HubVibe: Pay-per-Call Agent Tools: Web Search, Email Verify, KYC Screening, Stocks, Crypto, News

Bluesky profile, posts, account search or thread, live

hubvibe_social_bluesky

Read-onlyIdempotent

Bluesky data, live and keyless: a profile with its latest posts and engagement (likes, reposts, replies, quotes), an account search, or a post thread with its replies, from the public AppView. Use it for social listening and influencer checks on Bluesky. Input: mode (profile, search_actors, thread) with actor, query or uri; optional posts, limit, depth. $0.05 per call. Returns: mode, actor, query, uri, profile{}, posts[], actors[], thread{}, post_count, actor_count, source, as_of, checked_at.

Input Schema

TableJSON Schema

Name	Required	Description
`uri`	No	Post AT-URI, at://did:plc:.../app.bsky.feed.post/<rkey>; thread mode.
`mode`	Yes	profile: an account and its latest posts; search_actors: accounts matching a query; thread: a post and its replies.
`actor`	No	Handle (bsky.app) or DID (did:plc:...); profile mode.
`depth`	No	Reply depth to flatten in thread mode, default 2.
`limit`	No	Accounts to return in search_actors mode, default 10.
`posts`	No	Latest posts to return in profile mode, default 10.
`query`	No	Words to match accounts on; search_actors mode.
`language`	No	Optional BCP-47 language tag (en, ja, ko, pt-BR): the human-readable strings of the result (notes, details, reasons) are translated into this language; data, codes, numbers and URLs are untouched. Default: as produced.

Output Schema

TableJSON Schema

Name	Required	Description	Default
`result`	Yes
`status`	Yes
`worker`	Yes
`price_usd`	Yes
`provenance`	Yes
`receipt_id`	Yes
`attribution`	No
`receipt_url`	Yes
`billing_warning`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed23 schema fields changedOct 1, 2026

removedOutput schema / description

Removed value: -"The 200 body of every paid /work call. `result` is the worker's own output (its schema is per route); everything else is the same on every /work route. A receipt for the job is at `receipt_url`."

removedOutput schema / properties / attribution / description

Removed value: -"Present only when the result's text was machine-translated: the credit to show with it."

removedOutput schema / properties / attribution / items / description
```
Removed value: -"A credit."
```

removedOutput schema / properties / attribution / items / properties

Removed value: -{
-  "text": {
-    "description": "Credit.",
-    "examples": [
-      "Translated by Google"
-    ],
-    "type": "string"
-  },
-  "url": {
-    "description": "Link.",
-    "examples": [
-      "https://translate.google.com"
-    ],
-    "type": "string"
-  }
-}

removedOutput schema / properties / attribution / items / required
```
Removed value: -[
-  "text",
-  "url"
-]
```
removedOutput schema / properties / attribution / items / type
```
Removed value: -"object"
```

removedOutput schema / properties / billing_warning / description

Removed value: -"Present only when the charge was recorded with a caveat."

removedOutput schema / properties / billing_warning / examples
```
Removed value: -[
-  "settlement pending"
-]
```
removedOutput schema / properties / price_usd / description
```
Removed value: -"What this call cost, in USD."
```
removedOutput schema / properties / price_usd / examples
```
Removed value: -[
-  0.02
-]
```

removedOutput schema / properties / provenance / description

Removed value: -"How the result was produced: which providers ran and how long each took."

