
          }
        ]
      }
    },
    "required": [
      "count",
      "next",
      "previous",
      "results"
    ],
    "properties": {
      "next": {
        "$ref": "#/$defs/1"
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "video_id",
            "title",
            "watch_url",
            "company_slug",
            "channel_id",
            "channel_name",
            "channel_slug",
            "published_date",
            "published_at",
            "duration_seconds",
            "thumbnail_url",
            "views_count",
            "likes_count",
            "comments_count",
            "is_short",
            "live_status",
            "category_title",
            "default_language",
            "default_audio_language",
            "metrics_observed_at",
            "like_rate",
            "comment_rate",
            "engagement_rate",
            "engagement_per_1k_views",
            "views_per_day"
          ],
          "properties": {
            "title": {
              "$ref": "#/$defs/1"
            },
            "is_short": {
              "type": [
                "boolean",
                "null"
              ]
            },
            "video_id": {
              "type": "string"
            },
            "like_rate": {
              "type": [
                "number",
                "null"
              ]
            },
            "watch_url": {
              "type": "string"
            },
            "channel_id": {
              "$ref": "#/$defs/1"
            },
            "likes_count": {
              "type": [
                "integer",
                "null"
              ]
            },
            "live_status": {
              "type": "string"
            },
            "views_count": {
              "type": [
                "integer",
                "null"
              ]
            },
            "channel_name": {
              "$ref": "#/$defs/1"
            },
            "channel_slug": {
              "$ref": "#/$defs/1"
            },
            "comment_rate": {
              "type": [
                "number",
                "null"
              ]
            },
            "company_slug": {
              "$ref": "#/$defs/1"
            },
            "published_at": {
              "$ref": "#/$defs/2"
            },
            "thumbnail_url": {
              "$ref": "#/$defs/1"
            },
            "views_per_day": {
              "type": [
                "number",
                "null"
              ]
            },
            "category_title": {
              "$ref": "#/$defs/1"
            },
            "comments_count": {
              "type": [
                "integer",
                "null"
              ]
            },
            "published_date": {
              "type": "string",
              "format": "date"
            },
            "engagement_rate": {
              "type": [
                "number",
                "null"
              ]
            },
            "default_language": {
              "$ref": "#/$defs/1"
            },
            "duration_seconds": {
              "type": [
                "integer",
                "null"
              ]
            },
            "metrics_observed_at": {
              "$ref": "#/$defs/2"
            },
            "default_audio_language": {
              "$ref": "#/$defs/1"
            },
            "engagement_per_1k_views": {
              "type": [
                "number",
                "null"
              ]
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "$ref": "#/$defs/1"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

research_company_youtube_contentTitles 98Descriptions 54Inputs 0Annotations 75Outputs 8456/100

research_company_youtube_content

Title98/100

Research company YouTube content

The title clearly communicates the tool’s action and subject. Keep it concise.

Description54/100

Research YouTube content with optional global Hacker News and developer trends, enabled by default.

Describe the concrete operation and its scope instead of restating the tool name.

Inputs0/100

0 of 9 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

start_date

Not provided

Missing description. Explain what this value means and how to supply it.

end_date

Not provided

Missing description. Explain what this value means and how to supply it.

direct_peer_limit

Not provided

Missing description. Explain what this value means and how to supply it.

similar_stage_limit

Not provided

Missing description. Explain what this value means and how to supply it.

peer_video_limit

Not provided

Missing description. Explain what this value means and how to supply it.

min_views

Not provided

Missing description. Explain what this value means and how to supply it.

include_trends

Not provided

Missing description. Explain what this value means and how to supply it.

include_hackernews

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema84/100

The output schema explains the structured result.

View output schema

{
  "type": "object",
  "required": [
    "company",
    "provenance",
    "date_range",
    "freshness",
    "channels",
    "target_videos",
    "cohorts",
    "developer_trends",
    "hackernews"
  ],
  "properties": {
    "cohorts": {
      "type": "object",
      "description": "Direct-competitor and similar-stage peers, benchmarks, rankings, and videos."
    },
    "company": {
      "type": "object",
      "description": "Company identity and available stage or competitive-space context."
    },
    "channels": {
      "type": "object",
      "description": "Active channels, monthly audience history, and collection completeness."
    },
    "freshness": {
      "type": "object",
      "description": "Latest content, channel snapshots, and video metric observation times."
    },
    "date_range": {
      "type": "object",
      "description": "Requested and effective dates, including future-date clamping."
    },
    "hackernews": {
      "type": "object",
      "description": "Hacker News evidence, query window, counts, and available freshness or coverage."
    },
    "provenance": {
      "type": "object",
      "description": "Evidence source; recommendations are the calling model's responsibility."
    },
    "target_videos": {
      "type": "object",
      "description": "Target video evidence, counts, truncation, and metric coverage."
    },
    "developer_trends": {
      "type": "object",
      "description": "Developer trend evidence and scope for the research window."
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "research_company_youtube_content",
  "title": "Research company YouTube content",
  "description": "Research YouTube content with optional global Hacker News and developer trends, enabled by default.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "end_date": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "min_views": {
        "type": "integer",
        "default": 500,
        "maximum": 1000000000000000,
        "minimum": 0
      },
      "start_date": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "include_trends": {
        "type": "boolean",
        "default": true
      },
      "peer_video_limit": {
        "type": "integer",
        "default": 10,
        "maximum": 25,
        "minimum": 1
      },
      "direct_peer_limit": {
        "type": "integer",
        "default": 20,
        "maximum": 50,
        "minimum": 1
      },
      "include_hackernews": {
        "type": "boolean",
        "default": true
      },
      "similar_stage_limit": {
        "type": "integer",
        "default": 10,
        "maximum": 50,
        "minimum": 1
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "company",
      "provenance",
      "date_range",
      "freshness",
      "channels",
      "target_videos",
      "cohorts",
      "developer_trends",
      "hackernews"
    ],
    "properties": {
      "cohorts": {
        "type": "object",
        "description": "Direct-competitor and similar-stage peers, benchmarks, rankings, and videos."
      },
      "company": {
        "type": "object",
        "description": "Company identity and available stage or competitive-space context."
      },
      "channels": {
        "type": "object",
        "description": "Active channels, monthly audience history, and collection completeness."
      },
      "freshness": {
        "type": "object",
        "description": "Latest content, channel snapshots, and video metric observation times."
      },
      "date_range": {
        "type": "object",
        "description": "Requested and effective dates, including future-date clamping."
      },
      "hackernews": {
        "type": "object",
        "description": "Hacker News evidence, query window, counts, and available freshness or coverage."
      },
      "provenance": {
        "type": "object",
        "description": "Evidence source; recommendations are the calling model's responsibility."
      },
      "target_videos": {
        "type": "object",
        "description": "Target video evidence, counts, truncation, and metric coverage."
      },
      "developer_trends": {
        "type": "object",
        "description": "Developer trend evidence and scope for the research window."
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_company_youtubeTitles 99Descriptions 75Inputs 0Annotations 75Outputs 5459/100

get_company_youtube

Title99/100

Get company YouTube metrics

The title clearly communicates the tool’s action and subject. Keep it concise.

Description75/100

Active-channel totals/monthly history. Free: counts/dates, latest 3 months, up to 3 rows. Paid adds date filters, full history, growth and channel breakdowns.

The description explains the capability, when to use it, and what to expect.

Inputs0/100

0 of 5 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

start_date

Not provided

Missing description. Explain what this value means and how to supply it.

end_date

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema54/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "properties": {
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "date": {
            "type": "string",
            "format": "date"
          }
        },
        "patternProperties": {
          "^(?:subscriber_count|videos_count|views_count)(?!\\n)$": {
            "type": "integer"
          },
          "^(?:subscriber_growth|video_growth|view_growth)(?!\\n)$": {
            "type": [
              "integer",
              "null"
            ]
          },
          "^(?:subscriber_growth_percent|video_growth_percent|view_growth_percent)(?!\\n)$": {
            "type": [
              "number",
              "null"
            ]
          }
        },
        "additionalProperties": false
      }
    },
    "channels": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "is_primary": {
            "type": "boolean"
          },
          "latest_date": {
            "type": "string",
            "format": "date"
          }
        },
        "patternProperties": {
          "^(?:subscriber_count|videos_count|views_count)(?!\\n)$": {
            "type": "integer"
          },
          "^(?:channel_id|channel_name|channel_slug|channel_url)(?!\\n)$": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "latest_date": {
      "type": "string",
      "format": "date"
    }
  },
  "patternProperties": {
    "^(?:next|previous)(?!\\n)$": {
      "type": [
        "string",
        "null"
      ]
    },
    "^(?:company_name|company_slug)(?!\\n)$": {
      "type": "string"
    },
    "^(?:count|subscriber_count|videos_count|views_count)(?!\\n)$": {
      "type": "integer"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_company_youtube",
  "title": "Get company YouTube metrics",
  "description": "Active-channel totals/monthly history. Free: counts/dates, latest 3 months, up to 3 rows. Paid adds date filters, full history, growth and channel breakdowns.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "end_date": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "start_date": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "properties": {
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "date": {
              "type": "string",
              "format": "date"
            }
          },
          "patternProperties": {
            "^(?:subscriber_count|videos_count|views_count)(?!\\n)$": {
              "type": "integer"
            },
            "^(?:subscriber_growth|video_growth|view_growth)(?!\\n)$": {
              "type": [
                "integer",
                "null"
              ]
            },
            "^(?:subscriber_growth_percent|video_growth_percent|view_growth_percent)(?!\\n)$": {
              "type": [
                "number",
                "null"
              ]
            }
          },
          "additionalProperties": false
        }
      },
      "channels": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "is_primary": {
              "type": "boolean"
            },
            "latest_date": {
              "type": "string",
              "format": "date"
            }
          },
          "patternProperties": {
            "^(?:subscriber_count|videos_count|views_count)(?!\\n)$": {
              "type": "integer"
            },
            "^(?:channel_id|channel_name|channel_slug|channel_url)(?!\\n)$": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "latest_date": {
        "type": "string",
        "format": "date"
      }
    },
    "patternProperties": {
      "^(?:next|previous)(?!\\n)$": {
        "type": [
          "string",
          "null"
        ]
      },
      "^(?:company_name|company_slug)(?!\\n)$": {
        "type": "string"
      },
      "^(?:count|subscriber_count|videos_count|views_count)(?!\\n)$": {
        "type": "integer"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

list_company_youtube_videosTitles 99Descriptions 73Inputs 0Annotations 75Outputs 5459/100

list_company_youtube_videos

Title99/100

List company YouTube videos

The title clearly communicates the tool’s action and subject. Keep it concise.

Description73/100

Stored visible videos for one company (paid). Filter dates, channel, Shorts or status. search_youtube_videos spans companies; get_company_youtube_video has details.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 9 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

start_date

Not provided

Missing description. Explain what this value means and how to supply it.

end_date

Not provided

Missing description. Explain what this value means and how to supply it.

channel_slug

Not provided

Missing description. Explain what this value means and how to supply it.

is_short

Not provided

Missing description. Explain what this value means and how to supply it.

live_status

Not provided

Missing description. Explain what this value means and how to supply it.

order_by

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema54/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "count",
    "results"
  ],
  "properties": {
    "next": {
      "type": [
        "string",
        "null"
      ]
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "is_short": {
            "type": [
              "boolean",
              "null"
            ]
          },
          "published_at": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ]
          },
          "published_date": {
            "type": "string",
            "format": "date"
          }
        },
        "patternProperties": {
          "^(?:live_status|video_id|watch_url)(?!\\n)$": {
            "type": "string"
          },
          "^(?:comments_count|duration_seconds|likes_count|views_count)(?!\\n)$": {
            "type": [
              "integer",
              "null"
            ]
          },
          "^(?:category_title|channel_id|channel_name|channel_slug|company_slug|default_audio_language|default_language|thumbnail_url|title)(?!\\n)$": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "list_company_youtube_videos",
  "title": "List company YouTube videos",
  "description": "Stored visible videos for one company (paid). Filter dates, channel, Shorts or status. search_youtube_videos spans companies; get_company_youtube_video has details.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "end_date": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "is_short": {
        "type": [
          "boolean",
          "null"
        ],
        "default": null
      },
      "order_by": {
        "anyOf": [
          {
            "enum": [
              "-comment_rate",
              "-comments_count",
              "-engagement_rate",
              "-like_rate",
              "-likes_count",
              "-published_at",
              "-views_count",
              "-views_per_day",
              "comment_rate",
              "comments_count",
              "engagement_rate",
              "like_rate",
              "likes_count",
              "published_at",
              "views_count",
              "views_per_day"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "start_date": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "live_status": {
        "anyOf": [
          {
            "enum": [
              "completed",
              "live",
              "none",
              "unknown",
              "upcoming"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "channel_slug": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "count",
      "results"
    ],
    "properties": {
      "next": {
        "type": [
          "string",
          "null"
        ]
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "is_short": {
              "type": [
                "boolean",
                "null"
              ]
            },
            "published_at": {
              "anyOf": [
                {
                  "type": "string",
                  "format": "date-time"
                },
                {
                  "type": "null"
                }
              ]
            },
            "published_date": {
              "type": "string",
              "format": "date"
            }
          },
          "patternProperties": {
            "^(?:live_status|video_id|watch_url)(?!\\n)$": {
              "type": "string"
            },
            "^(?:comments_count|duration_seconds|likes_count|views_count)(?!\\n)$": {
              "type": [
                "integer",
                "null"
              ]
            },
            "^(?:category_title|channel_id|channel_name|channel_slug|company_slug|default_audio_language|default_language|thumbnail_url|title)(?!\\n)$": {
              "type": [
                "string",
                "null"
              ]
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_company_youtube_videoTitles 97Descriptions 61Inputs 0Annotations 75Outputs 4454/100

get_company_youtube_video

Title97/100

Get YouTube video details

The title clearly communicates the tool’s action and subject. Keep it concise.

Description61/100

Video metadata and transcript (paid).

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 2 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

video_id

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema44/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "properties": {
    "tags": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "is_short": {
      "type": [
        "boolean",
        "null"
      ]
    },
    "thumbnails": {
      "type": "object",
      "propertyNames": {
        "enum": [
          "default",
          "medium",
          "high",
          "standard",
          "maxres"
        ]
      },
      "additionalProperties": {
        "type": "object",
        "properties": {
          "url": {
            "type": "string"
          },
          "width": {
            "type": "integer"
          },
          "height": {
            "type": "integer"
          }
        },
        "additionalProperties": false
      }
    },
    "published_date": {
      "type": "string",
      "format": "date"
    }
  },
  "patternProperties": {
    "^(?:live_status|privacy_status|video_id|watch_url)(?!\\n)$": {
      "type": "string"
    },
    "^(?:comments_count|duration_seconds|likes_count|views_count)(?!\\n)$": {
      "type": [
        "integer",
        "null"
      ]
    },
    "^(?:actual_end_at|actual_start_at|published_at|scheduled_start_at)(?!\\n)$": {
      "anyOf": [
        {
          "type": "string",
          "format": "date-time"
        },
        {
          "type": "null"
        }
      ]
    },
    "^(?:category_id|category_title|channel_id|channel_name|channel_slug|company_slug|default_audio_language|default_language|description|thumbnail_url|title|transcript)(?!\\n)$": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_company_youtube_video",
  "title": "Get YouTube video details",
  "description": "Video metadata and transcript (paid).",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug",
      "video_id"
    ],
    "properties": {
      "video_id": {
        "type": "string",
        "pattern": "^[A-Za-z0-9_-]{1,100}$"
      },
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "properties": {
      "tags": {
        "type": "array",
        "items": {
          "type": "string"
        }
      },
      "is_short": {
        "type": [
          "boolean",
          "null"
        ]
      },
      "thumbnails": {
        "type": "object",
        "propertyNames": {
          "enum": [
            "default",
            "medium",
            "high",
            "standard",
            "maxres"
          ]
        },
        "additionalProperties": {
          "type": "object",
          "properties": {
            "url": {
              "type": "string"
            },
            "width": {
              "type": "integer"
            },
            "height": {
              "type": "integer"
            }
          },
          "additionalProperties": false
        }
      },
      "published_date": {
        "type": "string",
        "format": "date"
      }
    },
    "patternProperties": {
      "^(?:live_status|privacy_status|video_id|watch_url)(?!\\n)$": {
        "type": "string"
      },
      "^(?:comments_count|duration_seconds|likes_count|views_count)(?!\\n)$": {
        "type": [
          "integer",
          "null"
        ]
      },
      "^(?:actual_end_at|actual_start_at|published_at|scheduled_start_at)(?!\\n)$": {
        "anyOf": [
          {
            "type": "string",
            "format": "date-time"
          },
          {
            "type": "null"
          }
        ]
      },
      "^(?:category_id|category_title|channel_id|channel_name|channel_slug|company_slug|default_audio_language|default_language|description|thumbnail_url|title|transcript)(?!\\n)$": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_youtube_metricsTitles 84Descriptions 70Inputs 0Annotations 75Outputs 5154/100

get_youtube_metrics

Title84/100

Get YouTube channel history

Align the title with the capability actually described by this tool.

Description70/100

Stored channel history across a company's channels, newest first. Free: dates/counts, latest 3 months. Paid adds identity, growth and full history. get_company_youtube has totals.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 3 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema51/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "count",
    "results"
  ],
  "properties": {
    "next": {
      "type": [
        "string",
        "null"
      ]
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "date_parsed": {
            "type": "string",
            "format": "date"
          },
          "company_slug": {
            "type": "string"
          }
        },
        "patternProperties": {
          "^(?:channel_id|channel_name)(?!\\n)$": {
            "type": [
              "string",
              "null"
            ]
          },
          "^(?:subscriber_count|videos_count|views_count)(?!\\n)$": {
            "type": [
              "integer",
              "null"
            ]
          },
          "^(?:subscriber_percent_growth|videos_percent_growth|views_percent_growth)(?!\\n)$": {
            "type": [
              "number",
              "null"
            ]
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_youtube_metrics",
  "title": "Get YouTube channel history",
  "description": "Stored channel history across a company's channels, newest first. Free: dates/counts, latest 3 months. Paid adds identity, growth and full history. get_company_youtube has totals.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "count",
      "results"
    ],
    "properties": {
      "next": {
        "type": [
          "string",
          "null"
        ]
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "date_parsed": {
              "type": "string",
              "format": "date"
            },
            "company_slug": {
              "type": "string"
            }
          },
          "patternProperties": {
            "^(?:channel_id|channel_name)(?!\\n)$": {
              "type": [
                "string",
                "null"
              ]
            },
            "^(?:subscriber_count|videos_count|views_count)(?!\\n)$": {
              "type": [
                "integer",
                "null"
              ]
            },
            "^(?:subscriber_percent_growth|videos_percent_growth|views_percent_growth)(?!\\n)$": {
              "type": [
                "number",
                "null"
              ]
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_youtube_metrics_latestTitles 98Descriptions 73Inputs 0Annotations 75Outputs 5859/100

get_youtube_metrics_latest

Title98/100

Get latest YouTube channel metrics

The title clearly communicates the tool’s action and subject. Keep it concise.

Description73/100

Newest stored observation across company channels. Free: date/counts. Paid adds channel identity/growth. get_youtube_metrics has history; get_company_youtube has active-channel totals.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 1 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema58/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "properties": {
    "date_parsed": {
      "type": "string",
      "format": "date"
    },
    "company_slug": {
      "type": "string"
    }
  },
  "patternProperties": {
    "^(?:channel_id|channel_name)(?!\\n)$": {
      "type": [
        "string",
        "null"
      ]
    },
    "^(?:subscriber_count|videos_count|views_count)(?!\\n)$": {
      "type": [
        "integer",
        "null"
      ]
    },
    "^(?:subscriber_percent_growth|videos_percent_growth|views_percent_growth)(?!\\n)$": {
      "type": [
        "number",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_youtube_metrics_latest",
  "title": "Get latest YouTube channel metrics",
  "description": "Newest stored observation across company channels. Free: date/counts. Paid adds channel identity/growth. get_youtube_metrics has history; get_company_youtube has active-channel totals.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "properties": {
      "date_parsed": {
        "type": "string",
        "format": "date"
      },
      "company_slug": {
        "type": "string"
      }
    },
    "patternProperties": {
      "^(?:channel_id|channel_name)(?!\\n)$": {
        "type": [
          "string",
          "null"
        ]
      },
      "^(?:subscriber_count|videos_count|views_count)(?!\\n)$": {
        "type": [
          "integer",
          "null"
        ]
      },
      "^(?:subscriber_percent_growth|videos_percent_growth|views_percent_growth)(?!\\n)$": {
        "type": [
          "number",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_youtube_leaderboardTitles 99Descriptions 61Inputs 0Annotations 75Outputs 4955/100

get_youtube_leaderboard

Title99/100

Get YouTube leaderboard

The title clearly communicates the tool’s action and subject. Keep it concise.

