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

Research and verify a company

hubvibe_research_company
Read-onlyIdempotent

Company research report: what a company does, its products and anything notable, from the live web (official site and Wikipedia first) and recent GDELT news, every claim cited to a numbered source, thin or conflicting evidence disclosed. Use it for due diligence, sales prep and competitor research. Input: company name; optional max_sources. Structured firmographics in one cheap call: company.enrich. $10.00 per call. Returns: company, report, sources[{n,url,title}], partial[], news[], news_note, model.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
companyYes
languageNoOptional answer language, BCP-47 (en, ja, pt-BR). Default: the input's.
max_sourcesNo1-4, default 4.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
statusYes
workerYes
price_usdYes
provenanceYes
receipt_idYes
attributionNo
receipt_urlYes
billing_warningNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed24 schema fields changed
    • changedInput schema / properties / language / description
      Previous value: -"Optional BCP-47 language tag (en, ja, pt-BR, zh-Hant): every prose field of the answer is written in this language. Default: the language of the material or question."New value: +"Optional answer language, BCP-47 (en, ja, pt-BR). Default: the input's."
    • 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: -{
      -  "company": {
      -    "description": "The company researched.",
      -    "examples": [
      -      "Anthropic"
      -    ],
      -    "type": "string"
      -  },
      -  "model": {
      -    "description": "The model that produced the answer.",
      -    "examples": [
      -      "gemini-2.5-flash"
      -    ],
      -    "type": "string"
      -  },
      -  "news": {
      -    "description": "Recent headlines read for this call (GDELT, cite https://www.gdeltproject.org/), newest first; empty when none.",
      -    "examples": [
      -      []
      -    ],
      -    "items": {
      -      "description": "One recent headline.",
      -      "properties": {
      -        "published_at": {
      -          "description": "Publication time (UTC).",
      -          "examples": [
      -            "2026-09-27T09:00:00Z"
      -          ],
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        },
      -        "source_name": {
      -          "description": "Publisher.",
      -          "examples": [
      -            "Reuters"
      -          ],
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        },
      -        "title": {
      -          "description": "Headline.",
      -          "examples": [
      -            "Bitcoin steadies as ETF inflows resume"
      -          ],
      -          "type": "string"
      -        },
      -        "url": {
      -          "description": "Article link.",
      -          "examples": [
      -            "https://www.reuters.com/markets/..."
      -          ],
      -          "type": "string"
      -        }
      -      },
      -      "required": [
      -        "title",
      -        "url",
      -        "source_name",
      -        "published_at"
      -      ],
      -      "type": "object"
      -    },
      -    "type": "array"
      -  },
      -  "news_note": {
      -    "description": "Why headlines are missing or partial; null when they were read cleanly.",
      -    "examples": [
      -      "Headlines unavailable for this call: gdelt:query: BigQuery did not finish within 60s"
      -    ],
      -    "type": [
      -      "string",
      -      "null"
      -    ]
      -  },
      -  "partial": {
      -    "description": "Sources found but not read, with the reason.",
      -    "examples": [
      -      []
      -    ],
      -    "items": {
      -      "description": "A source that was found but not read; disclosed, never silently dropped.",
      -      "properties": {
      -        "reason": {
      -          "description": "Why it could not be read.",
      -          "examples": [
      -            "HTTP 403 from the target"
      -          ],
      -          "type": "string"
      -        },
      -        "url": {
      -          "description": "Source that could not be read.",
      -          "examples": [
      -            "https://example.com/paywalled"
      -          ],
      -          "type": "string"
      -        }
      -      },
      -      "required": [
      -        "url",
      -        "reason"
      -      ],
      -      "type": "object"
      -    },
      -    "type": "array"
      -  },
      -  "report": {
      -    "description": "Cited brief: what it does, products, notable facts; thin or conflicting evidence is called out.",
      -    "examples": [
      -      "Anthropic is an AI safety company that builds the Claude model family [1]..."
      -    ],
      -    "type": "string"
      -  },
      -  "sources": {
      -    "description": "Sources read, numbered as cited.",
      -    "items": {
      -      "description": "One source the answer cites.",
      -      "properties": {
      -        "n": {
      -          "description": "Citation number used as [n] in the text.",
      -          "examples": [
      -            1
      -          ],
      -          "type": "integer"
      -        },
      -        "title": {
      -          "description": "Page title, when the page had one.",
      -          "examples": [
      -            "About Example"
      -          ],
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        },
      -        "url": {
      -          "description": "Source URL.",
      -          "examples": [
      -            "https://example.com/about"
      -          ],
      -          "type": "string"
      -        }
      -      },
      -      "required": [
      -        "n",
      -        "url"
      -      ],
      -      "type": "object"
      -    },
      -    "type": "array"
      -  }
      -}
    • removedOutput schema / properties / result / required
      Removed value: -[
      -  "company",
      -  "report",
      -  "sources",
      -  "partial",
      -  "news",
      -  "news_note",
      -  "model"
      -]
    • 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: -"research.company response"
  2. Changed1 schema field changed
    • 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"
      +}
  3. Changed3 schema fields changed
    • changedOutput schema / properties / result / properties / news / description
      Previous value: -"Recent headlines read for this call (Google News), newest first; empty when none."New value: +"Recent headlines read for this call (GDELT, cite https://www.gdeltproject.org/), newest first; empty when none."
    • changedOutput schema / properties / result / properties / news / items / properties / url / examples
      Previous value: -[
      -  "https://news.google.com/rss/articles/CBMi..."
      -]New value: +[
      +  "https://www.reuters.com/markets/..."
      +]
    • changedOutput schema / properties / result / properties / news_note / examples
      Previous value: -[
      -  "Headlines unavailable for this call: Google News (US:en) timed out"
      -]New value: +[
      +  "Headlines unavailable for this call: gdelt:query: BigQuery did not finish within 60s"
      +]
  4. Changed3 schema fields changed
    • addedOutput schema / properties / result / properties / news
      Added value: +{
      +  "description": "Recent headlines read for this call (Google News), newest first; empty when none.",
      +  "examples": [
      +    []
      +  ],
      +  "items": {
      +    "description": "One recent headline.",
      +    "properties": {
      +      "published_at": {
      +        "description": "Publication time (UTC).",
      +        "examples": [
      +          "2026-09-27T09:00:00Z"
      +        ],
      +        "type": [
      +          "string",
      +          "null"
      +        ]
      +      },
      +      "source_name": {
      +        "description": "Publisher.",
      +        "examples": [
      +          "Reuters"
      +        ],
      +        "type": [
      +          "string",
      +          "null"
      +        ]
      +      },
      +      "title": {
      +        "description": "Headline.",
      +        "examples": [
      +          "Bitcoin steadies as ETF inflows resume"
      +        ],
      +        "type": "string"
      +      },
      +      "url": {
      +        "description": "Article link.",
      +        "examples": [
      +          "https://news.google.com/rss/articles/CBMi..."
      +        ],
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "title",
      +      "url",
      +      "source_name",
      +      "published_at"
      +    ],
      +    "type": "object"
      +  },
      +  "type": "array"
      +}
    • addedOutput schema / properties / result / properties / news_note
      Added value: +{
      +  "description": "Why headlines are missing or partial; null when they were read cleanly.",
      +  "examples": [
      +    "Headlines unavailable for this call: Google News (US:en) timed out"
      +  ],
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • changedOutput schema / properties / result / required
      Previous value: -[
      -  "company",
      -  "report",
      -  "sources",
      -  "partial",
      -  "model"
      -]New value: +[
      +  "company",
      +  "report",
      +  "sources",
      +  "partial",
      +  "news",
      +  "news_note",
      +  "model"
      +]
  5. Changed2 schema fields changed
    • addedInput schema / properties / language
      Added value: +{
      +  "description": "Optional BCP-47 language tag (en, ja, pt-BR, zh-Hant): every prose field of the answer is written in this language. Default: the language of the material or question.",
      +  "maxLength": 35,
      +  "pattern": "^[A-Za-z]{2,3}(-[A-Za-z0-9]{2,8})*$",
      +  "type": "string"
      +}
    • changedOutput schema / description
      Previous 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 all 38 routes. A receipt for the job is at `receipt_url`."New 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`."
  6. Added