removedOutput schema / properties / provenance / properties

Removed value: -{
-  "attempts": {
-    "description": "Provider attempts made, including retries and failovers.",
-    "examples": [
-      1
-    ],
-    "type": "integer"
-  },
-  "elapsed_ms": {
-    "description": "Wall-clock milliseconds for the whole job.",
-    "examples": [
-      340
-    ],
-    "type": "integer"
-  },
-  "providers_used": {
-    "description": "Providers that served the job.",
-    "examples": [
-      [
-        "coinbase-advanced-trade-public"
-      ]
-    ],
-    "items": {
-      "description": "Provider name.",
-      "examples": [
-        "coinbase-advanced-trade-public"
-      ],
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "steps": {
-    "description": "Every step the job ran, in order.",
-    "items": {
-      "description": "One step of the job.",
-      "properties": {
-        "ms": {
-          "description": "Milliseconds the step took.",
-          "examples": [
-            312
-          ],
-          "type": "integer"
-        },
-        "ok": {
-          "description": "Whether the step succeeded.",
-          "examples": [
-            true
-          ],
-          "type": "boolean"
-        },
-        "provider": {
-          "description": "Provider that served the step.",
-          "examples": [
-            "coinbase-advanced-trade-public"
-          ],
-          "type": "string"
-        },
-        "reason": {
-          "description": "Failure reason, on a failed step.",
-          "examples": [
-            "provider_timeout"
-          ],
-          "type": "string"
-        },
-        "step": {
-          "description": "Step name inside the worker.",
-          "examples": [
-            "quote"
-          ],
-          "type": "string"
-        }
-      },
-      "required": [
-        "step",
-        "ok",
-        "ms"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  }
-}

removedOutput schema / properties / provenance / required

Removed value: -[
-  "steps",
-  "providers_used",
-  "attempts",
-  "elapsed_ms"
-]

removedOutput schema / properties / receipt_id / description
```
Removed value: -"Receipt id for this job."
```
removedOutput schema / properties / receipt_id / examples
```
Removed value: -[
-  "rcpt_9f1c2b3a4d5e6f70"
-]
```

removedOutput schema / properties / receipt_url / description

Removed value: -"Where to fetch the machine-readable receipt (free, no payment)."

removedOutput schema / properties / receipt_url / examples

Removed value: -[
-  "/work/receipts/rcpt_9f1c2b3a4d5e6f70"
-]