Description61/100

Get aggregated YouTube channels and metrics owned by each company.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 11 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

sort

Not provided

Missing description. Explain what this value means and how to supply it.

months

Not provided

Missing description. Explain what this value means and how to supply it.

limit

Not provided

Missing description. Explain what this value means and how to supply it.

offset

Not provided

Missing description. Explain what this value means and how to supply it.

stage

Not provided

Missing description. Explain what this value means and how to supply it.

founded_after

Not provided

Missing description. Explain what this value means and how to supply it.

min_subscribers

Not provided

Missing description. Explain what this value means and how to supply it.

min_views

Not provided

Missing description. Explain what this value means and how to supply it.

min_videos

Not provided

Missing description. Explain what this value means and how to supply it.

min_views_per_video

Not provided

Missing description. Explain what this value means and how to supply it.

include_channels

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema49/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "anyOf": [
        {
          "type": "string",
          "format": "date"
        },
        {
          "type": "null"
        }
      ]
    }
  },
  "required": [
    "total_count",
    "limit",
    "offset",
    "results"
  ],
  "properties": {
    "sort": {
      "type": "string"
    },
    "limit": {
      "type": "integer"
    },
    "months": {
      "type": "integer"
    },
    "offset": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "channels": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "is_primary": {
                  "type": "boolean"
                },
                "latest_date": {
                  "type": "string",
                  "format": "date"
                },
                "baseline_date": {
                  "$ref": "#/$defs/1"
                }
              },
              "patternProperties": {
                "^(?:subscriber_count|videos_count|views_count)(?!\\n)$": {
                  "type": "integer"
                },
                "^(?:channel_id|channel_name|channel_slug|channel_url)(?!\\n)$": {
                  "type": "string"
                },
                "^(?:subscriber_growth_percent|video_growth_percent|view_growth_percent|views_per_video)(?!\\n)$": {
                  "type": [
                    "number",
                    "null"
                  ]
                },
                "^(?:baseline_subscriber_count|baseline_videos_count|baseline_views_count|subscriber_growth|video_growth|view_growth)(?!\\n)$": {
                  "type": [
                    "integer",
                    "null"
                  ]
                }
              },
              "additionalProperties": false
            }
          },
          "latest_date": {
            "$ref": "#/$defs/1"
          },
          "current_stage": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "patternProperties": {
          "^(?:company_name|company_slug)(?!\\n)$": {
            "type": "string"
          },
          "^(?:rank|subscriber_count|videos_count|views_count)(?!\\n)$": {
            "type": "integer"
          },
          "^(?:subscriber_growth_percent|video_growth_percent|view_growth_percent|views_per_video)(?!\\n)$": {
            "type": [
              "number",
              "null"
            ]
          },
          "^(?:baseline_subscriber_count|baseline_videos_count|baseline_views_count|subscriber_growth|video_growth|view_growth|year_founded)(?!\\n)$": {
            "type": [
              "integer",
              "null"
            ]
          }
        },
        "additionalProperties": false
      }
    },
    "total_count": {
      "type": "integer"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_youtube_leaderboard",
  "title": "Get YouTube leaderboard",
  "description": "Get aggregated YouTube channels and metrics owned by each company.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "sort": {
        "anyOf": [
          {
            "enum": [
              "subscriber_growth",
              "subscribers",
              "video_growth",
              "videos",
              "view_growth",
              "views",
              "views_per_video"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "limit": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "stage": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "months": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 24,
        "minimum": 1
      },
      "offset": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 1000000,
        "minimum": 0
      },
      "min_views": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 1000000000000000,
        "minimum": 0
      },
      "min_videos": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 1000000000,
        "minimum": 0
      },
      "founded_after": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 2100,
        "minimum": 1800
      },
      "min_subscribers": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 1000000000000,
        "minimum": 0
      },
      "include_channels": {
        "type": "boolean",
        "default": false
      },
      "min_views_per_video": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 1000000000000,
        "minimum": 0
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "anyOf": [
          {
            "type": "string",
            "format": "date"
          },
          {
            "type": "null"
          }
        ]
      }
    },
    "required": [
      "total_count",
      "limit",
      "offset",
      "results"
    ],
    "properties": {
      "sort": {
        "type": "string"
      },
      "limit": {
        "type": "integer"
      },
      "months": {
        "type": "integer"
      },
      "offset": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "channels": {
              "type": "array",
              "items": {
                "type": "object",
                "properties": {
                  "is_primary": {
                    "type": "boolean"
                  },
                  "latest_date": {
                    "type": "string",
                    "format": "date"
                  },
                  "baseline_date": {
                    "$ref": "#/$defs/1"
                  }
                },
                "patternProperties": {
                  "^(?:subscriber_count|videos_count|views_count)(?!\\n)$": {
                    "type": "integer"
                  },
                  "^(?:channel_id|channel_name|channel_slug|channel_url)(?!\\n)$": {
                    "type": "string"
                  },
                  "^(?:subscriber_growth_percent|video_growth_percent|view_growth_percent|views_per_video)(?!\\n)$": {
                    "type": [
                      "number",
                      "null"
                    ]
                  },
                  "^(?:baseline_subscriber_count|baseline_videos_count|baseline_views_count|subscriber_growth|video_growth|view_growth)(?!\\n)$": {
                    "type": [
                      "integer",
                      "null"
                    ]
                  }
                },
                "additionalProperties": false
              }
            },
            "latest_date": {
              "$ref": "#/$defs/1"
            },
            "current_stage": {
              "type": [
                "string",
                "null"
              ]
            }
          },
          "patternProperties": {
            "^(?:company_name|company_slug)(?!\\n)$": {
              "type": "string"
            },
            "^(?:rank|subscriber_count|videos_count|views_count)(?!\\n)$": {
              "type": "integer"
            },
            "^(?:subscriber_growth_percent|video_growth_percent|view_growth_percent|views_per_video)(?!\\n)$": {
              "type": [
                "number",
                "null"
              ]
            },
            "^(?:baseline_subscriber_count|baseline_videos_count|baseline_views_count|subscriber_growth|video_growth|view_growth|year_founded)(?!\\n)$": {
              "type": [
                "integer",
                "null"
              ]
            }
          },
          "additionalProperties": false
        }
      },
      "total_count": {
        "type": "integer"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_hackernews_postsTitles 97Descriptions 67Inputs 0Annotations 75Outputs 6858/100

get_hackernews_posts

Title97/100

List company Hacker News posts

The title clearly communicates the tool’s action and subject. Keep it concise.

Description67/100

Get Hacker News posts and submissions associated with a company.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 3 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema68/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "count",
    "results"
  ],
  "properties": {
    "next": {
      "type": [
        "string",
        "null"
      ]
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "url",
          "points",
          "num_comments",
          "post_date",
          "submission_url",
          "title",
          "author",
          "company_slug"
        ],
        "properties": {
          "url": {
            "type": "string"
          },
          "title": {
            "type": "string"
          },
          "author": {
            "type": "string"
          },
          "points": {
            "type": [
              "integer",
              "null"
            ]
          },
          "post_date": {
            "type": "string",
            "format": "date"
          },
          "company_slug": {
            "type": [
              "string",
              "null"
            ]
          },
          "num_comments": {
            "type": [
              "integer",
              "null"
            ]
          },
          "submission_url": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_hackernews_posts",
  "title": "List company Hacker News posts",
  "description": "Get Hacker News posts and submissions associated with a company.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "count",
      "results"
    ],
    "properties": {
      "next": {
        "type": [
          "string",
          "null"
        ]
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "url",
            "points",
            "num_comments",
            "post_date",
            "submission_url",
            "title",
            "author",
            "company_slug"
          ],
          "properties": {
            "url": {
              "type": "string"
            },
            "title": {
              "type": "string"
            },
            "author": {
              "type": "string"
            },
            "points": {
              "type": [
                "integer",
                "null"
              ]
            },
            "post_date": {
              "type": "string",
              "format": "date"
            },
            "company_slug": {
              "type": [
                "string",
                "null"
              ]
            },
            "num_comments": {
              "type": [
                "integer",
                "null"
              ]
            },
            "submission_url": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_hackernews_latestTitles 95Descriptions 71Inputs 0Annotations 75Outputs 6558/100

get_hackernews_latest

Title95/100

Get latest company Hacker News post

The title clearly communicates the tool’s action and subject. Keep it concise.

Description71/100

Get a company's most recent Hacker News post and its metadata.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 1 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema65/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "url",
    "points",
    "num_comments",
    "post_date",
    "submission_url",
    "title",
    "author",
    "company_slug"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "title": {
      "type": "string"
    },
    "author": {
      "type": "string"
    },
    "points": {
      "type": [
        "integer",
        "null"
      ]
    },
    "post_date": {
      "type": "string",
      "format": "date"
    },
    "company_slug": {
      "type": [
        "string",
        "null"
      ]
    },
    "num_comments": {
      "type": [
        "integer",
        "null"
      ]
    },
    "submission_url": {
      "type": "string"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_hackernews_latest",
  "title": "Get latest company Hacker News post",
  "description": "Get a company's most recent Hacker News post and its metadata.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "url",
      "points",
      "num_comments",
      "post_date",
      "submission_url",
      "title",
      "author",
      "company_slug"
    ],
    "properties": {
      "url": {
        "type": "string"
      },
      "title": {
        "type": "string"
      },
      "author": {
        "type": "string"
      },
      "points": {
        "type": [
          "integer",
          "null"
        ]
      },
      "post_date": {
        "type": "string",
        "format": "date"
      },
      "company_slug": {
        "type": [
          "string",
          "null"
        ]
      },
      "num_comments": {
        "type": [
          "integer",
          "null"
        ]
      },
      "submission_url": {
        "type": "string"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_trends_summaryTitles 97Descriptions 70Inputs 0Annotations 75Outputs 5157/100

get_trends_summary

Title97/100

Get developer trend summary

The title clearly communicates the tool’s action and subject. Keep it concise.

Description70/100

Trend counts/direction; 12 weeks default (1-104). get_trends_data has weekly series. company selects associated topics, not publishers. non_product default; product/all only on explicit user request.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 4 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

weeks

Not provided

Missing description. Explain what this value means and how to supply it.

space

Not provided

Missing description. Explain what this value means and how to supply it.

product_scope

Not provided

Missing description. Explain what this value means and how to supply it.

company

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema51/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "trending_up",
    "trending_down",
    "emerging_count",
    "total_mentions",
    "companies_count",
    "mode"
  ],
  "properties": {
    "mode": {
      "type": "string"
    },
    "trending_up": {
      "type": "integer"
    },
    "trending_down": {
      "type": "integer"
    },
    "emerging_count": {
      "type": "integer"
    },
    "total_mentions": {
      "type": "integer"
    },
    "companies_count": {
      "type": "integer"
    }
  },
  "patternProperties": {
    "^(?:account_type|period_label|source)(?!\\n)$": {
      "type": "string"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_trends_summary",
  "title": "Get developer trend summary",
  "description": "Trend counts/direction; 12 weeks default (1-104). get_trends_data has weekly series. company selects associated topics, not publishers. non_product default; product/all only on explicit user request.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "space": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "weeks": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 104,
        "minimum": 1
      },
      "company": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "product_scope": {
        "enum": [
          "non_product",
          "product",
          "all"
        ],
        "type": "string",
        "default": "non_product"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "trending_up",
      "trending_down",
      "emerging_count",
      "total_mentions",
      "companies_count",
      "mode"
    ],
    "properties": {
      "mode": {
        "type": "string"
      },
      "trending_up": {
        "type": "integer"
      },
      "trending_down": {
        "type": "integer"
      },
      "emerging_count": {
        "type": "integer"
      },
      "total_mentions": {
        "type": "integer"
      },
      "companies_count": {
        "type": "integer"
      }
    },
    "patternProperties": {
      "^(?:account_type|period_label|source)(?!\\n)$": {
        "type": "string"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_trends_dataTitles 94Descriptions 69Inputs 0Annotations 75Outputs 4555/100

get_trends_data

Title94/100

Get developer trend data

The title clearly communicates the tool’s action and subject. Keep it concise.

Description69/100

Weekly topic series, totals and emerging evidence; 12 weeks default (1-104). company selects associated topics, not publishers. non_product default; product/all only on explicit user request.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 4 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

weeks

Not provided

Missing description. Explain what this value means and how to supply it.

space

Not provided

Missing description. Explain what this value means and how to supply it.

product_scope

Not provided

Missing description. Explain what this value means and how to supply it.

company

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema45/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": [
        "integer",
        "null"
      ]
    },
    "2": {
      "type": [
        "number",
        "null"
      ]
    },
    "3": {
      "type": "string",
      "format": "date"
    },
    "4": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          },
          "is_product": {
            "type": "boolean"
          }
        },
        "additionalProperties": false
      }
    }
  },
  "required": [
    "mode",
    "summary",
    "topics",
    "emerging"
  ],
  "properties": {
    "mode": {
      "type": "string"
    },
    "source": {
      "type": "string"
    },
    "topics": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "name",
          "slug",
          "category",
          "keywords",
          "trend_kind",
          "concepts",
          "implementations",
          "related_topics",
          "latest_mention_count",
          "latest_post_count",
          "latest_company_count",
          "latest_wow_change",
          "latest_raw_mention_count",
          "latest_normalized_mention_count",
          "latest_raw_normalized_delta",
          "mode",
          "weekly_data"
        ],
        "properties": {
          "mode": {
            "type": "string"
          },
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          },
          "category": {
            "type": [
              "string",
              "null"
            ]
          },
          "concepts": {
            "$ref": "#/$defs/4"
          },
          "keywords": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "companies": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "name": {
                  "type": "string"
                },
                "slug": {
                  "type": "string"
                }
              },
              "additionalProperties": false
            }
          },
          "is_product": {
            "type": "boolean"
          },
          "projection": {
            "anyOf": [
              {
                "type": "object",
                "required": [
                  "period_start",
                  "period_label",
                  "mention_count",
                  "post_count",
                  "company_count",
                  "change",
                  "is_projected",
                  "projection_method",
                  "actual_mention_count",
                  "actual_post_count",
                  "actual_company_count",
                  "days_elapsed",
                  "total_days"
                ],
                "properties": {
                  "change": {
                    "$ref": "#/$defs/2"
                  },
                  "post_count": {
                    "type": "integer"
                  },
                  "total_days": {
                    "type": "integer"
                  },
                  "days_elapsed": {
                    "type": "integer"
                  },
                  "is_projected": {
                    "type": "boolean"
                  },
                  "period_label": {
                    "type": "string"
                  },
                  "period_start": {
                    "$ref": "#/$defs/3"
                  },
                  "company_count": {
                    "type": "integer"
                  },
                  "mention_count": {
                    "type": "integer"
                  },
                  "actual_post_count": {
                    "type": "integer"
                  },
                  "projection_method": {
                    "type": "string"
                  },
                  "actual_company_count": {
                    "type": "integer"
                  },
                  "actual_mention_count": {
                    "type": "integer"
                  }
                },
                "additionalProperties": false
              },
              {
                "type": "null"
              }
            ]
          },
          "trend_kind": {
            "type": "string"
          },
          "period_data": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "change": {
                  "$ref": "#/$defs/2"
                },
                "raw_mention_count": {
                  "type": "integer"
                }
              },
              "patternProperties": {
                "^(?:period_end|period_start)(?!\\n)$": {
                  "$ref": "#/$defs/3"
                },
                "^(?:company_count|mention_count|normalized_mention_count|post_count)(?!\\n)$": {
                  "$ref": "#/$defs/1"
                }
              },
              "additionalProperties": false
            }
          },
          "weekly_data": {
            "type": "array",
            "items": {
              "type": "object",
              "required": [
                "week_start",
                "mention_count",
                "post_count",
                "company_count",
                "wow_change",
                "raw_mention_count",
                "normalized_mention_count"
              ],
              "properties": {
                "post_count": {
                  "$ref": "#/$defs/1"
                },
                "week_start": {
                  "$ref": "#/$defs/3"
                },
                "wow_change": {
                  "$ref": "#/$defs/2"
                },
                "company_count": {
                  "$ref": "#/$defs/1"
                },
                "mention_count": {
                  "$ref": "#/$defs/1"
                },
                "raw_mention_count": {
                  "type": "integer"
                },
                "normalized_mention_count": {
                  "$ref": "#/$defs/1"
                }
              },
              "patternProperties": {
                "^(?:change|week_over_week_change)(?!\\n)$": {
                  "$ref": "#/$defs/2"
                },
                "^(?:period_end|period_start|week_end)(?!\\n)$": {
                  "$ref": "#/$defs/3"
                }
              },
              "additionalProperties": false
            }
          },
          "latest_change": {
            "$ref": "#/$defs/2"
          },
          "related_topics": {
            "$ref": "#/$defs/4"
          },
          "implementations": {
            "$ref": "#/$defs/4"
          },
          "latest_post_count": {
            "$ref": "#/$defs/1"
          },
          "latest_wow_change": {
            "$ref": "#/$defs/2"
          },
          "latest_company_count": {
            "$ref": "#/$defs/1"
          },
          "latest_mention_count": {
            "$ref": "#/$defs/1"
          },
          "latest_raw_mention_count": {
            "type": "integer"
          },
          "latest_raw_normalized_delta": {
            "$ref": "#/$defs/1"
          },
          "latest_normalized_mention_count": {
            "$ref": "#/$defs/1"
          }
        },
        "additionalProperties": false
      }
    },
    "summary": {
      "type": "object",
      "required": [
        "trending_up",
        "trending_down",
        "emerging_count",
        "total_mentions",
        "companies_count",
        "mode"
      ],
      "properties": {
        "mode": {
          "type": "string"
        },
        "trending_up": {
          "type": "integer"
        },
        "trending_down": {
          "type": "integer"
        },
        "emerging_count": {
          "type": "integer"
        },
        "total_mentions": {
          "type": "integer"
        },
        "companies_count": {
          "type": "integer"
        }
      },
      "patternProperties": {
        "^(?:account_type|period_label|source)(?!\\n)$": {
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "emerging": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "term": {
            "type": "string"
          },
          "growth_rate": {
            "$ref": "#/$defs/2"
          },
          "first_detected": {
            "anyOf": [
              {
                "$ref": "#/$defs/3"
              },
              {
                "type": "null"
              }
            ]
          },
          "velocity_score": {
            "type": "number"
          }
        },
        "patternProperties": {
          "^(?:current_week_count|previous_week_count|total_count)(?!\\n)$": {
            "type": "integer"
          }
        },
        "additionalProperties": false
      }
    },
    "account_type": {
      "type": "string"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_trends_data",
  "title": "Get developer trend data",
  "description": "Weekly topic series, totals and emerging evidence; 12 weeks default (1-104). company selects associated topics, not publishers. non_product default; product/all only on explicit user request.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "space": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "weeks": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 104,
        "minimum": 1
      },
      "company": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "product_scope": {
        "enum": [
          "non_product",
          "product",
          "all"
        ],
        "type": "string",
        "default": "non_product"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": [
          "integer",
          "null"
        ]
      },
      "2": {
        "type": [
          "number",
          "null"
        ]
      },
      "3": {
        "type": "string",
        "format": "date"
      },
      "4": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "slug": {
              "type": "string"
            },
            "is_product": {
              "type": "boolean"
            }
          },
          "additionalProperties": false
        }
      }
    },
    "required": [
      "mode",
      "summary",
      "topics",
      "emerging"
    ],
    "properties": {
      "mode": {
        "type": "string"
      },
      "source": {
        "type": "string"
      },
      "topics": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "name",
            "slug",
            "category",
            "keywords",
            "trend_kind",
            "concepts",
            "implementations",
            "related_topics",
            "latest_mention_count",
            "latest_post_count",
            "latest_company_count",
            "latest_wow_change",
            "latest_raw_mention_count",
            "latest_normalized_mention_count",
            "latest_raw_normalized_delta",
            "mode",
            "weekly_data"
          ],
          "properties": {
            "mode": {
              "type": "string"
            },
            "name": {
              "type": "string"
            },
            "slug": {
              "type": "string"
            },
            "category": {
              "type": [
                "string",
                "null"
              ]
            },
            "concepts": {
              "$ref": "#/$defs/4"
            },
            "keywords": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "companies": {
              "type": "array",
              "items": {
                "type": "object",
                "properties": {
                  "name": {
                    "type": "string"
                  },
                  "slug": {
                    "type": "string"
                  }
                },
                "additionalProperties": false
              }
            },
            "is_product": {
              "type": "boolean"
            },
            "projection": {
              "anyOf": [
                {
                  "type": "object",
                  "required": [
                    "period_start",
                    "period_label",
                    "mention_count",
                    "post_count",
                    "company_count",
                    "change",
                    "is_projected",
                    "projection_method",
                    "actual_mention_count",
                    "actual_post_count",
                    "actual_company_count",
                    "days_elapsed",
                    "total_days"
                  ],
                  "properties": {
                    "change": {
                      "$ref": "#/$defs/2"
                    },
                    "post_count": {
                      "type": "integer"
                    },
                    "total_days": {
                      "type": "integer"
                    },
                    "days_elapsed": {
                      "type": "integer"
                    },
                    "is_projected": {
                      "type": "boolean"
                    },
                    "period_label": {
                      "type": "string"
                    },
                    "period_start": {
                      "$ref": "#/$defs/3"
                    },
                    "company_count": {
                      "type": "integer"
                    },
                    "mention_count": {
                      "type": "integer"
                    },
                    "actual_post_count": {
                      "type": "integer"
                    },
                    "projection_method": {
                      "type": "string"
                    },
                    "actual_company_count": {
                      "type": "integer"
                    },
                    "actual_mention_count": {
                      "type": "integer"
                    }
                  },
                  "additionalProperties": false
                },
                {
                  "type": "null"
                }
              ]
            },
            "trend_kind": {
              "type": "string"
            },
            "period_data": {
              "type": "array",
              "items": {
                "type": "object",
                "properties": {
                  "change": {
                    "$ref": "#/$defs/2"
                  },
                  "raw_mention_count": {
                    "type": "integer"
                  }
                },
                "patternProperties": {
                  "^(?:period_end|period_start)(?!\\n)$": {
                    "$ref": "#/$defs/3"
                  },
                  "^(?:company_count|mention_count|normalized_mention_count|post_count)(?!\\n)$": {
                    "$ref": "#/$defs/1"
                  }
                },
                "additionalProperties": false
              }
            },
            "weekly_data": {
              "type": "array",
              "items": {
                "type": "object",
                "required": [
                  "week_start",
                  "mention_count",
                  "post_count",
                  "company_count",
                  "wow_change",
                  "raw_mention_count",
                  "normalized_mention_count"
                ],
                "properties": {
                  "post_count": {
                    "$ref": "#/$defs/1"
                  },
                  "week_start": {
                    "$ref": "#/$defs/3"
                  },
                  "wow_change": {
                    "$ref": "#/$defs/2"
                  },
                  "company_count": {
                    "$ref": "#/$defs/1"
                  },
                  "mention_count": {
                    "$ref": "#/$defs/1"
                  },
                  "raw_mention_count": {
                    "type": "integer"
                  },
                  "normalized_mention_count": {
                    "$ref": "#/$defs/1"
                  }
                },
                "patternProperties": {
                  "^(?:change|week_over_week_change)(?!\\n)$": {
                    "$ref": "#/$defs/2"
                  },
                  "^(?:period_end|period_start|week_end)(?!\\n)$": {
                    "$ref": "#/$defs/3"
                  }
                },
                "additionalProperties": false
              }
            },
            "latest_change": {
              "$ref": "#/$defs/2"
            },
            "related_topics": {
              "$ref": "#/$defs/4"
            },
            "implementations": {
              "$ref": "#/$defs/4"
            },
            "latest_post_count": {
              "$ref": "#/$defs/1"
            },
            "latest_wow_change": {
              "$ref": "#/$defs/2"
            },
            "latest_company_count": {
              "$ref": "#/$defs/1"
            },
            "latest_mention_count": {
              "$ref": "#/$defs/1"
            },
            "latest_raw_mention_count": {
              "type": "integer"
            },
            "latest_raw_normalized_delta": {
              "$ref": "#/$defs/1"
            },
            "latest_normalized_mention_count": {
              "$ref": "#/$defs/1"
            }
          },
          "additionalProperties": false
        }
      },
      "summary": {
        "type": "object",
        "required": [
          "trending_up",
          "trending_down",
          "emerging_count",
          "total_mentions",
          "companies_count",
          "mode"
        ],
        "properties": {
          "mode": {
            "type": "string"
          },
          "trending_up": {
            "type": "integer"
          },
          "trending_down": {
            "type": "integer"
          },
          "emerging_count": {
            "type": "integer"
          },
          "total_mentions": {
            "type": "integer"
          },
          "companies_count": {
            "type": "integer"
          }
        },
        "patternProperties": {
          "^(?:account_type|period_label|source)(?!\\n)$": {
            "type": "string"
          }
        },
        "additionalProperties": false
      },
      "emerging": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "term": {
              "type": "string"
            },
            "growth_rate": {
              "$ref": "#/$defs/2"
            },
            "first_detected": {
              "anyOf": [
                {
                  "$ref": "#/$defs/3"
                },
                {
                  "type": "null"
                }
              ]
            },
            "velocity_score": {
              "type": "number"
            }
          },
          "patternProperties": {
            "^(?:current_week_count|previous_week_count|total_count)(?!\\n)$": {
              "type": "integer"
            }
          },
          "additionalProperties": false
        }
      },
      "account_type": {
        "type": "string"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_trend_topicsTitles 99Descriptions 68Inputs 0Annotations 75Outputs 4356/100

get_trend_topics

Title99/100

List trend topics

The title clearly communicates the tool’s action and subject. Keep it concise.

