# org.aioq/aio: tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/org.aioq%2Faio/versions/latest)
- Connected to: https://aioq.org/mcp
- Homepage: https://aioq.org/en/developers
- Repository: https://github.com/AI-Integrity/aio-standards
- Scoring rules: v2
- Tools: 22
- Average: 65.2 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how org.aioq/aio's tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

## Across the server

- Minor: The server's instructions are 2919 characters. Claude Code reads only the first 2,048 by default (Codex 0.154.0 reads them whole). Put what the server is for first.

## Tools

- `get_bench_items`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `get_benchmark_distribution`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `get_framework_vocabulary`: 51 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `list_rfcs`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `get_paper`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `aio_lookup_org_priority`: 57 / 100
  - Minor: Says nothing about what it returns.
- `get_rfc`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `list_papers`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_contribution_tasks`: 60 / 100
  - Minor: Says nothing about what it returns.
- `get_standards_pack`: 62 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `list_standards_packs`: 64 / 100
  - Major: Says nothing about when to use it, or when not to.
- `verify_certification`: 64 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: certId. Name the tool or the place that returns it, or models look it up first.
- `get_contribution_status`: 67 / 100
  - Major: Says nothing about when to use it, or when not to.
- `aio_lookup_reference`: 70 / 100
- `get_eval_items`: 71 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_contribution_task`: 72 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: taskId. Name the tool or the place that returns it, or models look it up first.
- `register_for_certification`: 74 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `submit_bench_run`: 74 / 100
  - Minor: Says nothing about what it returns.
- `submit_rfc_comment`: 76 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: rfcId. Name the tool or the place that returns it, or models look it up first.
- `start_eval_attempt`: 83 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `submit_eval`: 83 / 100
- `submit_contribution`: 86 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: taskId, caseId. Name the tool or the place that returns it, or models look it up first.

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