removedOutput schema / properties / result / properties

Removed value: -{
-  "actor": {
-    "description": "Actor asked for (profile mode).",
-    "examples": [
-      "bsky.app"
-    ],
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "actor_count": {
-    "description": "Accounts returned.",
-    "examples": [
-      0
-    ],
-    "type": "integer"
-  },
-  "actors": {
-    "description": "Accounts found in search_actors mode; empty otherwise.",
-    "items": {
-      "description": "An account from actor search.",
-      "properties": {
-        "avatar_url": {
-          "description": "Avatar URL.",
-          "examples": [
-            "https://cdn.bsky.app/img/avatar/plain/did:plc:coin/y@jpeg"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "description": {
-          "description": "Bio.",
-          "examples": [
-            "Coinbase on Bluesky"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "did": {
-          "description": "DID.",
-          "examples": [
-            "did:plc:coin"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "display_name": {
-          "description": "Display name.",
-          "examples": [
-            "Coinbase"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "handle": {
-          "description": "Handle.",
-          "examples": [
-            "coinbase.com"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        }
-      },
-      "required": [
-        "did",
-        "handle",
-        "display_name",
-        "description",
-        "avatar_url"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "as_of": {
-    "description": "Indexing time of the newest post returned, else checked_at.",
-    "examples": [
-      "2026-09-26T20:00:00.000Z"
-    ],
-    "type": "string"
-  },
-  "checked_at": {
-    "description": "When this node read the source (UTC). Nothing here is cached.",
-    "examples": [
-      "2026-09-26T18:00:00Z"
-    ],
-    "format": "date-time",
-    "type": "string"
-  },
-  "mode": {
-    "description": "Mode run.",
-    "enum": [
-      "profile",
-      "search_actors",
-      "thread"
-    ],
-    "examples": [
-      "profile"
-    ],
-    "type": "string"
-  },
-  "post_count": {
-    "description": "Posts returned.",
-    "examples": [
-      3
-    ],
-    "type": "integer"
-  },
-  "posts": {
-    "description": "Latest posts in profile mode, newest first; empty otherwise.",
-    "items": {
-      "description": "One Bluesky post.",
-      "properties": {
-        "author_did": {
-          "description": "Author DID.",
-          "examples": [
-            "did:plc:z72i7hdynmk6r22z27h6tvur"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "author_handle": {
-          "description": "Author handle.",
-          "examples": [
-            "bsky.app"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "cid": {
-          "description": "Content id.",
-          "examples": [
-            "bafyreicrjbyelww7gvuymagi7g2rirokyrvedwzeh5vflmsvnwhnwjvnyi"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "created_at": {
-          "description": "Author's creation time.",
-          "examples": [
-            "2026-09-26T20:00:00.000Z"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "embed_type": {
-          "description": "Embed type ($type) when the post carries one.",
-          "examples": [
-            "app.bsky.embed.images#view"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "indexed_at": {
-          "description": "AppView indexing time.",
-          "examples": [
-            "2026-09-26T20:00:00.000Z"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "is_repost": {
-          "description": "Whether this feed item is a repost by the actor.",
-          "examples": [
-            false
-          ],
-          "type": "boolean"
-        },
-        "langs": {
-          "description": "Languages the author declared.",
-          "examples": [
-            [
-              "en"
-            ]
-          ],
-          "items": {
-            "description": "BCP-47 tag.",
-            "examples": [
-              "en"
-            ],
-            "type": "string"
-          },
-          "type": "array"
-        },
-        "likes": {
-          "description": "Likes.",
-          "examples": [
-            90
-          ],
-          "type": [
-            "integer",
-            "null"
-          ]
-        },
-        "quotes": {
-          "description": "Quote posts.",
-          "examples": [
-            2
-          ],
-          "type": [
-            "integer",
-            "null"
-          ]
-        },
-        "replies": {
-          "description": "Replies.",
-          "examples": [
-            5
-          ],
-          "type": [
-            "integer",
-            "null"
-          ]
-        },
-        "reply_to": {
-          "description": "AT-URI of the parent post when this is a reply.",
-          "examples": [
-            null
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "reposts": {
-          "description": "Reposts.",
-          "examples": [
-            7
-          ],
-          "type": [
-            "integer",
-            "null"
-          ]
-        },
-        "text": {
-          "description": "Post text.",
-          "examples": [
-            "hello world"
-          ],
-          "type": "string"
-        },
-        "uri": {
-          "description": "Post AT-URI.",
-          "examples": [
-            "at://did:plc:z72i7hdynmk6r22z27h6tvur/app.bsky.feed.post/3mw2cdr44fc2a"
-          ],
-          "type": "string"
-        },
-        "url": {
-          "description": "Web URL of the post.",
-          "examples": [
-            "https://bsky.app/profile/bsky.app/post/3mw2cdr44fc2a"
-          ],
-          "type": [
-            "string",
-            "null"
-          ]
-        }
-      },
-      "required": [
-        "uri",
-        "cid",
-        "url",
-        "author_handle",
-        "author_did",
-        "text",