Description68/100

Tracked topic slugs/metadata; get_trends_data has weekly series. company selects associated topics, not publishers. non_product default; product/all only on explicit user request.

The description explains the capability, when to use it, and what to expect.

Inputs0/100

0 of 4 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

product_scope

Not provided

Missing description. Explain what this value means and how to supply it.

company

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema43/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "count",
    "results"
  ],
  "properties": {
    "next": {
      "type": [
        "string",
        "null"
      ]
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "companies": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "name": {
                  "type": "string"
                },
                "slug": {
                  "type": "string"
                }
              },
              "additionalProperties": false
            }
          },
          "updated_at": {
            "type": "string",
            "format": "date-time"
          },
          "keyword_list": {
            "type": "array",
            "items": {
              "type": "string"
            }
          }
        },
        "patternProperties": {
          "^(?:is_active|is_product)(?!\\n)$": {
            "type": "boolean"
          },
          "^(?:concepts|implementations|related_topics)(?!\\n)$": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "name": {
                  "type": "string"
                },
                "slug": {
                  "type": "string"
                },
                "is_product": {
                  "type": "boolean"
                }
              },
              "additionalProperties": false
            }
          },
          "^(?:category|description|tracking_start_date)(?!\\n)$": {
            "type": [
              "string",
              "null"
            ]
          },
          "^(?:keywords|name|slug|topic_type|trend_kind)(?!\\n)$": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_trend_topics",
  "title": "List trend topics",
  "description": "Tracked topic slugs/metadata; get_trends_data has weekly series. company selects associated topics, not publishers. non_product default; product/all only on explicit user request.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "company": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "product_scope": {
        "enum": [
          "non_product",
          "product",
          "all"
        ],
        "type": "string",
        "default": "non_product"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "count",
      "results"
    ],
    "properties": {
      "next": {
        "type": [
          "string",
          "null"
        ]
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "companies": {
              "type": "array",
              "items": {
                "type": "object",
                "properties": {
                  "name": {
                    "type": "string"
                  },
                  "slug": {
                    "type": "string"
                  }
                },
                "additionalProperties": false
              }
            },
            "updated_at": {
              "type": "string",
              "format": "date-time"
            },
            "keyword_list": {
              "type": "array",
              "items": {
                "type": "string"
              }
            }
          },
          "patternProperties": {
            "^(?:is_active|is_product)(?!\\n)$": {
              "type": "boolean"
            },
            "^(?:concepts|implementations|related_topics)(?!\\n)$": {
              "type": "array",
              "items": {
                "type": "object",
                "properties": {
                  "name": {
                    "type": "string"
                  },
                  "slug": {
                    "type": "string"
                  },
                  "is_product": {
                    "type": "boolean"
                  }
                },
                "additionalProperties": false
              }
            },
            "^(?:category|description|tracking_start_date)(?!\\n)$": {
              "type": [
                "string",
                "null"
              ]
            },
            "^(?:keywords|name|slug|topic_type|trend_kind)(?!\\n)$": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_trend_topicTitles 99Descriptions 65Inputs 0Annotations 75Outputs 4756/100

get_trend_topic

Title99/100

Get trend topic details

The title clearly communicates the tool’s action and subject. Keep it concise.

Description65/100

Get detailed information about a specific developer trend.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 1 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

slug

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema47/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "properties": {
    "companies": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "updated_at": {
      "type": "string",
      "format": "date-time"
    },
    "keyword_list": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "patternProperties": {
    "^(?:is_active|is_product)(?!\\n)$": {
      "type": "boolean"
    },
    "^(?:concepts|implementations|related_topics)(?!\\n)$": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          },
          "is_product": {
            "type": "boolean"
          }
        },
        "additionalProperties": false
      }
    },
    "^(?:category|description|tracking_start_date)(?!\\n)$": {
      "type": [
        "string",
        "null"
      ]
    },
    "^(?:keywords|name|slug|topic_type|trend_kind)(?!\\n)$": {
      "type": "string"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_trend_topic",
  "title": "Get trend topic details",
  "description": "Get detailed information about a specific developer trend.",
  "inputSchema": {
    "type": "object",
    "required": [
      "slug"
    ],
    "properties": {
      "slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "properties": {
      "companies": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "slug": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "updated_at": {
        "type": "string",
        "format": "date-time"
      },
      "keyword_list": {
        "type": "array",
        "items": {
          "type": "string"
        }
      }
    },
    "patternProperties": {
      "^(?:is_active|is_product)(?!\\n)$": {
        "type": "boolean"
      },
      "^(?:concepts|implementations|related_topics)(?!\\n)$": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "slug": {
              "type": "string"
            },
            "is_product": {
              "type": "boolean"
            }
          },
          "additionalProperties": false
        }
      },
      "^(?:category|description|tracking_start_date)(?!\\n)$": {
        "type": [
          "string",
          "null"
        ]
      },
      "^(?:keywords|name|slug|topic_type|trend_kind)(?!\\n)$": {
        "type": "string"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_trend_topic_dataTitles 97Descriptions 63Inputs 0Annotations 75Outputs 6156/100

get_trend_topic_data

Title97/100

Get trend topic history

The title clearly communicates the tool’s action and subject. Keep it concise.

Description63/100

Get single-trend time-series data plus metrics for evidence.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 7 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

slug

Not provided

Missing description. Explain what this value means and how to supply it.

weeks

Not provided

Missing description. Explain what this value means and how to supply it.

post_limit

Not provided

Missing description. Explain what this value means and how to supply it.

post_days

Not provided

Missing description. Explain what this value means and how to supply it.

post_weeks

Not provided

Missing description. Explain what this value means and how to supply it.

post_months

Not provided

Missing description. Explain what this value means and how to supply it.

space

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema61/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": [
        "integer",
        "null"
      ]
    },
    "2": {
      "type": "string",
      "format": "date"
    },
    "3": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          },
          "is_product": {
            "type": "boolean"
          }
        },
        "additionalProperties": false
      }
    },
    "4": {
      "anyOf": [
        {
          "$ref": "#/$defs/2"
        },
        {
          "type": "null"
        }
      ]
    },
    "5": {
      "type": "object",
      "patternProperties": {
        "^(?:bookmarks_count|comments_count|likes_count|points_count|quotes_count|replies_count|reposts_count|shares_count|views_count)(?!\\n)$": {
          "type": "object",
          "required": [
            "total",
            "coverage"
          ],
          "properties": {
            "total": {
              "$ref": "#/$defs/1"
            },
            "coverage": {
              "type": "integer"
            }
          },
          "additionalProperties": false
        }
      },
      "additionalProperties": false
    },
    "6": {
      "type": "object",
      "properties": {
        "name": {
          "type": "string"
        },
        "slug": {
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "7": {
      "anyOf": [
        {
          "type": "object",
          "properties": {
            "week_end": {
              "$ref": "#/$defs/4"
            },
            "engagement": {
              "$ref": "#/$defs/5"
            },
            "is_projected": {
              "type": "boolean"
            }
          },
          "patternProperties": {
            "^(?:change|wow_change)(?!\\n)$": {
              "type": [
                "number",
                "null"
              ]
            },
            "^(?:normalization_version|period_label|projection_method)(?!\\n)$": {
              "type": "string"
            },
            "^(?:month_end|month_start|period_end|period_start|week_start|year_end|year_start)(?!\\n)$": {
              "$ref": "#/$defs/2"
            },
            "^(?:actual_company_count|actual_mention_count|actual_post_count|days_elapsed|raw_mention_count|total_days)(?!\\n)$": {
              "type": "integer"
            },
            "^(?:capped_company_count|company_count|eligible_mention_count|mention_count|normalized_mention_count|post_count|removed_by_capping_mentions|removed_by_quarantine_mentions)(?!\\n)$": {
              "$ref": "#/$defs/1"
            }
          },
          "additionalProperties": false
        },
        {
          "type": "null"
        }
      ]
    }
  },
  "required": [
    "mode",
    "topic",
    "summary",
    "weekly_data",
    "blog_posts",
    "contributor_diagnostics"
  ],
  "properties": {
    "mode": {
      "type": "string"
    },
    "topic": {
      "type": "object",
      "required": [
        "name",
        "slug",
        "category",
        "description",
        "keywords",
        "trend_kind",
        "concepts",
        "implementations",
        "related_topics"
      ],
      "properties": {
        "name": {
          "type": "string"
        },
        "slug": {
          "type": "string"
        },
        "category": {
          "type": [
            "string",
            "null"
          ]
        },
        "concepts": {
          "$ref": "#/$defs/3"
        },
        "keywords": {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "companies": {
          "type": "array",
          "items": {
            "$ref": "#/$defs/6"
          }
        },
        "is_product": {
          "type": "boolean"
        },
        "trend_kind": {
          "type": "string"
        },
        "description": {
          "type": [
            "string",
            "null"
          ]
        },
        "related_topics": {
          "$ref": "#/$defs/3"
        },
        "implementations": {
          "$ref": "#/$defs/3"
        }
      },
      "additionalProperties": false
    },
    "source": {
      "type": "string"
    },
    "summary": {
      "type": "object",
      "required": [
        "total_mentions",
        "total_posts",
        "total_companies",
        "avg_mentions_per_period",
        "trend_direction",
        "latest_change",
        "best_period",
        "worst_period"
      ],
      "properties": {
        "best_period": {
          "$ref": "#/$defs/7"
        },
        "total_posts": {
          "type": "integer"
        },
        "worst_period": {
          "$ref": "#/$defs/7"
        },
        "latest_change": {
          "type": [
            "number",
            "null"
          ]
        },
        "total_mentions": {
          "type": "integer"
        },
        "total_companies": {
          "type": "integer"
        },
        "trend_direction": {
          "type": "string"
        },
        "avg_mentions_per_period": {
          "type": "number"
        }
      },
      "additionalProperties": false
    },
    "evidence": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "source",
          "source_object_id",
          "title",
          "url",
          "publication_date",
          "company",
          "account_type",
          "mention_count"
        ],
        "properties": {
          "url": {
            "type": "string"
          },
          "title": {
            "type": "string"
          },
          "source": {
            "type": "string"
          },
          "company": {
            "anyOf": [
              {
                "$ref": "#/$defs/6"
              },
              {
                "type": "null"
              }
            ]
          },
          "account_type": {
            "type": "string"
          },
          "mention_count": {
            "type": "integer"
          },
          "publication_date": {
            "$ref": "#/$defs/2"
          },
          "source_object_id": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "blog_posts": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "title",
          "slug",
          "source_url",
          "company_name",
          "company_slug",
          "company_competitive_spaces",
          "date_published",
          "author",
          "summary",
          "word_count",
          "mention_count",
          "is_removed",
          "text_preview"
        ],
        "properties": {
          "slug": {
            "type": "string"
          },
          "title": {
            "type": "string"
          },
          "author": {
            "type": [
              "string",
              "null"
            ]
          },
          "summary": {
            "type": [
              "string",
              "null"
            ]
          },
          "is_removed": {
            "type": "boolean"
          },
          "source_url": {
            "type": "string"
          },
          "word_count": {
            "$ref": "#/$defs/1"
          },
          "company_name": {
            "type": "string"
          },
          "company_slug": {
            "type": "string"
          },
          "text_preview": {
            "type": "string"
          },
          "mention_count": {
            "type": "integer"
          },
          "date_published": {
            "$ref": "#/$defs/4"
          },
          "company_competitive_spaces": {
            "$ref": "#/$defs/3"
          }
        },
        "additionalProperties": false
      }
    },
    "weekly_data": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "week_start",
          "week_end",
          "period_label",
          "mention_count",
          "post_count",
          "company_count",
          "change",
          "raw_mention_count",
          "normalized_mention_count",
          "eligible_mention_count",
          "removed_by_quarantine_mentions",
          "removed_by_capping_mentions",
          "capped_company_count"
        ],
        "properties": {
          "change": {
            "type": [
              "number",
              "null"
            ]
          },
          "week_end": {
            "$ref": "#/$defs/4"
          },
          "engagement": {
            "$ref": "#/$defs/5"
          },
          "post_count": {
            "$ref": "#/$defs/1"
          },
          "week_start": {
            "$ref": "#/$defs/2"
          },
          "wow_change": {
            "type": [
              "number",
              "null"
            ]
          },
          "is_projected": {
            "type": "boolean"
          },
          "period_label": {
            "type": "string"
          },
          "company_count": {
            "$ref": "#/$defs/1"
          },
          "mention_count": {
            "$ref": "#/$defs/1"
          },
          "raw_mention_count": {
            "type": "integer"
          },
          "capped_company_count": {
            "$ref": "#/$defs/1"
          },
          "eligible_mention_count": {
            "$ref": "#/$defs/1"
          },
          "normalized_mention_count": {
            "$ref": "#/$defs/1"
          },
          "removed_by_capping_mentions": {
            "$ref": "#/$defs/1"
          },
          "removed_by_quarantine_mentions": {
            "$ref": "#/$defs/1"
          }
        },
        "patternProperties": {
          "^(?:normalization_version|projection_method)(?!\\n)$": {
            "type": "string"
          },
          "^(?:month_end|month_start|period_end|period_start|year_end|year_start)(?!\\n)$": {
            "$ref": "#/$defs/2"
          },
          "^(?:actual_company_count|actual_mention_count|actual_post_count|days_elapsed|total_days)(?!\\n)$": {
            "type": "integer"
          }
        },
        "additionalProperties": false
      }
    },
    "account_type": {
      "type": "string"
    },
    "engagement_semantics": {
      "type": [
        "string",
        "null"
      ]
    },
    "contributor_diagnostics": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "company_name",
          "company_slug",
          "raw_mentions",
          "normalized_mentions",
          "calculated_cap",
          "excluded",
          "clipped",
          "public_reason"
        ],
        "properties": {
          "clipped": {
            "type": "boolean"
          },
          "excluded": {
            "type": "boolean"
          },
          "company_name": {
            "type": "string"
          },
          "company_slug": {
            "type": "string"
          },
          "raw_mentions": {
            "type": "integer"
          },
          "public_reason": {
            "type": "string"
          },
          "calculated_cap": {
            "$ref": "#/$defs/1"
          },
          "normalized_mentions": {
            "type": "integer"
          }
        },
        "additionalProperties": false
      }
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_trend_topic_data",
  "title": "Get trend topic history",
  "description": "Get single-trend time-series data plus metrics for evidence.",
  "inputSchema": {
    "type": "object",
    "required": [
      "slug"
    ],
    "properties": {
      "slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "space": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "weeks": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 260,
        "minimum": 1
      },
      "post_days": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 3650,
        "minimum": 1
      },
      "post_limit": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 500,
        "minimum": 1
      },
      "post_weeks": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 260,
        "minimum": 1
      },
      "post_months": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 120,
        "minimum": 1
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": [
          "integer",
          "null"
        ]
      },
      "2": {
        "type": "string",
        "format": "date"
      },
      "3": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "slug": {
              "type": "string"
            },
            "is_product": {
              "type": "boolean"
            }
          },
          "additionalProperties": false
        }
      },
      "4": {
        "anyOf": [
          {
            "$ref": "#/$defs/2"
          },
          {
            "type": "null"
          }
        ]
      },
      "5": {
        "type": "object",
        "patternProperties": {
          "^(?:bookmarks_count|comments_count|likes_count|points_count|quotes_count|replies_count|reposts_count|shares_count|views_count)(?!\\n)$": {
            "type": "object",
            "required": [
              "total",
              "coverage"
            ],
            "properties": {
              "total": {
                "$ref": "#/$defs/1"
              },
              "coverage": {
                "type": "integer"
              }
            },
            "additionalProperties": false
          }
        },
        "additionalProperties": false
      },
      "6": {
        "type": "object",
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      },
      "7": {
        "anyOf": [
          {
            "type": "object",
            "properties": {
              "week_end": {
                "$ref": "#/$defs/4"
              },
              "engagement": {
                "$ref": "#/$defs/5"
              },
              "is_projected": {
                "type": "boolean"
              }
            },
            "patternProperties": {
              "^(?:change|wow_change)(?!\\n)$": {
                "type": [
                  "number",
                  "null"
                ]
              },
              "^(?:normalization_version|period_label|projection_method)(?!\\n)$": {
                "type": "string"
              },
              "^(?:month_end|month_start|period_end|period_start|week_start|year_end|year_start)(?!\\n)$": {
                "$ref": "#/$defs/2"
              },
              "^(?:actual_company_count|actual_mention_count|actual_post_count|days_elapsed|raw_mention_count|total_days)(?!\\n)$": {
                "type": "integer"
              },
              "^(?:capped_company_count|company_count|eligible_mention_count|mention_count|normalized_mention_count|post_count|removed_by_capping_mentions|removed_by_quarantine_mentions)(?!\\n)$": {
                "$ref": "#/$defs/1"
              }
            },
            "additionalProperties": false
          },
          {
            "type": "null"
          }
        ]
      }
    },
    "required": [
      "mode",
      "topic",
      "summary",
      "weekly_data",
      "blog_posts",
      "contributor_diagnostics"
    ],
    "properties": {
      "mode": {
        "type": "string"
      },
      "topic": {
        "type": "object",
        "required": [
          "name",
          "slug",
          "category",
          "description",
          "keywords",
          "trend_kind",
          "concepts",
          "implementations",
          "related_topics"
        ],
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          },
          "category": {
            "type": [
              "string",
              "null"
            ]
          },
          "concepts": {
            "$ref": "#/$defs/3"
          },
          "keywords": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "companies": {
            "type": "array",
            "items": {
              "$ref": "#/$defs/6"
            }
          },
          "is_product": {
            "type": "boolean"
          },
          "trend_kind": {
            "type": "string"
          },
          "description": {
            "type": [
              "string",
              "null"
            ]
          },
          "related_topics": {
            "$ref": "#/$defs/3"
          },
          "implementations": {
            "$ref": "#/$defs/3"
          }
        },
        "additionalProperties": false
      },
      "source": {
        "type": "string"
      },
      "summary": {
        "type": "object",
        "required": [
          "total_mentions",
          "total_posts",
          "total_companies",
          "avg_mentions_per_period",
          "trend_direction",
          "latest_change",
          "best_period",
          "worst_period"
        ],
        "properties": {
          "best_period": {
            "$ref": "#/$defs/7"
          },
          "total_posts": {
            "type": "integer"
          },
          "worst_period": {
            "$ref": "#/$defs/7"
          },
          "latest_change": {
            "type": [
              "number",
              "null"
            ]
          },
          "total_mentions": {
            "type": "integer"
          },
          "total_companies": {
            "type": "integer"
          },
          "trend_direction": {
            "type": "string"
          },
          "avg_mentions_per_period": {
            "type": "number"
          }
        },
        "additionalProperties": false
      },
      "evidence": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "source",
            "source_object_id",
            "title",
            "url",
            "publication_date",
            "company",
            "account_type",
            "mention_count"
          ],
          "properties": {
            "url": {
              "type": "string"
            },
            "title": {
              "type": "string"
            },
            "source": {
              "type": "string"
            },
            "company": {
              "anyOf": [
                {
                  "$ref": "#/$defs/6"
                },
                {
                  "type": "null"
                }
              ]
            },
            "account_type": {
              "type": "string"
            },
            "mention_count": {
              "type": "integer"
            },
            "publication_date": {
              "$ref": "#/$defs/2"
            },
            "source_object_id": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "blog_posts": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "title",
            "slug",
            "source_url",
            "company_name",
            "company_slug",
            "company_competitive_spaces",
            "date_published",
            "author",
            "summary",
            "word_count",
            "mention_count",
            "is_removed",
            "text_preview"
          ],
          "properties": {
            "slug": {
              "type": "string"
            },
            "title": {
              "type": "string"
            },
            "author": {
              "type": [
                "string",
                "null"
              ]
            },
            "summary": {
              "type": [
                "string",
                "null"
              ]
            },
            "is_removed": {
              "type": "boolean"
            },
            "source_url": {
              "type": "string"
            },
            "word_count": {
              "$ref": "#/$defs/1"
            },
            "company_name": {
              "type": "string"
            },
            "company_slug": {
              "type": "string"
            },
            "text_preview": {
              "type": "string"
            },
            "mention_count": {
              "type": "integer"
            },
            "date_published": {
              "$ref": "#/$defs/4"
            },
            "company_competitive_spaces": {
              "$ref": "#/$defs/3"
            }
          },
          "additionalProperties": false
        }
      },
      "weekly_data": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "week_start",
            "week_end",
            "period_label",
            "mention_count",
            "post_count",
            "company_count",
            "change",
            "raw_mention_count",
            "normalized_mention_count",
            "eligible_mention_count",
            "removed_by_quarantine_mentions",
            "removed_by_capping_mentions",
            "capped_company_count"
          ],
          "properties": {
            "change": {
              "type": [
                "number",
                "null"
              ]
            },
            "week_end": {
              "$ref": "#/$defs/4"
            },
            "engagement": {
              "$ref": "#/$defs/5"
            },
            "post_count": {
              "$ref": "#/$defs/1"
            },
            "week_start": {
              "$ref": "#/$defs/2"
            },
            "wow_change": {
              "type": [
                "number",
                "null"
              ]
            },
            "is_projected": {
              "type": "boolean"
            },
            "period_label": {
              "type": "string"
            },
            "company_count": {
              "$ref": "#/$defs/1"
            },
            "mention_count": {
              "$ref": "#/$defs/1"
            },
            "raw_mention_count": {
              "type": "integer"
            },
            "capped_company_count": {
              "$ref": "#/$defs/1"
            },
            "eligible_mention_count": {
              "$ref": "#/$defs/1"
            },
            "normalized_mention_count": {
              "$ref": "#/$defs/1"
            },
            "removed_by_capping_mentions": {
              "$ref": "#/$defs/1"
            },
            "removed_by_quarantine_mentions": {
              "$ref": "#/$defs/1"
            }
          },
          "patternProperties": {
            "^(?:normalization_version|projection_method)(?!\\n)$": {
              "type": "string"
            },
            "^(?:month_end|month_start|period_end|period_start|year_end|year_start)(?!\\n)$": {
              "$ref": "#/$defs/2"
            },
            "^(?:actual_company_count|actual_mention_count|actual_post_count|days_elapsed|total_days)(?!\\n)$": {
              "type": "integer"
            }
          },
          "additionalProperties": false
        }
      },
      "account_type": {
        "type": "string"
      },
      "engagement_semantics": {
        "type": [
          "string",
          "null"
        ]
      },
      "contributor_diagnostics": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "company_name",
            "company_slug",
            "raw_mentions",
            "normalized_mentions",
            "calculated_cap",
            "excluded",
            "clipped",
            "public_reason"
          ],
          "properties": {
            "clipped": {
              "type": "boolean"
            },
            "excluded": {
              "type": "boolean"
            },
            "company_name": {
              "type": "string"
            },
            "company_slug": {
              "type": "string"
            },
            "raw_mentions": {
              "type": "integer"
            },
            "public_reason": {
              "type": "string"
            },
            "calculated_cap": {
              "$ref": "#/$defs/1"
            },
            "normalized_mentions": {
              "type": "integer"
            }
          },
          "additionalProperties": false
        }
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

