# humanMCP — kapoost (io.github.kapoost/humanmcp): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.kapoost%2Fhumanmcp/versions/latest)
- Connected to: https://kapoost.humanmcp.net/mcp
- Repository: https://github.com/kapoost/humanmcp-go
- Scoring rules: v2
- Tools: 43
- Average: 30.6 / 100 (Rain)
- Near-identical pairs: 0

This page shows how humanMCP — kapoost (io.github.kapoost/humanmcp)'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

- Major: 43 tools. Above 40, models choose less accurately.
- Minor: The server's instructions are 10051 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

- `list_skills`: 13 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: category, tag.
  - Minor: String arguments with no constraint or example: category, tag.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `list_blobs`: 17 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: blob_type, caller_kind, caller_id.
  - Minor: String arguments with no constraint or example: blob_type, caller_kind, caller_id.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `list_content`: 17 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: type, tag.
  - Minor: String arguments with no constraint or example: type, tag.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `request_license`: 17 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug, intended_use, caller_id.
  - Minor: String arguments with no constraint or example: slug, intended_use, caller_id.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: caller_id. Name the tool or the place that returns it, or models look it up first.
- `synthesise_persona_patterns`: 17 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_certificate`: 19 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
- `fetch_answer`: 20 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: id.
  - Minor: String arguments with no constraint or example: id.
  - 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.
- `leave_message`: 20 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: text, context, contact, from, regarding.
  - Minor: String arguments with no constraint or example: text, context, contact, from, regarding.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `list_provenance`: 20 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `remember`: 20 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: text, code, from, tags.
  - Minor: String arguments with no constraint or example: text, code, from.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `request_access`: 20 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `bootstrap_session`: 23 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: code.
  - Minor: String arguments with no constraint or example: code.
  - Minor: Says nothing about what it returns.
- `leave_comment`: 23 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug, text, from.
  - Minor: String arguments with no constraint or example: slug, text, from.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `read_provenance`: 23 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug, id.
  - Minor: String arguments with no constraint or example: slug, id.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - 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.
- `delete_skill`: 24 / 100
  - Major: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
  - Minor: Says nothing about what it returns.
  - Major: It may be destructive, but destructiveHint is not set.
- `recall`: 24 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: code, query, limit.
  - Minor: String arguments with no constraint or example: code, query.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `suggest_skills`: 24 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: files, languages, git_origin.
  - Minor: String arguments with no constraint or example: git_origin.
  - Minor: No `required` list, so every argument is optional.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `record_persona_reflection`: 25 / 100
  - Major: Arguments without a description: narada_id, persona_slug, error_context.
  - Minor: String arguments with no constraint or example: narada_id, persona_slug, error_context.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: narada_id. Name the tool or the place that returns it, or models look it up first.
- `verify_content`: 25 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `read_blob`: 27 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug, caller_kind, caller_id.
  - Minor: String arguments with no constraint or example: slug, caller_kind, caller_id.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `read_content`: 27 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `submit_answer`: 27 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug, answer.
  - Minor: String arguments with no constraint or example: slug, answer.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `load_skill_group`: 28 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: name.
  - Minor: String arguments with no constraint or example: name.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `upsert_skill`: 28 / 100
  - Major: Arguments without a description: slug, category, title, body, tags.
  - Minor: String arguments with no constraint or example: slug, category, title, body.
  - Minor: Says nothing about what it returns.
- `fetch_narada_result`: 29 / 100
  - Major: Arguments without a description: id.
  - Minor: String arguments with no constraint or example: id.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - 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.
- `get_persona_journal`: 30 / 100
  - Major: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `read_collection_item`: 30 / 100
  - Minor: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `mysloodsiewnia_list`: 32 / 100
  - Major: Arguments without a description: doc_type, limit, offset.
  - Minor: String arguments with no constraint or example: doc_type.
  - Minor: No `required` list, so every argument is optional.
- `mysloodsiewnia_search`: 35 / 100
  - Major: Arguments without a description: query, limit, doc_type, doc_slug.
  - Minor: String arguments with no constraint or example: query, doc_type, doc_slug.
- `get_author_profile`: 38 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `mysloodsiewnia_get`: 38 / 100
  - Major: Arguments without a description: doc_slug.
  - Minor: String arguments with no constraint or example: doc_slug.
- `search_content`: 38 / 100
  - Major: Arguments without a description: query, limit.
  - Minor: String arguments with no constraint or example: query.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `about_humanmcp`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `list_skill_groups`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `mysloodsiewnia_write`: 40 / 100
  - Major: Arguments without a description: doc_type, title, body, source_path, meta.
  - Minor: String arguments with no constraint or example: doc_type, title, body, source_path.
  - Major: It may be destructive, but destructiveHint is not set.
- `run_narada`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: context, from.
  - Minor: String arguments with no constraint or example: context, from.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_skill`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
- `list_collection`: 42 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `list_personas`: 43 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_persona`: 51 / 100
  - Minor: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
- `ask_human`: 58 / 100
  - Major: Arguments without a description: question, context, from.
  - Minor: String arguments with no constraint or example: question, context, from.
- `prepare_narada`: 60 / 100
  - Minor: Arguments without a description: context.
  - Minor: String arguments with no constraint or example: context.
  - Minor: The description mentions none of its 3 or more arguments.
- `mysloodsiewnia_status`: 65 / 100

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