-        "created_at",
-        "indexed_at",
-        "likes",
-        "reposts",
-        "replies",
-        "quotes",
-        "langs",
-        "is_repost",
-        "reply_to",
-        "embed_type"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "profile": {
-    "description": "The account, in profile mode; null otherwise.",
-    "properties": {
-      "avatar_url": {
-        "description": "Avatar URL.",
-        "examples": [
-          "https://cdn.bsky.app/img/avatar/plain/did:plc:z72i7hdynmk6r22z27h6tvur/x@jpeg"
-        ],
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "created_at": {
-        "description": "Account creation time.",
-        "examples": [
-          "2023-04-12T04:53:57.057Z"
-        ],
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "description": {
-        "description": "Bio.",
-        "examples": [
-          "official bluesky account"
-        ],
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "did": {
-        "description": "DID.",
-        "examples": [
-          "did:plc:z72i7hdynmk6r22z27h6tvur"
-        ],
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "display_name": {
-        "description": "Display name.",
-        "examples": [
-          "Bluesky"
-        ],
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "followers": {
-        "description": "Followers.",
-        "examples": [
-          4200000
-        ],
-        "type": [
-          "integer",
-          "null"
-        ]
-      },
-      "follows": {
-        "description": "Follows.",
-        "examples": [
-          3
-        ],
-        "type": [
-          "integer",
-          "null"
-        ]
-      },
-      "handle": {
-        "description": "Handle.",
-        "examples": [
-          "bsky.app"
-        ],
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "posts": {
-        "description": "Posts.",
-        "examples": [
-          1234
-        ],
-        "type": [
-          "integer",
-          "null"
-        ]
-      }
-    },
-    "required": [
-      "did",
-      "handle",
-      "display_name",
-      "description",
-      "avatar_url",
-      "followers",
-      "follows",
-      "posts",
-      "created_at"
-    ],
-    "type": [
-      "object",
-      "null"
-    ]
-  },
-  "query": {
-    "description": "Query asked for (search_actors mode).",
-    "examples": [
-      "coinbase"
-    ],
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "source": {
-    "const": "bluesky-public-appview",
-    "description": "Data source.",
-    "type": "string"
-  },
-  "thread": {
-    "description": "The thread, in thread mode; null otherwise.",
-    "properties": {
-      "post": {
-        "description": "One Bluesky post.",
-        "properties": {
-          "author_did": {
-            "description": "Author DID.",
-            "examples": [
-              "did:plc:z72i7hdynmk6r22z27h6tvur"
-            ],
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "author_handle": {
-            "description": "Author handle.",
-            "examples": [
-              "bsky.app"
-            ],
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "cid": {
-            "description": "Content id.",
-            "examples": [
-              "bafyreicrjbyelww7gvuymagi7g2rirokyrvedwzeh5vflmsvnwhnwjvnyi"
-            ],
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "created_at": {
-            "description": "Author's creation time.",
-            "examples": [
-              "2026-09-26T20:00:00.000Z"
-            ],
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "embed_type": {
-            "description": "Embed type ($type) when the post carries one.",
-            "examples": [
-              "app.bsky.embed.images#view"
-            ],
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "indexed_at": {
-            "description": "AppView indexing time.",
-            "examples": [
-              "2026-09-26T20:00:00.000Z"
-            ],
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "is_repost": {
-            "description": "Whether this feed item is a repost by the actor.",
-            "examples": [
-              false
-            ],
-            "type": "boolean"
-          },
-          "langs": {
-            "description": "Languages the author declared.",
-            "examples": [
-              [
-                "en"
-              ]
-            ],
-            "items": {
-              "description": "BCP-47 tag.",
-              "examples": [
-                "en"
-              ],
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "likes": {
-            "description": "Likes.",
-            "examples": [
-              90
-            ],
-            "type": [
-              "integer",
-              "null"
-            ]
-          },
-          "quotes": {
-            "description": "Quote posts.",
-            "examples": [
-              2
-            ],
-            "type": [
-              "integer",
-              "null"
-            ]
-          },
-          "replies": {
-            "description": "Replies.",
-            "examples": [
-              5
-            ],
-            "type": [
-              "integer",
-              "null"
-            ]
-          },
-          "reply_to": {
-            "description": "AT-URI of the parent post when this is a reply.",
-            "examples": [
-              null
-            ],
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "reposts": {
-            "description": "Reposts.",
-            "examples": [
-              7
-            ],
-            "type": [
-              "integer",
-              "null"
-            ]
-          },
-          "text": {
-            "description": "Post text.",
-            "examples": [
-              "hello world"
-            ],
-            "type": "string"
-          },
-          "uri": {
-            "description": "Post AT-URI.",
-            "examples": [