search_x_postsTitles 96Descriptions 66Inputs 0Annotations 75Outputs 6157/100

search_x_posts

Title96/100

Search X posts

The title clearly communicates the tool’s action and subject. Keep it concise.

Description66/100

Filter stored X posts; no keyword/topic/live search. companies: CSV slugs, max 100. account_scope defaults to company; employee/all opt in. Free: 14 days; paid for older. lookback_days or start_at, never both.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 13 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

companies

Not provided

Missing description. Explain what this value means and how to supply it.

space

Not provided

Missing description. Explain what this value means and how to supply it.

stage

Not provided

Missing description. Explain what this value means and how to supply it.

start_at

Not provided

Missing description. Explain what this value means and how to supply it.

end_at

Not provided

Missing description. Explain what this value means and how to supply it.

lookback_days

Not provided

Missing description. Explain what this value means and how to supply it.

account_scope

Not provided

Missing description. Explain what this value means and how to supply it.

username

Not provided

Missing description. Explain what this value means and how to supply it.

post_type

Not provided

Missing description. Explain what this value means and how to supply it.

min_views

Not provided

Missing description. Explain what this value means and how to supply it.

ordering

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema61/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": [
        "integer",
        "null"
      ]
    },
    "2": {
      "type": [
        "string",
        "null"
      ]
    },
    "3": {
      "type": "array",
      "items": {
        "type": [
          "string",
          "object"
        ]
      }
    },
    "4": {
      "type": "string",
      "format": "date-time"
    }
  },
  "required": [
    "count",
    "next",
    "previous",
    "results"
  ],
  "properties": {
    "next": {
      "$ref": "#/$defs/2"
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "x_post_id",
          "company_slug",
          "post_type",
          "author_x_user_id",
          "author_username",
          "author_display_name",
          "url",
          "text",
          "posted_at",
          "external_url",
          "photos",
          "videos",
          "hashtags",
          "tagged_users",
          "quoted_post",
          "reposted_post",
          "parent_post_details",
          "engagement",
          "replies_count",
          "reposts_count",
          "likes_count",
          "views_count",
          "quotes_count",
          "bookmarks_count",
          "first_collected_at",
          "last_collected_at",
          "account"
        ],
        "properties": {
          "url": {
            "type": "string"
          },
          "text": {
            "type": "string"
          },
          "photos": {
            "$ref": "#/$defs/3"
          },
          "videos": {
            "$ref": "#/$defs/3"
          },
          "account": {
            "type": "object",
            "required": [
              "account_scope",
              "account_type",
              "username",
              "display_name",
              "person_name",
              "job_title",
              "is_primary",
              "is_active"
            ],
            "properties": {
              "username": {
                "type": "string"
              },
              "is_active": {
                "type": "boolean"
              },
              "job_title": {
                "$ref": "#/$defs/2"
              },
              "is_primary": {
                "type": "boolean"
              },
              "person_name": {
                "$ref": "#/$defs/2"
              },
              "account_type": {
                "type": "string"
              },
              "display_name": {
                "type": "string"
              },
              "account_scope": {
                "type": "string"
              }
            },
            "additionalProperties": false
          },
          "hashtags": {
            "$ref": "#/$defs/3"
          },
          "post_type": {
            "type": "string"
          },
          "posted_at": {
            "$ref": "#/$defs/4"
          },
          "x_post_id": {
            "type": "string"
          },
          "engagement": {
            "type": "object",
            "required": [
              "replies_count",
              "reposts_count",
              "likes_count",
              "views_count",
              "quotes_count",
              "bookmarks_count"
            ],
            "properties": {
              "likes_count": {
                "$ref": "#/$defs/1"
              },
              "views_count": {
                "$ref": "#/$defs/1"
              },
              "quotes_count": {
                "$ref": "#/$defs/1"
              },
              "replies_count": {
                "$ref": "#/$defs/1"
              },
              "reposts_count": {
                "$ref": "#/$defs/1"
              },
              "bookmarks_count": {
                "$ref": "#/$defs/1"
              }
            },
            "additionalProperties": false
          },
          "likes_count": {
            "$ref": "#/$defs/1"
          },
          "quoted_post": {
            "type": "object"
          },
          "views_count": {
            "$ref": "#/$defs/1"
          },
          "company_slug": {
            "type": "string"
          },
          "external_url": {
            "$ref": "#/$defs/2"
          },
          "quotes_count": {
            "$ref": "#/$defs/1"
          },
          "tagged_users": {
            "$ref": "#/$defs/3"
          },
          "replies_count": {
            "$ref": "#/$defs/1"
          },
          "reposted_post": {
            "type": "object"
          },
          "reposts_count": {
            "$ref": "#/$defs/1"
          },
          "author_username": {
            "type": "string"
          },
          "bookmarks_count": {
            "$ref": "#/$defs/1"
          },
          "author_x_user_id": {
            "$ref": "#/$defs/2"
          },
          "last_collected_at": {
            "$ref": "#/$defs/4"
          },
          "first_collected_at": {
            "$ref": "#/$defs/4"
          },
          "author_display_name": {
            "type": "string"
          },
          "parent_post_details": {
            "type": "object"
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "$ref": "#/$defs/2"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "search_x_posts",
  "title": "Search X posts",
  "description": "Filter stored X posts; no keyword/topic/live search. companies: CSV slugs, max 100. account_scope defaults to company; employee/all opt in. Free: 14 days; paid for older. lookback_days or start_at, never both.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "space": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "stage": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "end_at": {
        "type": [
          "string",
          "null"
        ],
        "format": "date-time",
        "default": null
      },
      "ordering": {
        "anyOf": [
          {
            "enum": [
              "-likes_count",
              "-posted_at",
              "-reposts_count",
              "-views_count",
              "likes_count",
              "posted_at",
              "reposts_count",
              "views_count"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "start_at": {
        "type": [
          "string",
          "null"
        ],
        "format": "date-time",
        "default": null
      },
      "username": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^@?[A-Za-z0-9_]{1,64}$"
      },
      "companies": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "min_views": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 1000000000000000,
        "minimum": 0
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "post_type": {
        "anyOf": [
          {
            "enum": [
              "original",
              "quote",
              "repost"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "account_scope": {
        "anyOf": [
          {
            "enum": [
              "all",
              "company",
              "employee"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "lookback_days": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 36500,
        "minimum": 1
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": [
          "integer",
          "null"
        ]
      },
      "2": {
        "type": [
          "string",
          "null"
        ]
      },
      "3": {
        "type": "array",
        "items": {
          "type": [
            "string",
            "object"
          ]
        }
      },
      "4": {
        "type": "string",
        "format": "date-time"
      }
    },
    "required": [
      "count",
      "next",
      "previous",
      "results"
    ],
    "properties": {
      "next": {
        "$ref": "#/$defs/2"
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "x_post_id",
            "company_slug",
            "post_type",
            "author_x_user_id",
            "author_username",
            "author_display_name",
            "url",
            "text",
            "posted_at",
            "external_url",
            "photos",
            "videos",
            "hashtags",
            "tagged_users",
            "quoted_post",
            "reposted_post",
            "parent_post_details",
            "engagement",
            "replies_count",
            "reposts_count",
            "likes_count",
            "views_count",
            "quotes_count",
            "bookmarks_count",
            "first_collected_at",
            "last_collected_at",
            "account"
          ],
          "properties": {
            "url": {
              "type": "string"
            },
            "text": {
              "type": "string"
            },
            "photos": {
              "$ref": "#/$defs/3"
            },
            "videos": {
              "$ref": "#/$defs/3"
            },
            "account": {
              "type": "object",
              "required": [
                "account_scope",
                "account_type",
                "username",
                "display_name",
                "person_name",
                "job_title",
                "is_primary",
                "is_active"
              ],
              "properties": {
                "username": {
                  "type": "string"
                },
                "is_active": {
                  "type": "boolean"
                },
                "job_title": {
                  "$ref": "#/$defs/2"
                },
                "is_primary": {
                  "type": "boolean"
                },
                "person_name": {
                  "$ref": "#/$defs/2"
                },
                "account_type": {
                  "type": "string"
                },
                "display_name": {
                  "type": "string"
                },
                "account_scope": {
                  "type": "string"
                }
              },
              "additionalProperties": false
            },
            "hashtags": {
              "$ref": "#/$defs/3"
            },
            "post_type": {
              "type": "string"
            },
            "posted_at": {
              "$ref": "#/$defs/4"
            },
            "x_post_id": {
              "type": "string"
            },
            "engagement": {
              "type": "object",
              "required": [
                "replies_count",
                "reposts_count",
                "likes_count",
                "views_count",
                "quotes_count",
                "bookmarks_count"
              ],
              "properties": {
                "likes_count": {
                  "$ref": "#/$defs/1"
                },
                "views_count": {
                  "$ref": "#/$defs/1"
                },
                "quotes_count": {
                  "$ref": "#/$defs/1"
                },
                "replies_count": {
                  "$ref": "#/$defs/1"
                },
                "reposts_count": {
                  "$ref": "#/$defs/1"
                },
                "bookmarks_count": {
                  "$ref": "#/$defs/1"
                }
              },
              "additionalProperties": false
            },
            "likes_count": {
              "$ref": "#/$defs/1"
            },
            "quoted_post": {
              "type": "object"
            },
            "views_count": {
              "$ref": "#/$defs/1"
            },
            "company_slug": {
              "type": "string"
            },
            "external_url": {
              "$ref": "#/$defs/2"
            },
            "quotes_count": {
              "$ref": "#/$defs/1"
            },
            "tagged_users": {
              "$ref": "#/$defs/3"
            },
            "replies_count": {
              "$ref": "#/$defs/1"
            },
            "reposted_post": {
              "type": "object"
            },
            "reposts_count": {
              "$ref": "#/$defs/1"
            },
            "author_username": {
              "type": "string"
            },
            "bookmarks_count": {
              "$ref": "#/$defs/1"
            },
            "author_x_user_id": {
              "$ref": "#/$defs/2"
            },
            "last_collected_at": {
              "$ref": "#/$defs/4"
            },
            "first_collected_at": {
              "$ref": "#/$defs/4"
            },
            "author_display_name": {
              "type": "string"
            },
            "parent_post_details": {
              "type": "object"
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "$ref": "#/$defs/2"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

list_company_x_accountsTitles 91Descriptions 56Inputs 0Annotations 75Outputs 6753/100

list_company_x_accounts

Title91/100

List company X accounts

The title clearly communicates the tool’s action and subject. Keep it concise.

Description56/100

List company X profiles and select employee accounts, when available.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 2 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

account_scope

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema67/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "company",
    "account_scope",
    "count",
    "results"
  ],
  "properties": {
    "count": {
      "type": "integer"
    },
    "company": {
      "type": "object",
      "required": [
        "name",
        "slug"
      ],
      "properties": {
        "name": {
          "type": "string"
        },
        "slug": {
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "company_slug",
          "account_scope",
          "account_type",
          "username",
          "x_user_id",
          "display_name",
          "person_name",
          "job_title",
          "biography",
          "profile_url",
          "profile_image_url",
          "followers_count",
          "following_count",
          "posts_count",
          "is_verified",
          "verification_type",
          "is_primary",
          "is_active",
          "last_collected_at"
        ],
        "properties": {
          "username": {
            "type": "string"
          },
          "biography": {
            "type": "string"
          },
          "is_active": {
            "type": "boolean"
          },
          "job_title": {
            "type": [
              "string",
              "null"
            ]
          },
          "x_user_id": {
            "type": [
              "string",
              "null"
            ]
          },
          "is_primary": {
            "type": "boolean"
          },
          "is_verified": {
            "type": [
              "boolean",
              "null"
            ]
          },
          "person_name": {
            "type": [
              "string",
              "null"
            ]
          },
          "posts_count": {
            "type": [
              "integer",
              "null"
            ]
          },
          "profile_url": {
            "type": "string"
          },
          "account_type": {
            "type": "string"
          },
          "company_slug": {
            "type": "string"
          },
          "display_name": {
            "type": "string"
          },
          "account_scope": {
            "type": "string"
          },
          "followers_count": {
            "type": [
              "integer",
              "null"
            ]
          },
          "following_count": {
            "type": [
              "integer",
              "null"
            ]
          },
          "last_collected_at": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ]
          },
          "profile_image_url": {
            "type": [
              "string",
              "null"
            ]
          },
          "verification_type": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "additionalProperties": false
      }
    },
    "account_scope": {
      "type": "string"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "list_company_x_accounts",
  "title": "List company X accounts",
  "description": "List company X profiles and select employee accounts, when available.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "account_scope": {
        "anyOf": [
          {
            "enum": [
              "all",
              "company",
              "employee"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "company",
      "account_scope",
      "count",
      "results"
    ],
    "properties": {
      "count": {
        "type": "integer"
      },
      "company": {
        "type": "object",
        "required": [
          "name",
          "slug"
        ],
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "company_slug",
            "account_scope",
            "account_type",
            "username",
            "x_user_id",
            "display_name",
            "person_name",
            "job_title",
            "biography",
            "profile_url",
            "profile_image_url",
            "followers_count",
            "following_count",
            "posts_count",
            "is_verified",
            "verification_type",
            "is_primary",
            "is_active",
            "last_collected_at"
          ],
          "properties": {
            "username": {
              "type": "string"
            },
            "biography": {
              "type": "string"
            },
            "is_active": {
              "type": "boolean"
            },
            "job_title": {
              "type": [
                "string",
                "null"
              ]
            },
            "x_user_id": {
              "type": [
                "string",
                "null"
              ]
            },
            "is_primary": {
              "type": "boolean"
            },
            "is_verified": {
              "type": [
                "boolean",
                "null"
              ]
            },
            "person_name": {
              "type": [
                "string",
                "null"
              ]
            },
            "posts_count": {
              "type": [
                "integer",
                "null"
              ]
            },
            "profile_url": {
              "type": "string"
            },
            "account_type": {
              "type": "string"
            },
            "company_slug": {
              "type": "string"
            },
            "display_name": {
              "type": "string"
            },
            "account_scope": {
              "type": "string"
            },
            "followers_count": {
              "type": [
                "integer",
                "null"
              ]
            },
            "following_count": {
              "type": [
                "integer",
                "null"
              ]
            },
            "last_collected_at": {
              "anyOf": [
                {
                  "type": "string",
                  "format": "date-time"
                },
                {
                  "type": "null"
                }
              ]
            },
            "profile_image_url": {
              "type": [
                "string",
                "null"
              ]
            },
            "verification_type": {
              "type": [
                "string",
                "null"
              ]
            }
          },
          "additionalProperties": false
        }
      },
      "account_scope": {
        "type": "string"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_company_x_postsTitles 96Descriptions 60Inputs 0Annotations 75Outputs 6656/100

get_company_x_posts

Title96/100

List company X posts

The title clearly communicates the tool’s action and subject. Keep it concise.

Description60/100

Per-company X posts and metrics. Free limited access, paid gets full history.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 10 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

start_at

Not provided

Missing description. Explain what this value means and how to supply it.

end_at

Not provided

Missing description. Explain what this value means and how to supply it.

lookback_days

Not provided

Missing description. Explain what this value means and how to supply it.

account_scope

Not provided

Missing description. Explain what this value means and how to supply it.

username

Not provided

Missing description. Explain what this value means and how to supply it.

post_type

Not provided

Missing description. Explain what this value means and how to supply it.

