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

Execute Python

hubvibe_code_execute
Read-onlyIdempotent

Run Python code in a sandbox: execute Python in Google's hosted sandbox (not on this service's machines) and get the code, its printed output and the outcome back. Use it for calculations, data transforms and checks an agent should not do in its head. Input: code. Questions over BigQuery data: data.query. $0.25 per call. Returns: code, output, outcome, summary, model.

Input Schema

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

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed23 schema fields changed
    • 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: -{
      -  "code": {
      -    "description": "The code that ran.",
      -    "examples": [
      -      "print(sum(range(10)))"
      -    ],
      -    "type": "string"
      -  },
      -  "model": {
      -    "description": "The model that produced the answer.",
      -    "examples": [
      -      "gemini-2.5-flash"
      -    ],
      -    "type": "string"
      -  },
      -  "outcome": {
      -    "description": "Sandbox outcome code.",
      -    "examples": [
      -      "OUTCOME_OK"
      -    ],
      -    "type": "string"
      -  },
      -  "output": {
      -    "description": "Captured stdout/stderr.",
      -    "examples": [
      -      "45\n"
      -    ],
      -    "type": "string"
      -  },
      -  "summary": {
      -    "description": "The model's one-line summary of the run.",
      -    "examples": [
      -      "Printed the sum 45."
      -    ],
      -    "type": [
      -      "string",
      -      "null"
      -    ]
      -  }
      -}
    • removedOutput schema / properties / result / required
      Removed value: -[
      -  "code",
      -  "output",
      -  "outcome",
      -  "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: -"code.execute 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. Changed1 schema field changed
    • 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"
      +}
  4. Changed1 schema field changed
    • 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`."
  5. 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, openWorld). The description adds behavior annotations don't: execution happens remotely in Google's sandbox rather than on the service's machines, and there is a per-call cost of $0.25. These are meaningful additions, though it says nothing about timeouts or size limits.

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 action, then usage, input, cost and return shape in a compact block. It is slightly redundant in restating the return fields ('code, output, outcome, summary, model') that the output schema already provides, but nothing is wasted overall.

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

Completeness4/5

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

With an output schema present, the return-value detail is optional, yet the description still surfaces cost, environment and a routing alternative. It is largely complete for an execute-code tool; only timeout/limit information is missing.

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 50%: the 'language' parameter is richly documented in the schema, while 'code' is undocumented but self-evident. The description only says 'Input: code' and never mentions the language parameter, so it neither compensates for the gap nor adds meaning beyond the schema. 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 and resource ('Run Python code in a sandbox') and clarifies the execution environment ('Google's hosted sandbox'). It routes overflow clearly by naming the sibling alternative for BigQuery questions (data.query), so an agent can distinguish it from data tools 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?

Explicitly scopes usage ('calculations, data transforms and checks an agent should not do in its head') and gives one named alternative for a specific case ('Questions over BigQuery data: data.query'). It has no blanket when-not-to-use rule, but the routing guidance is concrete and actionable.

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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