-              "at://did:plc:z72i7hdynmk6r22z27h6tvur/app.bsky.feed.post/3mw2cdr44fc2a"
-            ],
-            "type": "string"
-          },
-          "url": {
-            "description": "Web URL of the post.",
-            "examples": [
-              "https://bsky.app/profile/bsky.app/post/3mw2cdr44fc2a"
-            ],
-            "type": [
-              "string",
-              "null"
-            ]
-          }
-        },
-        "required": [
-          "uri",
-          "cid",
-          "url",
-          "author_handle",
-          "author_did",
-          "text",
-          "created_at",
-          "indexed_at",
-          "likes",
-          "reposts",
-          "replies",
-          "quotes",
-          "langs",
-          "is_repost",
-          "reply_to",
-          "embed_type"
-        ],
-        "type": "object"
-      },
-      "replies": {
-        "description": "Replies flattened to the requested depth, in thread order.",
-        "items": {
-          "description": "One Bluesky post.",
-          "properties": {
-            "author_did": {
-              "description": "Author DID.",
-              "examples": [
-                "did:plc:z72i7hdynmk6r22z27h6tvur"
-              ],
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "author_handle": {
-              "description": "Author handle.",
-              "examples": [
-                "bsky.app"
-              ],
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "cid": {
-              "description": "Content id.",
-              "examples": [
-                "bafyreicrjbyelww7gvuymagi7g2rirokyrvedwzeh5vflmsvnwhnwjvnyi"
-              ],
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "created_at": {
-              "description": "Author's creation time.",
-              "examples": [
-                "2026-09-26T20:00:00.000Z"
-              ],
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "embed_type": {
-              "description": "Embed type ($type) when the post carries one.",
-              "examples": [
-                "app.bsky.embed.images#view"
-              ],
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "indexed_at": {
-              "description": "AppView indexing time.",
-              "examples": [
-                "2026-09-26T20:00:00.000Z"
-              ],
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "is_repost": {
-              "description": "Whether this feed item is a repost by the actor.",
-              "examples": [
-                false
-              ],
-              "type": "boolean"
-            },
-            "langs": {
-              "description": "Languages the author declared.",
-              "examples": [
-                [
-                  "en"
-                ]
-              ],
-              "items": {
-                "description": "BCP-47 tag.",
-                "examples": [
-                  "en"
-                ],
-                "type": "string"
-              },
-              "type": "array"
-            },
-            "likes": {
-              "description": "Likes.",
-              "examples": [
-                90
-              ],
-              "type": [
-                "integer",
-                "null"
-              ]
-            },
-            "quotes": {
-              "description": "Quote posts.",
-              "examples": [
-                2
-              ],
-              "type": [
-                "integer",
-                "null"
-              ]
-            },
-            "replies": {
-              "description": "Replies.",
-              "examples": [
-                5
-              ],
-              "type": [
-                "integer",
-                "null"
-              ]
-            },
-            "reply_to": {
-              "description": "AT-URI of the parent post when this is a reply.",
-              "examples": [
-                null
-              ],
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "reposts": {
-              "description": "Reposts.",
-              "examples": [
-                7
-              ],
-              "type": [
-                "integer",
-                "null"
-              ]
-            },
-            "text": {
-              "description": "Post text.",
-              "examples": [
-                "hello world"
-              ],
-              "type": "string"
-            },
-            "uri": {
-              "description": "Post AT-URI.",
-              "examples": [
-                "at://did:plc:z72i7hdynmk6r22z27h6tvur/app.bsky.feed.post/3mw2cdr44fc2a"
-              ],
-              "type": "string"
-            },
-            "url": {
-              "description": "Web URL of the post.",
-              "examples": [
-                "https://bsky.app/profile/bsky.app/post/3mw2cdr44fc2a"
-              ],
-              "type": [
-                "string",
-                "null"
-              ]
-            }
-          },
-          "required": [
-            "uri",
-            "cid",
-            "url",
-            "author_handle",
-            "author_did",
-            "text",
-            "created_at",
-            "indexed_at",
-            "likes",
-            "reposts",
-            "replies",
-            "quotes",
-            "langs",
-            "is_repost",
-            "reply_to",
-            "embed_type"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "reply_count": {
-        "description": "Replies returned.",
-        "examples": [
-          2
-        ],
-        "type": "integer"
-      }
-    },
-    "required": [
-      "post",
-      "replies",
-      "reply_count"
-    ],
-    "type": [
-      "object",
-      "null"
-    ]
-  },
-  "uri": {
-    "description": "Post AT-URI asked for (thread mode).",
-    "examples": [
-      "at://did:plc:z72i7hdynmk6r22z27h6tvur/app.bsky.feed.post/3mw2cdr44fc2a"
-    ],
-    "type": [
-      "string",
-      "null"
-    ]
-  }
-}