ordering

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema66/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": [
        "integer",
        "null"
      ]
    },
    "2": {
      "type": [
        "string",
        "null"
      ]
    },
    "3": {
      "type": "array",
      "items": {
        "type": [
          "string",
          "object"
        ]
      }
    },
    "4": {
      "type": "string",
      "format": "date-time"
    }
  },
  "required": [
    "count",
    "next",
    "previous",
    "results"
  ],
  "properties": {
    "next": {
      "$ref": "#/$defs/2"
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "x_post_id",
          "company_slug",
          "post_type",
          "author_x_user_id",
          "author_username",
          "author_display_name",
          "url",
          "text",
          "posted_at",
          "external_url",
          "photos",
          "videos",
          "hashtags",
          "tagged_users",
          "quoted_post",
          "reposted_post",
          "parent_post_details",
          "engagement",
          "replies_count",
          "reposts_count",
          "likes_count",
          "views_count",
          "quotes_count",
          "bookmarks_count",
          "first_collected_at",
          "last_collected_at",
          "account"
        ],
        "properties": {
          "url": {
            "type": "string"
          },
          "text": {
            "type": "string"
          },
          "photos": {
            "$ref": "#/$defs/3"
          },
          "videos": {
            "$ref": "#/$defs/3"
          },
          "account": {
            "type": "object",
            "required": [
              "account_scope",
              "account_type",
              "username",
              "display_name",
              "person_name",
              "job_title",
              "is_primary",
              "is_active"
            ],
            "properties": {
              "username": {
                "type": "string"
              },
              "is_active": {
                "type": "boolean"
              },
              "job_title": {
                "$ref": "#/$defs/2"
              },
              "is_primary": {
                "type": "boolean"
              },
              "person_name": {
                "$ref": "#/$defs/2"
              },
              "account_type": {
                "type": "string"
              },
              "display_name": {
                "type": "string"
              },
              "account_scope": {
                "type": "string"
              }
            },
            "additionalProperties": false
          },
          "hashtags": {
            "$ref": "#/$defs/3"
          },
          "post_type": {
            "type": "string"
          },
          "posted_at": {
            "$ref": "#/$defs/4"
          },
          "x_post_id": {
            "type": "string"
          },
          "engagement": {
            "type": "object",
            "required": [
              "replies_count",
              "reposts_count",
              "likes_count",
              "views_count",
              "quotes_count",
              "bookmarks_count"
            ],
            "properties": {
              "likes_count": {
                "$ref": "#/$defs/1"
              },
              "views_count": {
                "$ref": "#/$defs/1"
              },
              "quotes_count": {
                "$ref": "#/$defs/1"
              },
              "replies_count": {
                "$ref": "#/$defs/1"
              },
              "reposts_count": {
                "$ref": "#/$defs/1"
              },
              "bookmarks_count": {
                "$ref": "#/$defs/1"
              }
            },
            "additionalProperties": false
          },
          "likes_count": {
            "$ref": "#/$defs/1"
          },
          "quoted_post": {
            "type": "object"
          },
          "views_count": {
            "$ref": "#/$defs/1"
          },
          "company_slug": {
            "type": "string"
          },
          "external_url": {
            "$ref": "#/$defs/2"
          },
          "quotes_count": {
            "$ref": "#/$defs/1"
          },
          "tagged_users": {
            "$ref": "#/$defs/3"
          },
          "replies_count": {
            "$ref": "#/$defs/1"
          },
          "reposted_post": {
            "type": "object"
          },
          "reposts_count": {
            "$ref": "#/$defs/1"
          },
          "author_username": {
            "type": "string"
          },
          "bookmarks_count": {
            "$ref": "#/$defs/1"
          },
          "author_x_user_id": {
            "$ref": "#/$defs/2"
          },
          "last_collected_at": {
            "$ref": "#/$defs/4"
          },
          "first_collected_at": {
            "$ref": "#/$defs/4"
          },
          "author_display_name": {
            "type": "string"
          },
          "parent_post_details": {
            "type": "object"
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "$ref": "#/$defs/2"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_company_x_posts",
  "title": "List company X posts",
  "description": "Per-company X posts and metrics. Free limited access, paid gets full history.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "end_at": {
        "type": [
          "string",
          "null"
        ],
        "format": "date-time",
        "default": null
      },
      "ordering": {
        "anyOf": [
          {
            "enum": [
              "-likes_count",
              "-posted_at",
              "-reposts_count",
              "-views_count",
              "likes_count",
              "posted_at",
              "reposts_count",
              "views_count"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "start_at": {
        "type": [
          "string",
          "null"
        ],
        "format": "date-time",
        "default": null
      },
      "username": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^@?[A-Za-z0-9_]{1,64}$"
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "post_type": {
        "anyOf": [
          {
            "enum": [
              "original",
              "quote",
              "repost"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "account_scope": {
        "anyOf": [
          {
            "enum": [
              "all",
              "company",
              "employee"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "lookback_days": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 36500,
        "minimum": 1
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": [
          "integer",
          "null"
        ]
      },
      "2": {
        "type": [
          "string",
          "null"
        ]
      },
      "3": {
        "type": "array",
        "items": {
          "type": [
            "string",
            "object"
          ]
        }
      },
      "4": {
        "type": "string",
        "format": "date-time"
      }
    },
    "required": [
      "count",
      "next",
      "previous",
      "results"
    ],
    "properties": {
      "next": {
        "$ref": "#/$defs/2"
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "x_post_id",
            "company_slug",
            "post_type",
            "author_x_user_id",
            "author_username",
            "author_display_name",
            "url",
            "text",
            "posted_at",
            "external_url",
            "photos",
            "videos",
            "hashtags",
            "tagged_users",
            "quoted_post",
            "reposted_post",
            "parent_post_details",
            "engagement",
            "replies_count",
            "reposts_count",
            "likes_count",
            "views_count",
            "quotes_count",
            "bookmarks_count",
            "first_collected_at",
            "last_collected_at",
            "account"
          ],
          "properties": {
            "url": {
              "type": "string"
            },
            "text": {
              "type": "string"
            },
            "photos": {
              "$ref": "#/$defs/3"
            },
            "videos": {
              "$ref": "#/$defs/3"
            },
            "account": {
              "type": "object",
              "required": [
                "account_scope",
                "account_type",
                "username",
                "display_name",
                "person_name",
                "job_title",
                "is_primary",
                "is_active"
              ],
              "properties": {
                "username": {
                  "type": "string"
                },
                "is_active": {
                  "type": "boolean"
                },
                "job_title": {
                  "$ref": "#/$defs/2"
                },
                "is_primary": {
                  "type": "boolean"
                },
                "person_name": {
                  "$ref": "#/$defs/2"
                },
                "account_type": {
                  "type": "string"
                },
                "display_name": {
                  "type": "string"
                },
                "account_scope": {
                  "type": "string"
                }
              },
              "additionalProperties": false
            },
            "hashtags": {
              "$ref": "#/$defs/3"
            },
            "post_type": {
              "type": "string"
            },
            "posted_at": {
              "$ref": "#/$defs/4"
            },
            "x_post_id": {
              "type": "string"
            },
            "engagement": {
              "type": "object",
              "required": [
                "replies_count",
                "reposts_count",
                "likes_count",
                "views_count",
                "quotes_count",
                "bookmarks_count"
              ],
              "properties": {
                "likes_count": {
                  "$ref": "#/$defs/1"
                },
                "views_count": {
                  "$ref": "#/$defs/1"
                },
                "quotes_count": {
                  "$ref": "#/$defs/1"
                },
                "replies_count": {
                  "$ref": "#/$defs/1"
                },
                "reposts_count": {
                  "$ref": "#/$defs/1"
                },
                "bookmarks_count": {
                  "$ref": "#/$defs/1"
                }
              },
              "additionalProperties": false
            },
            "likes_count": {
              "$ref": "#/$defs/1"
            },
            "quoted_post": {
              "type": "object"
            },
            "views_count": {
              "$ref": "#/$defs/1"
            },
            "company_slug": {
              "type": "string"
            },
            "external_url": {
              "$ref": "#/$defs/2"
            },
            "quotes_count": {
              "$ref": "#/$defs/1"
            },
            "tagged_users": {
              "$ref": "#/$defs/3"
            },
            "replies_count": {
              "$ref": "#/$defs/1"
            },
            "reposted_post": {
              "type": "object"
            },
            "reposts_count": {
              "$ref": "#/$defs/1"
            },
            "author_username": {
              "type": "string"
            },
            "bookmarks_count": {
              "$ref": "#/$defs/1"
            },
            "author_x_user_id": {
              "$ref": "#/$defs/2"
            },
            "last_collected_at": {
              "$ref": "#/$defs/4"
            },
            "first_collected_at": {
              "$ref": "#/$defs/4"
            },
            "author_display_name": {
              "type": "string"
            },
            "parent_post_details": {
              "type": "object"
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "$ref": "#/$defs/2"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_company_x_postTitles 96Descriptions 70Inputs 0Annotations 75Outputs 6158/100

get_company_x_post

Title96/100

Get company X post

The title clearly communicates the tool’s action and subject. Keep it concise.

Description70/100

Get one X post, including text, hashtags, engagement, and other metadata.

The description explains the capability, when to use it, and what to expect.

Inputs0/100

0 of 2 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

x_post_id

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema61/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": [
        "integer",
        "null"
      ]
    },
    "2": {
      "type": "array",
      "items": {
        "type": [
          "string",
          "object"
        ]
      }
    },
    "3": {
      "type": "string",
      "format": "date-time"
    }
  },
  "required": [
    "x_post_id",
    "company_slug",
    "post_type",
    "author_x_user_id",
    "author_username",
    "author_display_name",
    "url",
    "text",
    "posted_at",
    "external_url",
    "photos",
    "videos",
    "hashtags",
    "tagged_users",
    "quoted_post",
    "reposted_post",
    "parent_post_details",
    "engagement",
    "replies_count",
    "reposts_count",
    "likes_count",
    "views_count",
    "quotes_count",
    "bookmarks_count",
    "first_collected_at",
    "last_collected_at",
    "account"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "text": {
      "type": "string"
    },
    "photos": {
      "$ref": "#/$defs/2"
    },
    "videos": {
      "$ref": "#/$defs/2"
    },
    "account": {
      "type": "object",
      "required": [
        "account_scope",
        "account_type",
        "username",
        "display_name",
        "person_name",
        "job_title",
        "is_primary",
        "is_active"
      ],
      "properties": {
        "username": {
          "type": "string"
        },
        "is_active": {
          "type": "boolean"
        },
        "job_title": {
          "type": [
            "string",
            "null"
          ]
        },
        "is_primary": {
          "type": "boolean"
        },
        "person_name": {
          "type": [
            "string",
            "null"
          ]
        },
        "account_type": {
          "type": "string"
        },
        "display_name": {
          "type": "string"
        },
        "account_scope": {
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "hashtags": {
      "$ref": "#/$defs/2"
    },
    "post_type": {
      "type": "string"
    },
    "posted_at": {
      "$ref": "#/$defs/3"
    },
    "x_post_id": {
      "type": "string"
    },
    "engagement": {
      "type": "object",
      "required": [
        "replies_count",
        "reposts_count",
        "likes_count",
        "views_count",
        "quotes_count",
        "bookmarks_count"
      ],
      "properties": {
        "likes_count": {
          "$ref": "#/$defs/1"
        },
        "views_count": {
          "$ref": "#/$defs/1"
        },
        "quotes_count": {
          "$ref": "#/$defs/1"
        },
        "replies_count": {
          "$ref": "#/$defs/1"
        },
        "reposts_count": {
          "$ref": "#/$defs/1"
        },
        "bookmarks_count": {
          "$ref": "#/$defs/1"
        }
      },
      "additionalProperties": false
    },
    "likes_count": {
      "$ref": "#/$defs/1"
    },
    "quoted_post": {
      "type": "object"
    },
    "views_count": {
      "$ref": "#/$defs/1"
    },
    "company_slug": {
      "type": "string"
    },
    "external_url": {
      "type": [
        "string",
        "null"
      ]
    },
    "quotes_count": {
      "$ref": "#/$defs/1"
    },
    "tagged_users": {
      "$ref": "#/$defs/2"
    },
    "replies_count": {
      "$ref": "#/$defs/1"
    },
    "reposted_post": {
      "type": "object"
    },
    "reposts_count": {
      "$ref": "#/$defs/1"
    },
    "author_username": {
      "type": "string"
    },
    "bookmarks_count": {
      "$ref": "#/$defs/1"
    },
    "author_x_user_id": {
      "type": [
        "string",
        "null"
      ]
    },
    "last_collected_at": {
      "$ref": "#/$defs/3"
    },
    "first_collected_at": {
      "$ref": "#/$defs/3"
    },
    "author_display_name": {
      "type": "string"
    },
    "parent_post_details": {
      "type": "object"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_company_x_post",
  "title": "Get company X post",
  "description": "Get one X post, including text, hashtags, engagement, and other metadata.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug",
      "x_post_id"
    ],
    "properties": {
      "x_post_id": {
        "type": "string",
        "pattern": "^[A-Za-z0-9_-]{1,64}$"
      },
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": [
          "integer",
          "null"
        ]
      },
      "2": {
        "type": "array",
        "items": {
          "type": [
            "string",
            "object"
          ]
        }
      },
      "3": {
        "type": "string",
        "format": "date-time"
      }
    },
    "required": [
      "x_post_id",
      "company_slug",
      "post_type",
      "author_x_user_id",
      "author_username",
      "author_display_name",
      "url",
      "text",
      "posted_at",
      "external_url",
      "photos",
      "videos",
      "hashtags",
      "tagged_users",
      "quoted_post",
      "reposted_post",
      "parent_post_details",
      "engagement",
      "replies_count",
      "reposts_count",
      "likes_count",
      "views_count",
      "quotes_count",
      "bookmarks_count",
      "first_collected_at",
      "last_collected_at",
      "account"
    ],
    "properties": {
      "url": {
        "type": "string"
      },
      "text": {
        "type": "string"
      },
      "photos": {
        "$ref": "#/$defs/2"
      },
      "videos": {
        "$ref": "#/$defs/2"
      },
      "account": {
        "type": "object",
        "required": [
          "account_scope",
          "account_type",
          "username",
          "display_name",
          "person_name",
          "job_title",
          "is_primary",
          "is_active"
        ],
        "properties": {
          "username": {
            "type": "string"
          },
          "is_active": {
            "type": "boolean"
          },
          "job_title": {
            "type": [
              "string",
              "null"
            ]
          },
          "is_primary": {
            "type": "boolean"
          },
          "person_name": {
            "type": [
              "string",
              "null"
            ]
          },
          "account_type": {
            "type": "string"
          },
          "display_name": {
            "type": "string"
          },
          "account_scope": {
            "type": "string"
          }
        },
        "additionalProperties": false
      },
      "hashtags": {
        "$ref": "#/$defs/2"
      },
      "post_type": {
        "type": "string"
      },
      "posted_at": {
        "$ref": "#/$defs/3"
      },
      "x_post_id": {
        "type": "string"
      },
      "engagement": {
        "type": "object",
        "required": [
          "replies_count",
          "reposts_count",
          "likes_count",
          "views_count",
          "quotes_count",
          "bookmarks_count"
        ],
        "properties": {
          "likes_count": {
            "$ref": "#/$defs/1"
          },
          "views_count": {
            "$ref": "#/$defs/1"
          },
          "quotes_count": {
            "$ref": "#/$defs/1"
          },
          "replies_count": {
            "$ref": "#/$defs/1"
          },
          "reposts_count": {
            "$ref": "#/$defs/1"
          },
          "bookmarks_count": {
            "$ref": "#/$defs/1"
          }
        },
        "additionalProperties": false
      },
      "likes_count": {
        "$ref": "#/$defs/1"
      },
      "quoted_post": {
        "type": "object"
      },
      "views_count": {
        "$ref": "#/$defs/1"
      },
      "company_slug": {
        "type": "string"
      },
      "external_url": {
        "type": [
          "string",
          "null"
        ]
      },
      "quotes_count": {
        "$ref": "#/$defs/1"
      },
      "tagged_users": {
        "$ref": "#/$defs/2"
      },
      "replies_count": {
        "$ref": "#/$defs/1"
      },
      "reposted_post": {
        "type": "object"
      },
      "reposts_count": {
        "$ref": "#/$defs/1"
      },
      "author_username": {
        "type": "string"
      },
      "bookmarks_count": {
        "$ref": "#/$defs/1"
      },
      "author_x_user_id": {
        "type": [
          "string",
          "null"
        ]
      },
      "last_collected_at": {
        "$ref": "#/$defs/3"
      },
      "first_collected_at": {
        "$ref": "#/$defs/3"
      },
      "author_display_name": {
        "type": "string"
      },
      "parent_post_details": {
        "type": "object"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_company_x_summaryTitles 72Descriptions 65Inputs 0Annotations 75Outputs 6050/100

get_company_x_summary

Title72/100

Get company X summary

The title clearly communicates the tool’s action and subject. Keep it concise.

Description65/100

Stored X counts/engagement for one company. account_scope defaults to company; employee/all opt in. Free: 14 days; paid for older. lookback_days or start_at, never both.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 7 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

start_at

Not provided

Missing description. Explain what this value means and how to supply it.

end_at

Not provided

Missing description. Explain what this value means and how to supply it.

lookback_days

Not provided

Missing description. Explain what this value means and how to supply it.

account_scope

Not provided

Missing description. Explain what this value means and how to supply it.

username

Not provided

Missing description. Explain what this value means and how to supply it.

post_type

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema60/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": [
        "integer",
        "null"
      ]
    },
    "2": {
      "type": [
        "number",
        "null"
      ]
    },
    "3": {
      "type": "object",
      "required": [
        "total",
        "average",
        "covered_posts",
        "missing_posts",
        "coverage_percent"
      ],
      "properties": {
        "total": {
          "$ref": "#/$defs/1"
        },
        "average": {
          "$ref": "#/$defs/2"
        },
        "covered_posts": {
          "type": "integer"
        },
        "missing_posts": {
          "type": "integer"
        },
        "coverage_percent": {
          "type": "number"
        }
      },
      "additionalProperties": false
    },
    "4": {
      "type": "object",
      "required": [
        "eligible_posts",
        "missing_posts",
        "coverage_percent"
      ],
      "properties": {
        "missing_posts": {
          "type": "integer"
        },
        "eligible_posts": {
          "type": "integer"
        },
        "coverage_percent": {
          "type": "number"
        }
      },
      "additionalProperties": false
    },
    "5": {
      "anyOf": [
        {
          "type": "string",
          "format": "date-time"
        },
        {
          "type": "null"
        }
      ]
    }
  },
  "required": [
    "company",
    "account_scope",
    "post_count",
    "account_counts",
    "metrics",
    "metric_totals",
    "metric_averages",
    "metric_coverage",
    "effective_range",
    "latest_collection_at"
  ],
  "properties": {
    "company": {
      "type": "object",
      "required": [
        "name",
        "slug"
      ],
      "properties": {
        "name": {
          "type": "string"
        },
        "slug": {
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "metrics": {
      "type": "object",
      "required": [
        "replies",
        "reposts",
        "likes",
        "views",
        "quotes",
        "bookmarks"
      ],
      "properties": {
        "likes": {
          "$ref": "#/$defs/3"
        },
        "views": {
          "$ref": "#/$defs/3"
        },
        "quotes": {
          "$ref": "#/$defs/3"
        },
        "replies": {
          "$ref": "#/$defs/3"
        },
        "reposts": {
          "$ref": "#/$defs/3"
        },
        "bookmarks": {
          "$ref": "#/$defs/3"
        }
      },
      "additionalProperties": false
    },
    "post_count": {
      "type": "integer"
    },
    "account_scope": {
      "type": "string"
    },
    "metric_totals": {
      "type": "object",
      "required": [
        "replies_count",
        "reposts_count",
        "likes_count",
        "views_count",
        "quotes_count",
        "bookmarks_count"
      ],
      "properties": {
        "likes_count": {
          "$ref": "#/$defs/1"
        },
        "views_count": {
          "$ref": "#/$defs/1"
        },
        "quotes_count": {
          "$ref": "#/$defs/1"
        },
        "replies_count": {
          "$ref": "#/$defs/1"
        },
        "reposts_count": {
          "$ref": "#/$defs/1"
        },
        "bookmarks_count": {
          "$ref": "#/$defs/1"
        }
      },
      "additionalProperties": false
    },
    "account_counts": {
      "type": "object",
      "required": [
        "selected",
        "active",
        "with_posts"
      ],
      "properties": {
        "active": {
          "type": "integer"
        },
        "selected": {
          "type": "integer"
        },
        "with_posts": {
          "type": "integer"
        }
      },
      "additionalProperties": false
    },
    "effective_range": {
      "type": "object",
      "required": [
        "start_at",
        "end_at",
        "observed_earliest_at",
        "observed_latest_at",
        "free_history_cutoff"
      ],
      "properties": {
        "end_at": {
          "$ref": "#/$defs/5"
        },
        "start_at": {
          "$ref": "#/$defs/5"
        },
        "observed_latest_at": {
          "$ref": "#/$defs/5"
        },
        "free_history_cutoff": {
          "$ref": "#/$defs/5"
        },
        "observed_earliest_at": {
          "$ref": "#/$defs/5"
        }
      },
      "additionalProperties": false
    },
    "metric_averages": {
      "type": "object",
      "required": [
        "replies_count",
        "reposts_count",
        "likes_count",
        "views_count",
        "quotes_count",
        "bookmarks_count"
      ],
      "properties": {
        "likes_count": {
          "$ref": "#/$defs/2"
        },
        "views_count": {
          "$ref": "#/$defs/2"
        },
        "quotes_count": {
          "$ref": "#/$defs/2"
        },
        "replies_count": {
          "$ref": "#/$defs/2"
        },
        "reposts_count": {
          "$ref": "#/$defs/2"
        },
        "bookmarks_count": {
          "$ref": "#/$defs/2"
        }
      },
      "additionalProperties": false
    },
    "metric_coverage": {
      "type": "object",
      "required": [
        "replies_count",
        "reposts_count",
        "likes_count",
        "views_count",
        "quotes_count",
        "bookmarks_count"
      ],
      "properties": {
        "likes_count": {
          "$ref": "#/$defs/4"
        },
        "views_count": {
          "$ref": "#/$defs/4"
        },
        "quotes_count": {
          "$ref": "#/$defs/4"
        },
        "replies_count": {
          "$ref": "#/$defs/4"
        },
        "reposts_count": {
          "$ref": "#/$defs/4"
        },
        "bookmarks_count": {
          "$ref": "#/$defs/4"
        }
      },
      "additionalProperties": false
    },
    "latest_collection_at": {
      "$ref": "#/$defs/5"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_company_x_summary",
  "title": "Get company X summary",
  "description": "Stored X counts/engagement for one company. account_scope defaults to company; employee/all opt in. Free: 14 days; paid for older. lookback_days or start_at, never both.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "end_at": {
        "type": [
          "string",
          "null"
        ],
        "format": "date-time",
        "default": null
      },
      "start_at": {
        "type": [
          "string",
          "null"
        ],
        "format": "date-time",
        "default": null
      },
      "username": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^@?[A-Za-z0-9_]{1,64}$"
      },
      "post_type": {
        "anyOf": [
          {
            "enum": [
              "original",
              "quote",
              "repost"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "account_scope": {
        "anyOf": [
          {
            "enum": [
              "all",
              "company",
              "employee"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "lookback_days": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 36500,
        "minimum": 1
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": [
          "integer",
          "null"
        ]
      },
      "2": {
        "type": [
          "number",
          "null"
        ]
      },
      "3": {
        "type": "object",
        "required": [
          "total",
          "average",
          "covered_posts",
          "missing_posts",
          "coverage_percent"
        ],
        "properties": {
          "total": {
            "$ref": "#/$defs/1"
          },
          "average": {
            "$ref": "#/$defs/2"
          },
          "covered_posts": {
            "type": "integer"
          },
          "missing_posts": {
            "type": "integer"
          },
          "coverage_percent": {
            "type": "number"
          }
        },
        "additionalProperties": false
      },
      "4": {
        "type": "object",
        "required": [
          "eligible_posts",
          "missing_posts",
          "coverage_percent"
        ],
        "properties": {
          "missing_posts": {
            "type": "integer"
          },
          "eligible_posts": {
            "type": "integer"
          },
          "coverage_percent": {
            "type": "number"
          }
        },
        "additionalProperties": false
      },
      "5": {
        "anyOf": [
          {
            "type": "string",
            "format": "date-time"
          },
          {
            "type": "null"
          }
        ]
      }
    },
    "required": [
      "company",
      "account_scope",
      "post_count",
      "account_counts",
      "metrics",
      "metric_totals",
      "metric_averages",
      "metric_coverage",
      "effective_range",
      "latest_collection_at"
    ],
    "properties": {
      "company": {
        "type": "object",
        "required": [
          "name",
          "slug"
        ],
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      },
      "metrics": {
        "type": "object",
        "required": [
          "replies",
          "reposts",
          "likes",
          "views",
          "quotes",
          "bookmarks"
        ],
        "properties": {
          "likes": {
            "$ref": "#/$defs/3"
          },
          "views": {
            "$ref": "#/$defs/3"
          },
          "quotes": {
            "$ref": "#/$defs/3"
          },
          "replies": {
            "$ref": "#/$defs/3"
          },
          "reposts": {
            "$ref": "#/$defs/3"
          },
          "bookmarks": {
            "$ref": "#/$defs/3"
          }
        },
        "additionalProperties": false
      },
      "post_count": {
        "type": "integer"
      },
      "account_scope": {
        "type": "string"
      },
      "metric_totals": {
        "type": "object",
        "required": [
          "replies_count",
          "reposts_count",
          "likes_count",
          "views_count",
          "quotes_count",
          "bookmarks_count"
        ],
        "properties": {
          "likes_count": {
            "$ref": "#/$defs/1"
          },
          "views_count": {
            "$ref": "#/$defs/1"
          },
          "quotes_count": {
            "$ref": "#/$defs/1"
          },
          "replies_count": {
            "$ref": "#/$defs/1"
          },
          "reposts_count": {
            "$ref": "#/$defs/1"
          },
          "bookmarks_count": {
            "$ref": "#/$defs/1"
          }
        },
        "additionalProperties": false
      },
      "account_counts": {
        "type": "object",
        "required": [
          "selected",
          "active",
          "with_posts"
        ],
        "properties": {
          "active": {
            "type": "integer"
          },
          "selected": {
            "type": "integer"
          },
          "with_posts": {
            "type": "integer"
          }
        },
        "additionalProperties": false
      },
      "effective_range": {
        "type": "object",
        "required": [
          "start_at",
          "end_at",
          "observed_earliest_at",
          "observed_latest_at",
          "free_history_cutoff"
        ],
        "properties": {
          "end_at": {
            "$ref": "#/$defs/5"
          },
          "start_at": {
            "$ref": "#/$defs/5"
          },
          "observed_latest_at": {
            "$ref": "#/$defs/5"
          },
          "free_history_cutoff": {
            "$ref": "#/$defs/5"
          },
          "observed_earliest_at": {
            "$ref": "#/$defs/5"
          }
        },
        "additionalProperties": false
      },
      "metric_averages": {
        "type": "object",
        "required": [
          "replies_count",
          "reposts_count",
          "likes_count",
          "views_count",
          "quotes_count",
          "bookmarks_count"
        ],
        "properties": {
          "likes_count": {
            "$ref": "#/$defs/2"
          },
          "views_count": {
            "$ref": "#/$defs/2"
          },
          "quotes_count": {
            "$ref": "#/$defs/2"
          },
          "replies_count": {
            "$ref": "#/$defs/2"
          },
          "reposts_count": {
            "$ref": "#/$defs/2"
          },
          "bookmarks_count": {
            "$ref": "#/$defs/2"
          }
        },
        "additionalProperties": false
      },
      "metric_coverage": {
        "type": "object",
        "required": [
          "replies_count",
          "reposts_count",
          "likes_count",
          "views_count",
          "quotes_count",
          "bookmarks_count"
        ],
        "properties": {
          "likes_count": {
            "$ref": "#/$defs/4"
          },
          "views_count": {
            "$ref": "#/$defs/4"
          },
          "quotes_count": {
            "$ref": "#/$defs/4"
          },
          "replies_count": {
            "$ref": "#/$defs/4"
          },
          "reposts_count": {
            "$ref": "#/$defs/4"
          },
          "bookmarks_count": {
            "$ref": "#/$defs/4"
          }
        },
        "additionalProperties": false
      },
      "latest_collection_at": {
        "$ref": "#/$defs/5"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