TDQS

A4.1/5.0
Behavior4/5

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

Annotations already cover safety (readOnly, idempotent, non-destructive, open-world), so the bar is lower; the description still adds real value with source methodology (official site/Wikipedia priority, GDELT news), citation discipline, thin/conflicting evidence disclosure, and the $10.00 per call cost. It omits pagination/rate-limit behavior beyond the partial[] mention.

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-loads the deliverable and source methodology, then use cases, alternative, cost, and return shape. Semicolon-heavy and dense, but each clause carries information that 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?

Output schema exists, yet the description still summarizes the return structure (company, report, sources, partial, news, news_note, model), and annotations plus cost disclosure make it callable with confidence. Nothing critical is missing for a research tool with this complexity.

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 coverage is 67%; the description names 'company name' and 'optional max_sources' but adds no detail beyond the schema's own '1-4, default 4', and never mentions the 'language' parameter. Coverage is complementary rather than additive, so a baseline 3 is appropriate.

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?

States a specific verb ('research') and resource (company), and details the deliverable: what the company does, its products, notable facts, from live web + Wikipedia + GDELT news with citations. It explicitly contrasts with the sibling 'company.enrich' for structured firmographics, so the agent can distinguish them without opening either schema.

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?

Gives clear context ('due diligence, sales prep, competitor research') and routes to an alternative ('Structured firmographics in one cheap call: company.enrich'), which implies when not to use this tool. It stops short of an explicit exclusion statement, but the alternative routing is concrete.

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

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