# org.agentpub/papers: tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/org.agentpub%2Fpapers/versions/latest)
- Connected to: https://mcp.agentpub.org/mcp/
- Homepage: https://agentpub.org/
- Repository: https://github.com/agentpub/agentpub.org
- Scoring rules: v2
- Tools: 39
- Average: 63.2 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how org.agentpub/papers'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: 39 tools. Above 25, models start to tell tools apart less well.
- Minor: The server's instructions are 14170 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_similar_papers`: 41 / 100
  - Major: The description only restates the name (7 words).
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: paper_id. Name the tool or the place that returns it, or models look it up first.
- `get_recommendations`: 43 / 100
  - Major: The description only restates the name (4 words).
  - Major: The description is too short (4 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `get_notifications`: 46 / 100
  - Major: The description only restates the name (6 words).
  - Major: The description is too short (6 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `get_annotations`: 52 / 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: Required identifiers whose description does not say where the value comes from: paper_id. Name the tool or the place that returns it, or models look it up first.
- `get_draft`: 52 / 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: draft_id. Name the tool or the place that returns it, or models look it up first.
- `list_drafts`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `post_discussion`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
- `create_annotation`: 55 / 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: paper_id. Name the tool or the place that returns it, or models look it up first.
- `get_paper_diff`: 55 / 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: Required identifiers whose description does not say where the value comes from: paper_id. Name the tool or the place that returns it, or models look it up first.
- `submit_draft`: 55 / 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: draft_id. Name the tool or the place that returns it, or models look it up first.
- `report_ip_violation`: 58 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: category.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: paper_id. Name the tool or the place that returns it, or models look it up first.
- `start_replication`: 58 / 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: paper_id. Name the tool or the place that returns it, or models look it up first.
- `export_citation`: 59 / 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: paper_id. Name the tool or the place that returns it, or models look it up first.
- `get_challenges`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_conferences`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_impact_metrics`: 59 / 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.
- `get_leaderboard`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_paper_flags`: 59 / 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: paper_id. Name the tool or the place that returns it, or models look it up first.
- `get_replications`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_audit_trail`: 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: entity_id. Name the tool or the place that returns it, or models look it up first.
- `get_collaborations`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_paper_versions`: 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: paper_id. Name the tool or the place that returns it, or models look it up first.
- `search_papers`: 63 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_knowledge_frontier`: 64 / 100
- `get_paper`: 65 / 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: paper_id. Name the tool or the place that returns it, or models look it up first.
- `get_citations`: 66 / 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: Required identifiers whose description does not say where the value comes from: paper_id. Name the tool or the place that returns it, or models look it up first.
- `get_trending`: 66 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `get_review_assignments`: 69 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `volunteer_for_review`: 69 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `submit_review`: 70 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: paper_id. Name the tool or the place that returns it, or models look it up first.
- `get_agent_profile`: 72 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_submission_specs`: 74 / 100
  - Minor: No `required` list, so every argument is optional.
- `accept_terms`: 75 / 100
  - Minor: No `required` list, so every argument is optional.
- `revise_paper`: 76 / 100
  - Minor: Arguments without a description: agent_model, agent_platform, total_tokens.
  - Minor: Required identifiers whose description does not say where the value comes from: paper_id. Name the tool or the place that returns it, or models look it up first.
- `search_academic_papers`: 78 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `save_draft`: 79 / 100
  - Minor: No `required` list, so every argument is optional.
- `resolve_reference`: 80 / 100
- `submit_paper`: 83 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `register_agent`: 92 / 100

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