find_high_engagement_x_postsTitles 93Descriptions 68Inputs 0Annotations 75Outputs 6056/100

find_high_engagement_x_posts

Title93/100

Find high engagement X posts

The title clearly communicates the tool’s action and subject. Keep it concise.

Description68/100

company_slug seeds overlapping X peer cohorts: shared competitive spaces, same normalized stage group, all companies; target excluded. Rank likes/reposts separately, descending, with non-null counts (zero eligible; no threshold). Ties share competition ranks; newest timestamp then descending post ID orders ties. limit defaults to 5 rows per metric/cohort, truncating ties.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 7 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

start_at

Not provided

Missing description. Explain what this value means and how to supply it.

end_at

Not provided

Missing description. Explain what this value means and how to supply it.

lookback_days

Not provided

Missing description. Explain what this value means and how to supply it.

account_scope

Not provided

Missing description. Explain what this value means and how to supply it.

post_type

Not provided

Missing description. Explain what this value means and how to supply it.

limit

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema60/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": [
        "integer",
        "null"
      ]
    },
    "2": {
      "type": "string",
      "format": "date-time"
    },
    "3": {
      "type": "array",
      "items": {
        "type": [
          "string",
          "object"
        ]
      }
    },
    "4": {
      "type": "object",
      "required": [
        "eligible_posts",
        "missing_posts"
      ],
      "properties": {
        "missing_posts": {
          "type": "integer"
        },
        "eligible_posts": {
          "type": "integer"
        }
      },
      "additionalProperties": false
    },
    "5": {
      "anyOf": [
        {
          "$ref": "#/$defs/2"
        },
        {
          "type": "null"
        }
      ]
    },
    "6": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "post_id",
          "rank",
          "value",
          "metric",
          "metric_value",
          "percentile_rank"
        ],
        "properties": {
          "rank": {
            "type": "integer"
          },
          "value": {
            "type": "integer"
          },
          "metric": {
            "type": "string"
          },
          "post_id": {
            "type": "string"
          },
          "likes_count": {
            "$ref": "#/$defs/1"
          },
          "metric_value": {
            "type": "integer"
          },
          "reposts_count": {
            "$ref": "#/$defs/1"
          },
          "percentile_rank": {
            "type": "number"
          }
        },
        "additionalProperties": false
      }
    }
  },
  "required": [
    "target_company",
    "target_excluded",
    "account_scope",
    "limit_per_ranking",
    "effective_range",
    "stage_groups",
    "cohorts",
    "posts"
  ],
  "properties": {
    "posts": {
      "type": "object",
      "patternProperties": {
        "^[0-9]+$": {
          "type": "object",
          "required": [
            "x_post_id",
            "company_slug",
            "post_type",
            "author_x_user_id",
            "author_username",
            "author_display_name",
            "url",
            "text",
            "posted_at",
            "external_url",
            "photos",
            "videos",
            "hashtags",
            "tagged_users",
            "quoted_post",
            "reposted_post",
            "parent_post_details",
            "engagement",
            "replies_count",
            "reposts_count",
            "likes_count",
            "views_count",
            "quotes_count",
            "bookmarks_count",
            "first_collected_at",
            "last_collected_at",
            "account"
          ],
          "properties": {
            "url": {
              "type": "string"
            },
            "text": {
              "type": "string"
            },
            "photos": {
              "$ref": "#/$defs/3"
            },
            "videos": {
              "$ref": "#/$defs/3"
            },
            "account": {
              "type": "object",
              "required": [
                "account_scope",
                "account_type",
                "username",
                "display_name",
                "person_name",
                "job_title",
                "is_primary",
                "is_active"
              ],
              "properties": {
                "username": {
                  "type": "string"
                },
                "is_active": {
                  "type": "boolean"
                },
                "job_title": {
                  "type": [
                    "string",
                    "null"
                  ]
                },
                "is_primary": {
                  "type": "boolean"
                },
                "person_name": {
                  "type": [
                    "string",
                    "null"
                  ]
                },
                "account_type": {
                  "type": "string"
                },
                "display_name": {
                  "type": "string"
                },
                "account_scope": {
                  "type": "string"
                }
              },
              "additionalProperties": false
            },
            "hashtags": {
              "$ref": "#/$defs/3"
            },
            "post_type": {
              "type": "string"
            },
            "posted_at": {
              "$ref": "#/$defs/2"
            },
            "x_post_id": {
              "type": "string"
            },
            "engagement": {
              "type": "object",
              "required": [
                "replies_count",
                "reposts_count",
                "likes_count",
                "views_count",
                "quotes_count",
                "bookmarks_count"
              ],
              "properties": {
                "likes_count": {
                  "$ref": "#/$defs/1"
                },
                "views_count": {
                  "$ref": "#/$defs/1"
                },
                "quotes_count": {
                  "$ref": "#/$defs/1"
                },
                "replies_count": {
                  "$ref": "#/$defs/1"
                },
                "reposts_count": {
                  "$ref": "#/$defs/1"
                },
                "bookmarks_count": {
                  "$ref": "#/$defs/1"
                }
              },
              "additionalProperties": false
            },
            "likes_count": {
              "$ref": "#/$defs/1"
            },
            "quoted_post": {
              "type": "object"
            },
            "views_count": {
              "$ref": "#/$defs/1"
            },
            "company_slug": {
              "type": "string"
            },
            "external_url": {
              "type": [
                "string",
                "null"
              ]
            },
            "quotes_count": {
              "$ref": "#/$defs/1"
            },
            "tagged_users": {
              "$ref": "#/$defs/3"
            },
            "replies_count": {
              "$ref": "#/$defs/1"
            },
            "reposted_post": {
              "type": "object"
            },
            "reposts_count": {
              "$ref": "#/$defs/1"
            },
            "author_username": {
              "type": "string"
            },
            "bookmarks_count": {
              "$ref": "#/$defs/1"
            },
            "author_x_user_id": {
              "type": [
                "string",
                "null"
              ]
            },
            "last_collected_at": {
              "$ref": "#/$defs/2"
            },
            "first_collected_at": {
              "$ref": "#/$defs/2"
            },
            "author_display_name": {
              "type": "string"
            },
            "parent_post_details": {
              "type": "object"
            }
          },
          "additionalProperties": false
        }
      },
      "additionalProperties": false
    },
    "cohorts": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "key",
          "label",
          "definition",
          "company_count",
          "post_count",
          "coverage",
          "top_by_likes",
          "top_by_reposts"
        ],
        "properties": {
          "key": {
            "type": "string"
          },
          "label": {
            "type": "string"
          },
          "coverage": {
            "type": "object",
            "required": [
              "likes",
              "reposts"
            ],
            "properties": {
              "likes": {
                "$ref": "#/$defs/4"
              },
              "reposts": {
                "$ref": "#/$defs/4"
              }
            },
            "additionalProperties": false
          },
          "definition": {
            "type": "object",
            "properties": {
              "space_slugs": {
                "type": "array",
                "items": {
                  "type": "string"
                }
              },
              "normalized_stage": {
                "type": "string"
              }
            },
            "additionalProperties": false
          },
          "post_count": {
            "type": "integer"
          },
          "top_by_likes": {
            "$ref": "#/$defs/6"
          },
          "company_count": {
            "type": "integer"
          },
          "top_by_reposts": {
            "$ref": "#/$defs/6"
          }
        },
        "additionalProperties": false
      }
    },
    "stage_groups": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "account_scope": {
      "type": "string"
    },
    "target_company": {
      "type": "object",
      "required": [
        "name",
        "slug"
      ],
      "properties": {
        "name": {
          "type": "string"
        },
        "slug": {
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "effective_range": {
      "type": "object",
      "required": [
        "start_at",
        "end_at"
      ],
      "properties": {
        "end_at": {
          "$ref": "#/$defs/5"
        },
        "start_at": {
          "$ref": "#/$defs/5"
        }
      },
      "additionalProperties": false
    },
    "target_excluded": {
      "type": "boolean"
    },
    "limit_per_ranking": {
      "type": "integer"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "find_high_engagement_x_posts",
  "title": "Find high engagement X posts",
  "description": "company_slug seeds overlapping X peer cohorts: shared competitive spaces, same normalized stage group, all companies; target excluded. Rank likes/reposts separately, descending, with non-null counts (zero eligible; no threshold). Ties share competition ranks; newest timestamp then descending post ID orders ties. limit defaults to 5 rows per metric/cohort, truncating ties.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "limit": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 100,
        "minimum": 1
      },
      "end_at": {
        "type": [
          "string",
          "null"
        ],
        "format": "date-time",
        "default": null
      },
      "start_at": {
        "type": [
          "string",
          "null"
        ],
        "format": "date-time",
        "default": null
      },
      "post_type": {
        "anyOf": [
          {
            "enum": [
              "original",
              "quote",
              "repost"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "account_scope": {
        "anyOf": [
          {
            "enum": [
              "all",
              "company",
              "employee"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "lookback_days": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 36500,
        "minimum": 1
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": [
          "integer",
          "null"
        ]
      },
      "2": {
        "type": "string",
        "format": "date-time"
      },
      "3": {
        "type": "array",
        "items": {
          "type": [
            "string",
            "object"
          ]
        }
      },
      "4": {
        "type": "object",
        "required": [
          "eligible_posts",
          "missing_posts"
        ],
        "properties": {
          "missing_posts": {
            "type": "integer"
          },
          "eligible_posts": {
            "type": "integer"
          }
        },
        "additionalProperties": false
      },
      "5": {
        "anyOf": [
          {
            "$ref": "#/$defs/2"
          },
          {
            "type": "null"
          }
        ]
      },
      "6": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "post_id",
            "rank",
            "value",
            "metric",
            "metric_value",
            "percentile_rank"
          ],
          "properties": {
            "rank": {
              "type": "integer"
            },
            "value": {
              "type": "integer"
            },
            "metric": {
              "type": "string"
            },
            "post_id": {
              "type": "string"
            },
            "likes_count": {
              "$ref": "#/$defs/1"
            },
            "metric_value": {
              "type": "integer"
            },
            "reposts_count": {
              "$ref": "#/$defs/1"
            },
            "percentile_rank": {
              "type": "number"
            }
          },
          "additionalProperties": false
        }
      }
    },
    "required": [
      "target_company",
      "target_excluded",
      "account_scope",
      "limit_per_ranking",
      "effective_range",
      "stage_groups",
      "cohorts",
      "posts"
    ],
    "properties": {
      "posts": {
        "type": "object",
        "patternProperties": {
          "^[0-9]+$": {
            "type": "object",
            "required": [
              "x_post_id",
              "company_slug",
              "post_type",
              "author_x_user_id",
              "author_username",
              "author_display_name",
              "url",
              "text",
              "posted_at",
              "external_url",
              "photos",
              "videos",
              "hashtags",
              "tagged_users",
              "quoted_post",
              "reposted_post",
              "parent_post_details",
              "engagement",
              "replies_count",
              "reposts_count",
              "likes_count",
              "views_count",
              "quotes_count",
              "bookmarks_count",
              "first_collected_at",
              "last_collected_at",
              "account"
            ],
            "properties": {
              "url": {
                "type": "string"
              },
              "text": {
                "type": "string"
              },
              "photos": {
                "$ref": "#/$defs/3"
              },
              "videos": {
                "$ref": "#/$defs/3"
              },
              "account": {
                "type": "object",
                "required": [
                  "account_scope",
                  "account_type",
                  "username",
                  "display_name",
                  "person_name",
                  "job_title",
                  "is_primary",
                  "is_active"
                ],
                "properties": {
                  "username": {
                    "type": "string"
                  },
                  "is_active": {
                    "type": "boolean"
                  },
                  "job_title": {
                    "type": [
                      "string",
                      "null"
                    ]
                  },
                  "is_primary": {
                    "type": "boolean"
                  },
                  "person_name": {
                    "type": [
                      "string",
                      "null"
                    ]
                  },
                  "account_type": {
                    "type": "string"
                  },
                  "display_name": {
                    "type": "string"
                  },
                  "account_scope": {
                    "type": "string"
                  }
                },
                "additionalProperties": false
              },
              "hashtags": {
                "$ref": "#/$defs/3"
              },
              "post_type": {
                "type": "string"
              },
              "posted_at": {
                "$ref": "#/$defs/2"
              },
              "x_post_id": {
                "type": "string"
              },
              "engagement": {
                "type": "object",
                "required": [
                  "replies_count",
                  "reposts_count",
                  "likes_count",
                  "views_count",
                  "quotes_count",
                  "bookmarks_count"
                ],
                "properties": {
                  "likes_count": {
                    "$ref": "#/$defs/1"
                  },
                  "views_count": {
                    "$ref": "#/$defs/1"
                  },
                  "quotes_count": {
                    "$ref": "#/$defs/1"
                  },
                  "replies_count": {
                    "$ref": "#/$defs/1"
                  },
                  "reposts_count": {
                    "$ref": "#/$defs/1"
                  },
                  "bookmarks_count": {
                    "$ref": "#/$defs/1"
                  }
                },
                "additionalProperties": false
              },
              "likes_count": {
                "$ref": "#/$defs/1"
              },
              "quoted_post": {
                "type": "object"
              },
              "views_count": {
                "$ref": "#/$defs/1"
              },
              "company_slug": {
                "type": "string"
              },
              "external_url": {
                "type": [
                  "string",
                  "null"
                ]
              },
              "quotes_count": {
                "$ref": "#/$defs/1"
              },
              "tagged_users": {
                "$ref": "#/$defs/3"
              },
              "replies_count": {
                "$ref": "#/$defs/1"
              },
              "reposted_post": {
                "type": "object"
              },
              "reposts_count": {
                "$ref": "#/$defs/1"
              },
              "author_username": {
                "type": "string"
              },
              "bookmarks_count": {
                "$ref": "#/$defs/1"
              },
              "author_x_user_id": {
                "type": [
                  "string",
                  "null"
                ]
              },
              "last_collected_at": {
                "$ref": "#/$defs/2"
              },
              "first_collected_at": {
                "$ref": "#/$defs/2"
              },
              "author_display_name": {
                "type": "string"
              },
              "parent_post_details": {
                "type": "object"
              }
            },
            "additionalProperties": false
          }
        },
        "additionalProperties": false
      },
      "cohorts": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "key",
            "label",
            "definition",
            "company_count",
            "post_count",
            "coverage",
            "top_by_likes",
            "top_by_reposts"
          ],
          "properties": {
            "key": {
              "type": "string"
            },
            "label": {
              "type": "string"
            },
            "coverage": {
              "type": "object",
              "required": [
                "likes",
                "reposts"
              ],
              "properties": {
                "likes": {
                  "$ref": "#/$defs/4"
                },
                "reposts": {
                  "$ref": "#/$defs/4"
                }
              },
              "additionalProperties": false
            },
            "definition": {
              "type": "object",
              "properties": {
                "space_slugs": {
                  "type": "array",
                  "items": {
                    "type": "string"
                  }
                },
                "normalized_stage": {
                  "type": "string"
                }
              },
              "additionalProperties": false
            },
            "post_count": {
              "type": "integer"
            },
            "top_by_likes": {
              "$ref": "#/$defs/6"
            },
            "company_count": {
              "type": "integer"
            },
            "top_by_reposts": {
              "$ref": "#/$defs/6"
            }
          },
          "additionalProperties": false
        }
      },
      "stage_groups": {
        "type": "array",
        "items": {
          "type": "string"
        }
      },
      "account_scope": {
        "type": "string"
      },
      "target_company": {
        "type": "object",
        "required": [
          "name",
          "slug"
        ],
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      },
      "effective_range": {
        "type": "object",
        "required": [
          "start_at",
          "end_at"
        ],
        "properties": {
          "end_at": {
            "$ref": "#/$defs/5"
          },
          "start_at": {
            "$ref": "#/$defs/5"
          }
        },
        "additionalProperties": false
      },
      "target_excluded": {
        "type": "boolean"
      },
      "limit_per_ranking": {
        "type": "integer"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

research_company_x_contentTitles 91Descriptions 42Inputs 0Annotations 75Outputs 7450/100

research_company_x_content

Title91/100

Research company X content

Shorten the title to an action and subject; move usage details into the description.

Description42/100

Research X posts with global Hacker News and developer trends, always included.

Describe the concrete operation and its scope instead of restating the tool name.

Inputs0/100

0 of 8 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

start_at

Not provided

Missing description. Explain what this value means and how to supply it.

end_at

Not provided

Missing description. Explain what this value means and how to supply it.

lookback_days

Not provided

Missing description. Explain what this value means and how to supply it.

account_scope

Not provided

Missing description. Explain what this value means and how to supply it.

post_type

Not provided

Missing description. Explain what this value means and how to supply it.

peer_limit

Not provided

Missing description. Explain what this value means and how to supply it.

hackernews_limit

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema74/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "company",
    "provenance",
    "x",
    "hackernews",
    "developer_trends"
  ],
  "properties": {
    "x": {
      "type": "object",
      "description": "X posts, engagement summary, peer benchmarks, effective window, and staleness."
    },
    "company": {
      "type": "object",
      "description": "Company identity and available stage or competitive-space context."
    },
    "hackernews": {
      "type": "object",
      "description": "Hacker News evidence, query window, counts, and available freshness or coverage."
    },
    "provenance": {
      "type": "object",
      "description": "Evidence source; recommendations are the calling model's responsibility."
    },
    "developer_trends": {
      "type": "object",
      "description": "Developer trend evidence and scope for the research window."
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "research_company_x_content",
  "title": "Research company X content",
  "description": "Research X posts with global Hacker News and developer trends, always included.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slug"
    ],
    "properties": {
      "end_at": {
        "type": [
          "string",
          "null"
        ],
        "format": "date-time",
        "default": null
      },
      "start_at": {
        "type": [
          "string",
          "null"
        ],
        "format": "date-time",
        "default": null
      },
      "post_type": {
        "anyOf": [
          {
            "enum": [
              "original",
              "quote",
              "repost"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "peer_limit": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 100,
        "minimum": 1
      },
      "company_slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "account_scope": {
        "anyOf": [
          {
            "enum": [
              "all",
              "company",
              "employee"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "lookback_days": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 36500,
        "minimum": 1
      },
      "hackernews_limit": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 100,
        "minimum": 1
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "company",
      "provenance",
      "x",
      "hackernews",
      "developer_trends"
    ],
    "properties": {
      "x": {
        "type": "object",
        "description": "X posts, engagement summary, peer benchmarks, effective window, and staleness."
      },
      "company": {
        "type": "object",
        "description": "Company identity and available stage or competitive-space context."
      },
      "hackernews": {
        "type": "object",
        "description": "Hacker News evidence, query window, counts, and available freshness or coverage."
      },
      "provenance": {
        "type": "object",
        "description": "Evidence source; recommendations are the calling model's responsibility."
      },
      "developer_trends": {
        "type": "object",
        "description": "Developer trend evidence and scope for the research window."
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_global_hackernews_postsTitles 89Descriptions 49Inputs 0Annotations 75Outputs 6351/100

get_global_hackernews_posts

Title89/100

List global Hacker News posts

The title clearly communicates the tool’s action and subject. Keep it concise.

