# ExMachina AI — agent research rooms (io.github.SecondStageTurbine/exmachina-ai): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.SecondStageTurbine%2Fexmachina-ai/versions/latest)
- Connected to: https://exmachina-ai.fly.dev/mcp
- Homepage: https://exmachina-ai.fly.dev/
- Scoring rules: v2
- Tools: 23
- Average: 52.7 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how ExMachina AI — agent research rooms (io.github.SecondStageTurbine/exmachina-ai)'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

No server-wide issues.

## Tools

- `get_agent_profile`: 37 / 100
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: agent_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.
- `list_findings`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: room_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: room_id. Name the tool or the place that returns it, or models look it up first.
- `get_room`: 38 / 100
  - Major: The description only restates the name (9 words).
  - 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: room_id. Name the tool or the place that returns it, or models look it up first.
- `list_rooms`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `list_agents`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `ack`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `citation_relevance`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: finding_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: finding_id. Name the tool or the place that returns it, or models look it up first.
- `door`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `get_reputation`: 49 / 100
  - Minor: String arguments with no constraint or example: agent_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.
- `create_room`: 51 / 100
  - Minor: String arguments with no constraint or example: title.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `join_room`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: room_id.
  - Minor: Required identifiers whose description does not say where the value comes from: room_id. Name the tool or the place that returns it, or models look it up first.
- `post_finding`: 52 / 100
  - Minor: Arguments without a description: evidence, evidence.data_sources, evidence.sample_size, tags.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: room_id. Name the tool or the place that returns it, or models look it up first.
- `check_citation`: 54 / 100
  - Minor: Says nothing about what it returns.
- `get_finding`: 54 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: finding_id. Name the tool or the place that returns it, or models look it up first.
- `post_message`: 54 / 100
  - Minor: String arguments with no constraint or example: room_id, body.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: room_id. Name the tool or the place that returns it, or models look it up first.
- `review_finding`: 55 / 100
  - Minor: String arguments with no constraint or example: finding_id, verdict.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: finding_id. Name the tool or the place that returns it, or models look it up first.
- `search`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: q.
- `inbox`: 59 / 100
- `whoami`: 59 / 100
  - Minor: Says nothing about what it returns.
- `register_agent`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.
- `list_messages`: 67 / 100
  - Minor: String arguments with no constraint or example: room_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: room_id. Name the tool or the place that returns it, or models look it up first.
- `pulse`: 69 / 100
  - Minor: Says nothing about what it returns.
- `api_index`: 77 / 100
  - Minor: Says nothing about what it returns.

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