removedOutput schema / properties / result / required

Removed value: -[
-  "mode",
-  "actor",
-  "query",
-  "uri",
-  "profile",
-  "posts",
-  "actors",
-  "thread",
-  "post_count",
-  "actor_count",
-  "source",
-  "as_of",
-  "checked_at"
-]

removedOutput schema / properties / status / description

Removed value: -"Present only on a delivered result."

removedOutput schema / properties / worker / description

Removed value: -"Catalog name of the worker that ran."

removedOutput schema / properties / worker / examples
```
Removed value: -[
-  "market.quote"
-]
```

removedOutput schema / title

Removed value: -"social.bluesky response"

Changed1 schema field changedSep 28, 2026

addedOutput schema / properties / attribution

Added value: +{
+  "description": "Present only when the result's text was machine-translated: the credit to show with it.",
+  "items": {
+    "description": "A credit.",
+    "properties": {
+      "text": {
+        "description": "Credit.",
+        "examples": [
+          "Translated by Google"
+        ],
+        "type": "string"
+      },
+      "url": {
+        "description": "Link.",
+        "examples": [
+          "https://translate.google.com"
+        ],
+        "type": "string"
+      }
+    },
+    "required": [
+      "text",
+      "url"
+    ],
+    "type": "object"
+  },
+  "type": "array"
+}

Changed1 schema field changedSep 27, 2026

addedInput schema / properties / language

Added value: +{
+  "description": "Optional BCP-47 language tag (en, ja, ko, pt-BR): the human-readable strings of the result (notes, details, reasons) are translated into this language; data, codes, numbers and URLs are untouched. Default: as produced.",
+  "maxLength": 35,
+  "pattern": "^[A-Za-z]{2,3}(-[A-Za-z0-9]{2,8})*$",
+  "type": "string"
+}

AddedSep 27, 2026

TDQS

A4.1/5.0

Behavior4/5

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

Annotations already declare readOnly, idempotent, openWorld and non-destructive, so the safety profile is covered. The description adds genuinely useful operational context beyond the annotations: keyless public AppView sourcing, a per-call price ($0.05), and freshness metadata (as_of, checked_at). It does not cover rate limits or error behavior.

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

Conciseness4/5

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

Front-loaded with the core capability and use case, then inputs, then price, then returns — a sensible order. The trailing list of return fields is partly redundant given an output schema exists, but the overall text is dense and mostly earns its place.

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

Completeness4/5

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

An output schema exists, so explaining return values is unnecessary, yet the description hedges with a field list anyway. For a read-only, keyless query tool with full schema coverage, the essential context (what it does, when to use it, cost, sourcing) is present; only edge/error behavior is absent.

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

Parameters3/5

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

Schema description coverage is 100% and the schema already documents each parameter with defaults, ranges, and per-mode applicability. The description merely restates the parameter names (mode, actor, query, uri, posts, limit, depth) without adding syntax, constraint, or interaction detail beyond what the schema provides. Baseline 3 applies.

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

Purpose5/5

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

Names the specific resource (Bluesky public AppView data) and enumerates the three capabilities — profile with latest posts/engagement, account search, and post thread with replies — each tied to a mode. An agent can distinguish this from hubvibe_social_mastodon and hubvibe_social_x_pulse by platform and by the live/keyless sourcing.

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

Usage Guidelines4/5

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

Explicitly states the intended use case ('social listening and influencer checks on Bluesky') and maps each mode to its purpose, which effectively tells the agent when to pick profile vs search_actors vs thread. It stops short of naming exclusions or pointing to alternative sibling tools for non-Bluesky social data.

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

All HubVibe: Pay-per-Call Agent Tools: Web Search, Email Verify, KYC Screening, Stocks, Crypto, News tools Inspect

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