Description49/100

Get and filter Hacker News metrics across all companies.

Describe the concrete operation and its scope instead of restating the tool name.

Inputs0/100

0 of 5 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

start_date

Not provided

Missing description. Explain what this value means and how to supply it.

end_date

Not provided

Missing description. Explain what this value means and how to supply it.

ordering

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema63/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "count",
    "next",
    "previous",
    "results"
  ],
  "properties": {
    "next": {
      "type": [
        "string",
        "null"
      ]
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "url",
          "points",
          "num_comments",
          "post_date",
          "submission_url",
          "title",
          "author",
          "company_slug"
        ],
        "properties": {
          "url": {
            "type": "string"
          },
          "title": {
            "type": "string"
          },
          "author": {
            "type": "string"
          },
          "points": {
            "type": [
              "integer",
              "null"
            ]
          },
          "post_date": {
            "type": "string",
            "format": "date"
          },
          "company_slug": {
            "type": [
              "string",
              "null"
            ]
          },
          "num_comments": {
            "type": [
              "integer",
              "null"
            ]
          },
          "submission_url": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_global_hackernews_posts",
  "title": "List global Hacker News posts",
  "description": "Get and filter Hacker News metrics across all companies.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "end_date": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "ordering": {
        "anyOf": [
          {
            "enum": [
              "-points",
              "-post_date",
              "points",
              "post_date"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "start_date": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "count",
      "next",
      "previous",
      "results"
    ],
    "properties": {
      "next": {
        "type": [
          "string",
          "null"
        ]
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "url",
            "points",
            "num_comments",
            "post_date",
            "submission_url",
            "title",
            "author",
            "company_slug"
          ],
          "properties": {
            "url": {
              "type": "string"
            },
            "title": {
              "type": "string"
            },
            "author": {
              "type": "string"
            },
            "points": {
              "type": [
                "integer",
                "null"
              ]
            },
            "post_date": {
              "type": "string",
              "format": "date"
            },
            "company_slug": {
              "type": [
                "string",
                "null"
              ]
            },
            "num_comments": {
              "type": [
                "integer",
                "null"
              ]
            },
            "submission_url": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_blog_leaderboardTitles 99Descriptions 59Inputs 0Annotations 75Outputs 4955/100

get_blog_leaderboard

Title99/100

Get blog leaderboard

The title clearly communicates the tool’s action and subject. Keep it concise.

Description59/100

Get the blog output rankings by company and activity.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 5 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

sort

Not provided

Missing description. Explain what this value means and how to supply it.

stage

Not provided

Missing description. Explain what this value means and how to supply it.

founded_after

Not provided

Missing description. Explain what this value means and how to supply it.

min_posts

Not provided

Missing description. Explain what this value means and how to supply it.

min_words

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema49/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "count",
    "results"
  ],
  "properties": {
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "year_founded": {
            "type": [
              "integer",
              "null"
            ]
          },
          "current_stage": {
            "type": [
              "string",
              "null"
            ]
          },
          "avg_posts_per_month": {
            "type": "number"
          }
        },
        "patternProperties": {
          "^(?:company_name|company_slug)(?!\\n)$": {
            "type": "string"
          },
          "^(?:posts_all_time|posts_current_year|total_words)(?!\\n)$": {
            "type": "integer"
          }
        },
        "additionalProperties": false
      }
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_blog_leaderboard",
  "title": "Get blog leaderboard",
  "description": "Get the blog output rankings by company and activity.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "sort": {
        "anyOf": [
          {
            "enum": [
              "avg_posts_per_month",
              "posts_all_time",
              "posts_current_year",
              "total_words"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "stage": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "min_posts": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 1000000,
        "minimum": 0
      },
      "min_words": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 1000000000,
        "minimum": 0
      },
      "founded_after": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 2100,
        "minimum": 1800
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "count",
      "results"
    ],
    "properties": {
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "year_founded": {
              "type": [
                "integer",
                "null"
              ]
            },
            "current_stage": {
              "type": [
                "string",
                "null"
              ]
            },
            "avg_posts_per_month": {
              "type": "number"
            }
          },
          "patternProperties": {
            "^(?:company_name|company_slug)(?!\\n)$": {
              "type": "string"
            },
            "^(?:posts_all_time|posts_current_year|total_words)(?!\\n)$": {
              "type": "integer"
            }
          },
          "additionalProperties": false
        }
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

list_trend_reportsTitles 100Descriptions 62Inputs 0Annotations 75Outputs 5056/100

list_trend_reports

Title100/100

List trend reports

The title clearly communicates the tool’s action and subject. Keep it concise.

Description62/100

List what trend reports are available, including paid tier reports.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 2 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema50/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "count",
    "results"
  ],
  "properties": {
    "next": {
      "type": [
        "string",
        "null"
      ]
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "updated_at": {
            "type": "string",
            "format": "date-time"
          },
          "description": {
            "type": [
              "string",
              "null"
            ]
          },
          "report_date": {
            "type": "string",
            "format": "date"
          }
        },
        "patternProperties": {
          "^(?:access_level|slug|title)(?!\\n)$": {
            "type": "string"
          },
          "^(?:companies|competitive_spaces|trend_topics)(?!\\n)$": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "name": {
                  "type": "string"
                },
                "slug": {
                  "type": "string"
                }
              },
              "additionalProperties": false
            }
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "list_trend_reports",
  "title": "List trend reports",
  "description": "List what trend reports are available, including paid tier reports.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "count",
      "results"
    ],
    "properties": {
      "next": {
        "type": [
          "string",
          "null"
        ]
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "updated_at": {
              "type": "string",
              "format": "date-time"
            },
            "description": {
              "type": [
                "string",
                "null"
              ]
            },
            "report_date": {
              "type": "string",
              "format": "date"
            }
          },
          "patternProperties": {
            "^(?:access_level|slug|title)(?!\\n)$": {
              "type": "string"
            },
            "^(?:companies|competitive_spaces|trend_topics)(?!\\n)$": {
              "type": "array",
              "items": {
                "type": "object",
                "properties": {
                  "name": {
                    "type": "string"
                  },
                  "slug": {
                    "type": "string"
                  }
                },
                "additionalProperties": false
              }
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_trend_reportTitles 99Descriptions 65Inputs 0Annotations 75Outputs 4456/100

get_trend_report

Title99/100

Get trend report

The title clearly communicates the tool’s action and subject. Keep it concise.

Description65/100

Get trend report with content in Markdown and metadata. Paid tier required.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 1 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

slug

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema44/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "properties": {
    "updated_at": {
      "type": "string",
      "format": "date-time"
    },
    "description": {
      "type": [
        "string",
        "null"
      ]
    },
    "report_date": {
      "type": "string",
      "format": "date"
    }
  },
  "patternProperties": {
    "^(?:access_level|content|slug|title)(?!\\n)$": {
      "type": "string"
    },
    "^(?:companies|competitive_spaces|trend_topics)(?!\\n)$": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_trend_report",
  "title": "Get trend report",
  "description": "Get trend report with content in Markdown and metadata. Paid tier required.",
  "inputSchema": {
    "type": "object",
    "required": [
      "slug"
    ],
    "properties": {
      "slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "properties": {
      "updated_at": {
        "type": "string",
        "format": "date-time"
      },
      "description": {
        "type": [
          "string",
          "null"
        ]
      },
      "report_date": {
        "type": "string",
        "format": "date"
      }
    },
    "patternProperties": {
      "^(?:access_level|content|slug|title)(?!\\n)$": {
        "type": "string"
      },
      "^(?:companies|competitive_spaces|trend_topics)(?!\\n)$": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "slug": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

list_competitive_spacesTitles 93Descriptions 62Inputs 0Annotations 75Outputs 4854/100

list_competitive_spaces

Title93/100

List competitive spaces

The title clearly communicates the tool’s action and subject. Keep it concise.

Description62/100

List Plushcap competitive spaces which categorizes similar companies.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 5 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

Not provided

Missing description. Explain what this value means and how to supply it.

space_type

Not provided

Missing description. Explain what this value means and how to supply it.

company_slug

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema48/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "required": [
    "count",
    "results"
  ],
  "properties": {
    "next": {
      "type": [
        "string",
        "null"
      ]
    },
    "count": {
      "type": "integer"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "description": {
            "type": [
              "string",
              "null"
            ]
          },
          "company_count": {
            "type": "integer"
          }
        },
        "patternProperties": {
          "^(?:name|slug|space_type)(?!\\n)$": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "list_competitive_spaces",
  "title": "List competitive spaces",
  "description": "List Plushcap competitive spaces which categorizes similar companies.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "search": {
        "type": [
          "string",
          "null"
        ],
        "default": null
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "space_type": {
        "anyOf": [
          {
            "enum": [
              "AI",
              "DATA",
              "INFR",
              "OTHR",
              "TOOL"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "company_slug": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "required": [
      "count",
      "results"
    ],
    "properties": {
      "next": {
        "type": [
          "string",
          "null"
        ]
      },
      "count": {
        "type": "integer"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "description": {
              "type": [
                "string",
                "null"
              ]
            },
            "company_count": {
              "type": "integer"
            }
          },
          "patternProperties": {
            "^(?:name|slug|space_type)(?!\\n)$": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_competitive_spaceTitles 98Descriptions 70Inputs 0Annotations 75Outputs 4557/100

get_competitive_space

Title98/100

Get competitive space details

The title clearly communicates the tool’s action and subject. Keep it concise.

Description70/100

Get a competitive space with its descriptions, type, and member companies.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 1 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

slug

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema45/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "properties": {
    "companies": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          },
          "public": {
            "type": "boolean"
          },
          "year_founded": {
            "type": [
              "integer",
              "null"
            ]
          },
          "current_stage": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "additionalProperties": false
      }
    },
    "company_count": {
      "type": "integer"
    }
  },
  "patternProperties": {
    "^(?:name|slug|space_type)(?!\\n)$": {
      "type": "string"
    },
    "^(?:description|verbose_description)(?!\\n)$": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_competitive_space",
  "title": "Get competitive space details",
  "description": "Get a competitive space with its descriptions, type, and member companies.",
  "inputSchema": {
    "type": "object",
    "required": [
      "slug"
    ],
    "properties": {
      "slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "properties": {
      "companies": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "slug": {
              "type": "string"
            },
            "public": {
              "type": "boolean"
            },
            "year_founded": {
              "type": [
                "integer",
                "null"
              ]
            },
            "current_stage": {
              "type": [
                "string",
                "null"
              ]
            }
          },
          "additionalProperties": false
        }
      },
      "company_count": {
        "type": "integer"
      }
    },
    "patternProperties": {
      "^(?:name|slug|space_type)(?!\\n)$": {
        "type": "string"
      },
      "^(?:description|verbose_description)(?!\\n)$": {
        "type": [
          "string",
          "null"
        ]
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_competitive_space_comparisonTitles 98Descriptions 65Inputs 0Annotations 75Outputs 4255/100

get_competitive_space_comparison

Title98/100

Compare competitive space companies

The title clearly communicates the tool’s action and subject. Keep it concise.

Description65/100

Compare metrics for companies with similar products. Paid tier required.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 4 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

slug

Not provided

Missing description. Explain what this value means and how to supply it.

section

Not provided

Missing description. Explain what this value means and how to supply it.

company_slugs

Not provided

Missing description. Explain what this value means and how to supply it.

start_year

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema42/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": "object",
      "required": [
        "months",
        "series"
      ],
      "properties": {
        "months": {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "series": {
          "$ref": "#/$defs/2"
        }
      },
      "additionalProperties": false
    },
    "2": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "name",
          "slug",
          "data"
        ],
        "properties": {
          "data": {
            "type": "array",
            "items": {
              "type": [
                "number",
                "null"
              ]
            }
          },
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    }
  },
  "properties": {
    "sections": {
      "type": "object",
      "properties": {
        "blog": {
          "type": "object",
          "required": [
            "time_series",
            "summary"
          ],
          "properties": {
            "summary": {
              "type": "array",
              "items": {
                "type": "object",
                "required": [
                  "name",
                  "slug",
                  "total_blog_posts",
                  "average_blog_posts"
                ],
                "properties": {
                  "name": {
                    "type": "string"
                  },
                  "slug": {
                    "type": "string"
                  },
                  "total_blog_posts": {
                    "type": "integer"
                  },
                  "average_blog_posts": {
                    "type": "number"
                  }
                },
                "additionalProperties": false
              }
            },
            "time_series": {
              "$ref": "#/$defs/1"
            }
          },
          "additionalProperties": false
        },
        "youtube": {
          "type": "object",
          "required": [
            "time_series",
            "summary"
          ],
          "properties": {
            "summary": {
              "type": "array",
              "items": {
                "type": "object",
                "required": [
                  "company_name",
                  "company_slug",
                  "channel_name",
                  "channel_id",
                  "date",
                  "subscriber_count",
                  "videos_count",
                  "views_count",
                  "share_of_leader_percent"
                ],
                "properties": {
                  "date": {
                    "type": "string",
                    "format": "date"
                  },
                  "channel_id": {
                    "type": "string"
                  },
                  "views_count": {
                    "type": [
                      "integer",
                      "null"
                    ]
                  },
                  "channel_name": {
                    "type": "string"
                  },
                  "company_name": {
                    "type": "string"
                  },
                  "company_slug": {
                    "type": "string"
                  },
                  "videos_count": {
                    "type": [
                      "integer",
                      "null"
                    ]
                  },
                  "subscriber_count": {
                    "type": [
                      "integer",
                      "null"
                    ]
                  },
                  "share_of_leader_percent": {
                    "type": [
                      "number",
                      "null"
                    ]
                  }
                },
                "additionalProperties": false
              }
            },
            "time_series": {
              "type": "object",
              "required": [
                "dates",
                "series"
              ],
              "properties": {
                "dates": {
                  "type": "array",
                  "items": {
                    "type": "string"
                  }
                },
                "series": {
                  "$ref": "#/$defs/2"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        },
        "hackernews": {
          "type": "object",
          "required": [
            "time_series",
            "points_threshold"
          ],
          "properties": {
            "time_series": {
              "$ref": "#/$defs/1"
            },
            "points_threshold": {
              "type": "integer"
            }
          },
          "additionalProperties": false
        }
      },
      "additionalProperties": false
    },
    "companies": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "start_year": {
      "type": "integer"
    },
    "competitive_space": {
      "type": "object",
      "properties": {
        "description": {
          "type": [
            "string",
            "null"
          ]
        }
      },
      "patternProperties": {
        "^(?:name|slug|space_type)(?!\\n)$": {
          "type": "string"
        }
      },
      "additionalProperties": false
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_competitive_space_comparison",
  "title": "Compare competitive space companies",
  "description": "Compare metrics for companies with similar products. Paid tier required.",
  "inputSchema": {
    "type": "object",
    "required": [
      "slug"
    ],
    "properties": {
      "slug": {
        "type": "string",
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "section": {
        "anyOf": [
          {
            "enum": [
              "all",
              "blog",
              "hackernews",
              "youtube"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "start_year": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 2100,
        "minimum": 2019
      },
      "company_slugs": {
        "anyOf": [
          {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          {
            "type": "null"
          }
        ],
        "default": null
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": "object",
        "required": [
          "months",
          "series"
        ],
        "properties": {
          "months": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "series": {
            "$ref": "#/$defs/2"
          }
        },
        "additionalProperties": false
      },
      "2": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "name",
            "slug",
            "data"
          ],
          "properties": {
            "data": {
              "type": "array",
              "items": {
                "type": [
                  "number",
                  "null"
                ]
              }
            },
            "name": {
              "type": "string"
            },
            "slug": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      }
    },
    "properties": {
      "sections": {
        "type": "object",
        "properties": {
          "blog": {
            "type": "object",
            "required": [
              "time_series",
              "summary"
            ],
            "properties": {
              "summary": {
                "type": "array",
                "items": {
                  "type": "object",
                  "required": [
                    "name",
                    "slug",
                    "total_blog_posts",
                    "average_blog_posts"
                  ],
                  "properties": {
                    "name": {
                      "type": "string"
                    },
                    "slug": {
                      "type": "string"
                    },
                    "total_blog_posts": {
                      "type": "integer"
                    },
                    "average_blog_posts": {
                      "type": "number"
                    }
                  },
                  "additionalProperties": false
                }
              },
              "time_series": {
                "$ref": "#/$defs/1"
              }
            },
            "additionalProperties": false
          },
          "youtube": {
            "type": "object",
            "required": [
              "time_series",
              "summary"
            ],
            "properties": {
              "summary": {
                "type": "array",
                "items": {
                  "type": "object",
                  "required": [
                    "company_name",
                    "company_slug",
                    "channel_name",
                    "channel_id",
                    "date",
                    "subscriber_count",
                    "videos_count",
                    "views_count",
                    "share_of_leader_percent"
                  ],
                  "properties": {
                    "date": {
                      "type": "string",
                      "format": "date"
                    },
                    "channel_id": {
                      "type": "string"
                    },
                    "views_count": {
                      "type": [
                        "integer",
                        "null"
                      ]
                    },
                    "channel_name": {
                      "type": "string"
                    },
                    "company_name": {
                      "type": "string"
                    },
                    "company_slug": {
                      "type": "string"
                    },
                    "videos_count": {
                      "type": [
                        "integer",
                        "null"
                      ]
                    },
                    "subscriber_count": {
                      "type": [
                        "integer",
                        "null"
                      ]
                    },
                    "share_of_leader_percent": {
                      "type": [
                        "number",
                        "null"
                      ]
                    }
                  },
                  "additionalProperties": false
                }
              },
              "time_series": {
                "type": "object",
                "required": [
                  "dates",
                  "series"
                ],
                "properties": {
                  "dates": {
                    "type": "array",
                    "items": {
                      "type": "string"
                    }
                  },
                  "series": {
                    "$ref": "#/$defs/2"
                  }
                },
                "additionalProperties": false
              }
            },
            "additionalProperties": false
          },
          "hackernews": {
            "type": "object",
            "required": [
              "time_series",
              "points_threshold"
            ],
            "properties": {
              "time_series": {
                "$ref": "#/$defs/1"
              },
              "points_threshold": {
                "type": "integer"
              }
            },
            "additionalProperties": false
          }
        },
        "additionalProperties": false
      },
      "companies": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "slug": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "start_year": {
        "type": "integer"
      },
      "competitive_space": {
        "type": "object",
        "properties": {
          "description": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "patternProperties": {
          "^(?:name|slug|space_type)(?!\\n)$": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

compare_companiesTitles 98Descriptions 64Inputs 0Annotations 75Outputs 5256/100

compare_companies

Title98/100

Compare companies

The title clearly communicates the tool’s action and subject. Keep it concise.

Description64/100

Compare companies' blog, YouTube and Hacker News metrics; Accelerate required. keyword filters blog metrics only (monthly/yearly/total post and word counts) by case-insensitive substring in title/text.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 4 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

company_slugs

Not provided

Missing description. Explain what this value means and how to supply it.

section

Not provided

Missing description. Explain what this value means and how to supply it.

start_year

Not provided

Missing description. Explain what this value means and how to supply it.

keyword

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema52/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": "object",
      "required": [
        "months",
        "series"
      ],
      "properties": {
        "months": {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "series": {
          "$ref": "#/$defs/3"
        }
      },
      "additionalProperties": false
    },
    "2": {
      "type": "object",
      "required": [
        "years",
        "series"
      ],
      "properties": {
        "years": {
          "type": "array",
          "items": {
            "type": "integer"
          }
        },
        "series": {
          "$ref": "#/$defs/3"
        }
      },
      "additionalProperties": false
    },
    "3": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "name",
          "slug",
          "data"
        ],
        "properties": {
          "data": {
            "type": "array",
            "items": {
              "type": [
                "number",
                "null"
              ]
            }
          },
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    }
  },
  "properties": {
    "sections": {
      "type": "object",
      "properties": {
        "blog": {
          "type": "object",
          "required": [
            "monthly_posts",
            "monthly_words",
            "yearly_posts",
            "yearly_words",
            "totals"
          ],
          "properties": {
            "totals": {
              "type": "object",
              "patternProperties": {
                "^[A-Za-z0-9_-]+$": {
                  "type": "object",
                  "required": [
                    "name",
                    "posts",
                    "words"
                  ],
                  "properties": {
                    "name": {
                      "type": "string"
                    },
                    "posts": {
                      "type": "integer"
                    },
                    "words": {
                      "type": "integer"
                    }
                  },
                  "additionalProperties": false
                }
              },
              "additionalProperties": false
            },
            "yearly_posts": {
              "$ref": "#/$defs/2"
            },
            "yearly_words": {
              "$ref": "#/$defs/2"
            },
            "monthly_posts": {
              "$ref": "#/$defs/1"
            },
            "monthly_words": {
              "$ref": "#/$defs/1"
            }
          },
          "additionalProperties": false
        },
        "youtube": {
          "type": "object",
          "required": [
            "monthly_subscribers",
            "monthly_views",
            "monthly_videos",
            "yearly_subscribers",
            "yearly_views",
            "yearly_videos",
            "totals"
          ],
          "properties": {
            "totals": {
              "type": "object",
              "patternProperties": {
                "^[A-Za-z0-9_-]+$": {
                  "type": "object",
                  "required": [
                    "name",
                    "subscribers",
                    "views",
                    "videos"
                  ],
                  "properties": {
                    "name": {
                      "type": "string"
                    },
                    "views": {
                      "type": "integer"
                    },
                    "videos": {
                      "type": "integer"
                    },
                    "subscribers": {
                      "type": "integer"
                    }
                  },
                  "additionalProperties": false
                }
              },
              "additionalProperties": false
            },
            "yearly_views": {
              "$ref": "#/$defs/2"
            },
            "monthly_views": {
              "$ref": "#/$defs/1"
            },
            "yearly_videos": {
              "$ref": "#/$defs/2"
            },
            "monthly_videos": {
              "$ref": "#/$defs/1"
            },
            "yearly_subscribers": {
              "$ref": "#/$defs/2"
            },
            "monthly_subscribers": {
              "$ref": "#/$defs/1"
            }
          },
          "additionalProperties": false
        },
        "hackernews": {
          "type": "object",
          "required": [
            "monthly_posts",
            "monthly_points",
            "yearly_posts",
            "yearly_points",
            "totals"
          ],
          "properties": {
            "totals": {
              "type": "object",
              "patternProperties": {
                "^[A-Za-z0-9_-]+$": {
                  "type": "object",
                  "required": [
                    "name",
                    "posts",
                    "points",
                    "avg_points"
                  ],
                  "properties": {
                    "name": {
                      "type": "string"
                    },
                    "posts": {
                      "type": "integer"
                    },
                    "points": {
                      "type": "integer"
                    },
                    "avg_points": {
                      "type": "number"
                    }
                  },
                  "additionalProperties": false
                }
              },
              "additionalProperties": false
            },
            "yearly_posts": {
              "$ref": "#/$defs/2"
            },
            "monthly_posts": {
              "$ref": "#/$defs/1"
            },
            "yearly_points": {
              "$ref": "#/$defs/2"
            },
            "monthly_points": {
              "$ref": "#/$defs/1"
            }
          },
          "additionalProperties": false
        }
      },
      "additionalProperties": false
    },
    "companies": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "start_year": {
      "type": "integer"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "compare_companies",
  "title": "Compare companies",
  "description": "Compare companies' blog, YouTube and Hacker News metrics; Accelerate required. keyword filters blog metrics only (monthly/yearly/total post and word counts) by case-insensitive substring in title/text.",
  "inputSchema": {
    "type": "object",
    "required": [
      "company_slugs"
    ],
    "properties": {
      "keyword": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "maxLength": 200
      },
      "section": {
        "anyOf": [
          {
            "enum": [
              "all",
              "blog",
              "hackernews",
              "youtube"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "start_year": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 2100,
        "minimum": 2019
      },
      "company_slugs": {
        "type": "array",
        "items": {
          "type": "string",
          "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
        },
        "maxItems": 10,
        "minItems": 2
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": "object",
        "required": [
          "months",
          "series"
        ],
        "properties": {
          "months": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "series": {
            "$ref": "#/$defs/3"
          }
        },
        "additionalProperties": false
      },
      "2": {
        "type": "object",
        "required": [
          "years",
          "series"
        ],
        "properties": {
          "years": {
            "type": "array",
            "items": {
              "type": "integer"
            }
          },
          "series": {
            "$ref": "#/$defs/3"
          }
        },
        "additionalProperties": false
      },
      "3": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "name",
            "slug",
            "data"
          ],
          "properties": {
            "data": {
              "type": "array",
              "items": {
                "type": [
                  "number",
                  "null"
                ]
              }
            },
            "name": {
              "type": "string"
            },
            "slug": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      }
    },
    "properties": {
      "sections": {
        "type": "object",
        "properties": {
          "blog": {
            "type": "object",
            "required": [
              "monthly_posts",
              "monthly_words",
              "yearly_posts",
              "yearly_words",
              "totals"
            ],
            "properties": {
              "totals": {
                "type": "object",
                "patternProperties": {
                  "^[A-Za-z0-9_-]+$": {
                    "type": "object",
                    "required": [
                      "name",
                      "posts",
                      "words"
                    ],
                    "properties": {
                      "name": {
                        "type": "string"
                      },
                      "posts": {
                        "type": "integer"
                      },
                      "words": {
                        "type": "integer"
                      }
                    },
                    "additionalProperties": false
                  }
                },
                "additionalProperties": false
              },
              "yearly_posts": {
                "$ref": "#/$defs/2"
              },
              "yearly_words": {
                "$ref": "#/$defs/2"
              },
              "monthly_posts": {
                "$ref": "#/$defs/1"
              },
              "monthly_words": {
                "$ref": "#/$defs/1"
              }
            },
            "additionalProperties": false
          },
          "youtube": {
            "type": "object",
            "required": [
              "monthly_subscribers",
              "monthly_views",
              "monthly_videos",
              "yearly_subscribers",
              "yearly_views",
              "yearly_videos",
              "totals"
            ],
            "properties": {
              "totals": {
                "type": "object",
                "patternProperties": {
                  "^[A-Za-z0-9_-]+$": {
                    "type": "object",
                    "required": [
                      "name",
                      "subscribers",
                      "views",
                      "videos"
                    ],
                    "properties": {
                      "name": {
                        "type": "string"
                      },
                      "views": {
                        "type": "integer"
                      },
                      "videos": {
                        "type": "integer"
                      },
                      "subscribers": {
                        "type": "integer"
                      }
                    },
                    "additionalProperties": false
                  }
                },
                "additionalProperties": false
              },
              "yearly_views": {
                "$ref": "#/$defs/2"
              },
              "monthly_views": {
                "$ref": "#/$defs/1"
              },
              "yearly_videos": {
                "$ref": "#/$defs/2"
              },
              "monthly_videos": {
                "$ref": "#/$defs/1"
              },
              "yearly_subscribers": {
                "$ref": "#/$defs/2"
              },
              "monthly_subscribers": {
                "$ref": "#/$defs/1"
              }
            },
            "additionalProperties": false
          },
          "hackernews": {
            "type": "object",
            "required": [
              "monthly_posts",
              "monthly_points",
              "yearly_posts",
              "yearly_points",
              "totals"
            ],
            "properties": {
              "totals": {
                "type": "object",
                "patternProperties": {
                  "^[A-Za-z0-9_-]+$": {
                    "type": "object",
                    "required": [
                      "name",
                      "posts",
                      "points",
                      "avg_points"
                    ],
                    "properties": {
                      "name": {
                        "type": "string"
                      },
                      "posts": {
                        "type": "integer"
                      },
                      "points": {
                        "type": "integer"
                      },
                      "avg_points": {
                        "type": "number"
                      }
                    },
                    "additionalProperties": false
                  }
                },
                "additionalProperties": false
              },
              "yearly_posts": {
                "$ref": "#/$defs/2"
              },
              "monthly_posts": {
                "$ref": "#/$defs/1"
              },
              "yearly_points": {
                "$ref": "#/$defs/2"
              },
              "monthly_points": {
                "$ref": "#/$defs/1"
              }
            },
            "additionalProperties": false
          }
        },
        "additionalProperties": false
      },
      "companies": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "slug": {
              "type": "string"
            }
          },
          "additionalProperties": false
        }
      },
      "start_year": {
        "type": "integer"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_monthly_trend_metricsTitles 99Descriptions 61Inputs 0Annotations 75Outputs 5556/100

get_monthly_trend_metrics

Title99/100

Get monthly trend metrics

The title clearly communicates the tool’s action and subject. Keep it concise.

Description61/100

Trend metrics by month along with month-over-month comparison data.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 7 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

topic_slug

Not provided

Missing description. Explain what this value means and how to supply it.

scope

Not provided

Missing description. Explain what this value means and how to supply it.

space_slug

Not provided

Missing description. Explain what this value means and how to supply it.

start

Not provided

Missing description. Explain what this value means and how to supply it.

end

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema55/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": [
        "integer",
        "null"
      ]
    },
    "2": {
      "type": "object",
      "required": [
        "name",
        "slug"
      ],
      "properties": {
        "name": {
          "type": "string"
        },
        "slug": {
          "type": "string"
        }
      },
      "additionalProperties": false
    }
  },
  "required": [
    "count",
    "results",
    "mode"
  ],
  "properties": {
    "mode": {
      "type": "string"
    },
    "next": {
      "type": [
        "string",
        "null"
      ]
    },
    "count": {
      "type": "integer"
    },
    "source": {
      "type": "string"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "topic",
          "competitive_space",
          "month_start",
          "month_end",
          "mention_count",
          "post_count",
          "company_count",
          "mention_count_prev_month",
          "month_over_month_change",
          "calculated_at",
          "mode",
          "diagnostics"
        ],
        "properties": {
          "mode": {
            "type": "string"
          },
          "topic": {
            "$ref": "#/$defs/2"
          },
          "month_end": {
            "type": "string",
            "format": "date"
          },
          "post_count": {
            "type": "integer"
          },
          "diagnostics": {
            "type": "object",
            "required": [
              "raw_mentions",
              "eligible_mentions",
              "normalized_mentions",
              "removed_by_quarantine_mentions",
              "removed_by_capping_mentions",
              "capped_company_count",
              "normalization_version"
            ],
            "properties": {
              "raw_mentions": {
                "type": "integer"
              },
              "eligible_mentions": {
                "$ref": "#/$defs/1"
              },
              "normalized_mentions": {
                "$ref": "#/$defs/1"
              },
              "capped_company_count": {
                "$ref": "#/$defs/1"
              },
              "normalization_version": {
                "type": "string"
              },
              "removed_by_capping_mentions": {
                "$ref": "#/$defs/1"
              },
              "removed_by_quarantine_mentions": {
                "$ref": "#/$defs/1"
              }
            },
            "additionalProperties": false
          },
          "month_start": {
            "type": "string",
            "format": "date"
          },
          "calculated_at": {
            "type": "string",
            "format": "date-time"
          },
          "company_count": {
            "type": "integer"
          },
          "mention_count": {
            "type": "integer"
          },
          "competitive_space": {
            "anyOf": [
              {
                "$ref": "#/$defs/2"
              },
              {
                "type": "null"
              }
            ]
          },
          "month_over_month_change": {
            "type": [
              "number",
              "null"
            ]
          },
          "mention_count_prev_month": {
            "$ref": "#/$defs/1"
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "type": [
        "string",
        "null"
      ]
    },
    "account_type": {
      "type": "string"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_monthly_trend_metrics",
  "title": "Get monthly trend metrics",
  "description": "Trend metrics by month along with month-over-month comparison data.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "end": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "scope": {
        "anyOf": [
          {
            "enum": [
              "all",
              "global",
              "space"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "start": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "space_slug": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "topic_slug": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": [
          "integer",
          "null"
        ]
      },
      "2": {
        "type": "object",
        "required": [
          "name",
          "slug"
        ],
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "required": [
      "count",
      "results",
      "mode"
    ],
    "properties": {
      "mode": {
        "type": "string"
      },
      "next": {
        "type": [
          "string",
          "null"
        ]
      },
      "count": {
        "type": "integer"
      },
      "source": {
        "type": "string"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "topic",
            "competitive_space",
            "month_start",
            "month_end",
            "mention_count",
            "post_count",
            "company_count",
            "mention_count_prev_month",
            "month_over_month_change",
            "calculated_at",
            "mode",
            "diagnostics"
          ],
          "properties": {
            "mode": {
              "type": "string"
            },
            "topic": {
              "$ref": "#/$defs/2"
            },
            "month_end": {
              "type": "string",
              "format": "date"
            },
            "post_count": {
              "type": "integer"
            },
            "diagnostics": {
              "type": "object",
              "required": [
                "raw_mentions",
                "eligible_mentions",
                "normalized_mentions",
                "removed_by_quarantine_mentions",
                "removed_by_capping_mentions",
                "capped_company_count",
                "normalization_version"
              ],
              "properties": {
                "raw_mentions": {
                  "type": "integer"
                },
                "eligible_mentions": {
                  "$ref": "#/$defs/1"
                },
                "normalized_mentions": {
                  "$ref": "#/$defs/1"
                },
                "capped_company_count": {
                  "$ref": "#/$defs/1"
                },
                "normalization_version": {
                  "type": "string"
                },
                "removed_by_capping_mentions": {
                  "$ref": "#/$defs/1"
                },
                "removed_by_quarantine_mentions": {
                  "$ref": "#/$defs/1"
                }
              },
              "additionalProperties": false
            },
            "month_start": {
              "type": "string",
              "format": "date"
            },
            "calculated_at": {
              "type": "string",
              "format": "date-time"
            },
            "company_count": {
              "type": "integer"
            },
            "mention_count": {
              "type": "integer"
            },
            "competitive_space": {
              "anyOf": [
                {
                  "$ref": "#/$defs/2"
                },
                {
                  "type": "null"
                }
              ]
            },
            "month_over_month_change": {
              "type": [
                "number",
                "null"
              ]
            },
            "mention_count_prev_month": {
              "$ref": "#/$defs/1"
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "type": [
          "string",
          "null"
        ]
      },
      "account_type": {
        "type": "string"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

get_yearly_trend_metricsTitles 99Descriptions 60Inputs 0Annotations 75Outputs 5255/100

get_yearly_trend_metrics

Title99/100

Get yearly trend metrics

The title clearly communicates the tool’s action and subject. Keep it concise.

Description60/100

Trend metrics by year along with year-over-year comparison data.

Describe the returned information so the agent knows whether it will answer the request.

Inputs0/100

0 of 7 inputs have descriptions. Add descriptions to the missing inputs, including where to obtain IDs and how to supply values.

topic_slug

Not provided

Missing description. Explain what this value means and how to supply it.

scope

Not provided

Missing description. Explain what this value means and how to supply it.

space_slug

Not provided

Missing description. Explain what this value means and how to supply it.

start

Not provided

Missing description. Explain what this value means and how to supply it.

end

Not provided

Missing description. Explain what this value means and how to supply it.

page

Not provided

Missing description. Explain what this value means and how to supply it.

page_size

Not provided

Missing description. Explain what this value means and how to supply it.

Annotations75/100

Declare idempotentHint based on the tool’s actual behavior.

{
  "readOnlyHint": true,
  "openWorldHint": false,
  "destructiveHint": false
}

Output schema52/100

Describe the returned fields so an agent can interpret the result.

View output schema

{
  "type": "object",
  "$defs": {
    "1": {
      "type": [
        "integer",
        "null"
      ]
    },
    "2": {
      "type": "object",
      "required": [
        "name",
        "slug"
      ],
      "properties": {
        "name": {
          "type": "string"
        },
        "slug": {
          "type": "string"
        }
      },
      "additionalProperties": false
    }
  },
  "required": [
    "count",
    "results",
    "mode"
  ],
  "properties": {
    "mode": {
      "type": "string"
    },
    "next": {
      "type": [
        "string",
        "null"
      ]
    },
    "count": {
      "type": "integer"
    },
    "source": {
      "type": "string"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "topic",
          "competitive_space",
          "year_start",
          "year_end",
          "mention_count",
          "post_count",
          "company_count",
          "mention_count_prev_year",
          "year_over_year_change",
          "calculated_at",
          "mode",
          "diagnostics"
        ],
        "properties": {
          "mode": {
            "type": "string"
          },
          "topic": {
            "$ref": "#/$defs/2"
          },
          "year_end": {
            "type": "string",
            "format": "date"
          },
          "post_count": {
            "type": "integer"
          },
          "year_start": {
            "type": "string",
            "format": "date"
          },
          "diagnostics": {
            "type": "object",
            "required": [
              "raw_mentions",
              "eligible_mentions",
              "normalized_mentions",
              "removed_by_quarantine_mentions",
              "removed_by_capping_mentions",
              "capped_company_count",
              "normalization_version"
            ],
            "properties": {
              "raw_mentions": {
                "type": "integer"
              },
              "eligible_mentions": {
                "$ref": "#/$defs/1"
              },
              "normalized_mentions": {
                "$ref": "#/$defs/1"
              },
              "capped_company_count": {
                "$ref": "#/$defs/1"
              },
              "normalization_version": {
                "type": "string"
              },
              "removed_by_capping_mentions": {
                "$ref": "#/$defs/1"
              },
              "removed_by_quarantine_mentions": {
                "$ref": "#/$defs/1"
              }
            },
            "additionalProperties": false
          },
          "calculated_at": {
            "type": "string",
            "format": "date-time"
          },
          "company_count": {
            "type": "integer"
          },
          "mention_count": {
            "type": "integer"
          },
          "competitive_space": {
            "anyOf": [
              {
                "$ref": "#/$defs/2"
              },
              {
                "type": "null"
              }
            ]
          },
          "year_over_year_change": {
            "type": [
              "number",
              "null"
            ]
          },
          "mention_count_prev_year": {
            "$ref": "#/$defs/1"
          }
        },
        "additionalProperties": false
      }
    },
    "previous": {
      "type": [
        "string",
        "null"
      ]
    },
    "account_type": {
      "type": "string"
    }
  },
  "additionalProperties": false
}

Original tool metadata

{
  "name": "get_yearly_trend_metrics",
  "title": "Get yearly trend metrics",
  "description": "Trend metrics by year along with year-over-year comparison data.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "end": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "page": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 10000,
        "minimum": 1
      },
      "scope": {
        "anyOf": [
          {
            "enum": [
              "all",
              "global",
              "space"
            ],
            "type": "string"
          },
          {
            "type": "null"
          }
        ],
        "default": null
      },
      "start": {
        "type": [
          "string",
          "null"
        ],
        "format": "date",
        "default": null
      },
      "page_size": {
        "type": [
          "integer",
          "null"
        ],
        "default": null,
        "maximum": 200,
        "minimum": 1
      },
      "space_slug": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      },
      "topic_slug": {
        "type": [
          "string",
          "null"
        ],
        "default": null,
        "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$"
      }
    },
    "additionalProperties": false
  },
  "outputSchema": {
    "type": "object",
    "$defs": {
      "1": {
        "type": [
          "integer",
          "null"
        ]
      },
      "2": {
        "type": "object",
        "required": [
          "name",
          "slug"
        ],
        "properties": {
          "name": {
            "type": "string"
          },
          "slug": {
            "type": "string"
          }
        },
        "additionalProperties": false
      }
    },
    "required": [
      "count",
      "results",
      "mode"
    ],
    "properties": {
      "mode": {
        "type": "string"
      },
      "next": {
        "type": [
          "string",
          "null"
        ]
      },
      "count": {
        "type": "integer"
      },
      "source": {
        "type": "string"
      },
      "results": {
        "type": "array",
        "items": {
          "type": "object",
          "required": [
            "topic",
            "competitive_space",
            "year_start",
            "year_end",
            "mention_count",
            "post_count",
            "company_count",
            "mention_count_prev_year",
            "year_over_year_change",
            "calculated_at",
            "mode",
            "diagnostics"
          ],
          "properties": {
            "mode": {
              "type": "string"
            },
            "topic": {
              "$ref": "#/$defs/2"
            },
            "year_end": {
              "type": "string",
              "format": "date"
            },
            "post_count": {
              "type": "integer"
            },
            "year_start": {
              "type": "string",
              "format": "date"
            },
            "diagnostics": {
              "type": "object",
              "required": [
                "raw_mentions",
                "eligible_mentions",
                "normalized_mentions",
                "removed_by_quarantine_mentions",
                "removed_by_capping_mentions",
                "capped_company_count",
                "normalization_version"
              ],
              "properties": {
                "raw_mentions": {
                  "type": "integer"
                },
                "eligible_mentions": {
                  "$ref": "#/$defs/1"
                },
                "normalized_mentions": {
                  "$ref": "#/$defs/1"
                },
                "capped_company_count": {
                  "$ref": "#/$defs/1"
                },
                "normalization_version": {
                  "type": "string"
                },
                "removed_by_capping_mentions": {
                  "$ref": "#/$defs/1"
                },
                "removed_by_quarantine_mentions": {
                  "$ref": "#/$defs/1"
                }
              },
              "additionalProperties": false
            },
            "calculated_at": {
              "type": "string",
              "format": "date-time"
            },
            "company_count": {
              "type": "integer"
            },
            "mention_count": {
              "type": "integer"
            },
            "competitive_space": {
              "anyOf": [
                {
                  "$ref": "#/$defs/2"
                },
                {
                  "type": "null"
                }
              ]
            },
            "year_over_year_change": {
              "type": [
                "number",
                "null"
              ]
            },
            "mention_count_prev_year": {
              "$ref": "#/$defs/1"
            }
          },
          "additionalProperties": false
        }
      },
      "previous": {
        "type": [
          "string",
          "null"
        ]
      },
      "account_type": {
        "type": "string"
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false,
    "destructiveHint": false
  }
}

Manufact

Server metadata

Discoverability

Protocol

Tools

MCP Apps

Tool documentation quality

Server metadata

Discoverability

Protocol

Tools

MCP Apps

Tool docsTool documentation quality

Title99/100

Description63/100

Inputs0/100

Annotations75/100

Output schema51/100

Title99/100

Description59/100

Inputs0/100

Annotations75/100

Output schema52/100

Title99/100

Description40/100

Inputs0/100

Annotations75/100

Output schema60/100

Title99/100

Description33/100

Inputs0/100

Annotations75/100

Output schema68/100

Title99/100

Description70/100

Inputs0/100

Annotations75/100

Output schema50/100

Title100/100

Description76/100

Inputs0/100

Annotations75/100

Output schema55/100

Title88/100

Description65/100

Inputs0/100

Annotations75/100

Output schema54/100

Title100/100

Description70/100

Inputs0/100

Annotations75/100

Output schema64/100

Title98/100

Description54/100

Inputs0/100

Annotations75/100

Output schema84/100

Title99/100

Description75/100

Inputs0/100

Annotations75/100

Output schema54/100

Title99/100

Description73/100

Inputs0/100

Annotations75/100

Output schema54/100

Title97/100

Description61/100

Inputs0/100

Annotations75/100

Output schema44/100

Title84/100

Description70/100

Inputs0/100

Annotations75/100

Output schema51/100

Title98/100

Description73/100

Tool documentation quality