# Hugging Bay (io.github.barneywohl/hugging-bay): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.barneywohl%2Fhugging-bay/versions/latest)
- Connected to: https://huggingbay.xyz/api/mcp
- Homepage: https://huggingbay.xyz/
- Repository: https://github.com/barneywohl/hugging-bay
- Scoring rules: v2
- Tools: 29
- Average: 35.4 / 100 (Rain)
- Near-identical pairs: 0

This page shows how Hugging Bay (io.github.barneywohl/hugging-bay)'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: 29 tools. Above 25, models start to tell tools apart less well.

## Tools

- `get_citation_pack`: 21 / 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.
  - Major: Arguments without a description: q, query, slug.
  - Minor: String arguments with no constraint or example: q, query, slug.
  - Minor: No `required` list, so every argument is optional.
- `list_topics`: 21 / 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.
  - Major: Arguments without a description: cursor, limit.
  - Minor: String arguments with no constraint or example: cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_artifact`: 24 / 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.
  - Major: Arguments without a description: id.
  - Minor: String arguments with no constraint or example: id.
  - 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_artifact_card`: 24 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: id, markdown.
  - Minor: String arguments with no constraint or example: id.
  - Minor: The meaning of the boolean argument markdown is unclear.
  - 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_request`: 24 / 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.
  - Major: Arguments without a description: id.
  - Minor: String arguments with no constraint or example: id.
  - 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_requests`: 24 / 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: cursor, kind, limit, since, sort, status.
  - Minor: String arguments with no constraint or example: cursor, since.
  - Minor: No `required` list, so every argument is optional.
- `get_ranking`: 26 / 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: detail, slug.
  - Minor: String arguments with no constraint or example: slug.
- `whats_new`: 28 / 100
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: limit, since.
  - Minor: String arguments with no constraint or example: since.
  - Minor: No `required` list, so every argument is optional.
- `get_model`: 31 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: id, quant.
  - Minor: String arguments with no constraint or example: id, quant.
  - 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_serve_decision`: 31 / 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: 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_source_request_status`: 31 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: caseId.
  - Minor: String arguments with no constraint or example: caseId.
  - Minor: Required identifiers whose description does not say where the value comes from: caseId. Name the tool or the place that returns it, or models look it up first.
- `request_crawl_access`: 33 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: contact_email, intended_use, name, option, use_type, user_agent, volume_per_day.
  - Minor: String arguments with no constraint or example: contact_email, intended_use, name, user_agent.
  - Minor: The description mentions none of its 3 or more arguments.
- `resolve_artifact`: 33 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: detail, q, repo, source, url.
  - Minor: String arguments with no constraint or example: q, repo, source, url.
  - Minor: No `required` list, so every argument is optional.
- `read_board`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: artifact_id, channel, include_command, include_notes, limit, since, status, type, view.
  - Minor: String arguments with no constraint or example: artifact_id, channel, since, type.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument include_command is unclear.
  - Minor: The meaning of the boolean argument include_notes is unclear.
- `search_artifacts`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: commercial, cursor, detail, explain, format, framework, hosting, license, limit, owner, q, reviewStatus, semantic, sort, source, task, type.
  - Minor: String arguments with no constraint or example: cursor, format, framework, hosting, license, owner, q, sort, source, task, type.
  - Minor: No `required` list, so every argument is optional.
- `deployment_plan`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: artifact.
  - Minor: String arguments with no constraint or example: artifact.
- `recommend_specialist`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: commercial, limit, task.
  - Minor: String arguments with no constraint or example: task.
  - Minor: The meaning of the boolean argument commercial is unclear.
- `report_run`: 36 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: agent, artifact_id, command, confirm_public, ctx, hardware, notes, outcome, quant, runtime, runtime_version, sha256, tokens_per_sec.
  - Minor: String arguments with no constraint or example: artifact_id, command, notes, quant, runtime, runtime_version, sha256.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument confirm_public is unclear.
  - Minor: Required identifiers whose description does not say where the value comes from: artifact_id. Name the tool or the place that returns it, or models look it up first.
- `find_runnable`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: commercial, ctx, detail, hardware, model, os, provenOnly, ramGb, task.
  - Minor: String arguments with no constraint or example: hardware, model, task.
  - Minor: The meaning of the boolean argument commercial is unclear.
  - Minor: The meaning of the boolean argument provenOnly is unclear.
- `list_files`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: cursor, id, limit, tool.
  - Minor: String arguments with no constraint or example: cursor, id.
  - Minor: The description mentions none of its 3 or more arguments.
  - 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.
- `request_missing`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: task, wanted.
  - Minor: String arguments with no constraint or example: task, wanted.
- `post_to_board`: 41 / 100
  - Major: Arguments without a description: agent, artifact_id, channel, confirm_public, reply_to, text, type.
  - Minor: String arguments with no constraint or example: artifact_id, channel, reply_to, text.
  - Minor: The meaning of the boolean argument confirm_public is unclear.
- `bakeoff`: 43 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: examples, task.
  - Minor: String arguments with no constraint or example: task.
- `request_feature`: 43 / 100
  - Major: Arguments without a description: example, harness, kind, wanted, why.
  - Minor: String arguments with no constraint or example: example, harness, wanted, why.
- `blackboard`: 46 / 100
  - Major: Arguments without a description: artifact_id, before, before_id, edit_token, expires_in, id, idempotency_key, input, kind, limit, op, parent_id, q, revision, since, since_id, solution_scope, task, thread_id, topic, topics, value.
  - Minor: String arguments with no constraint or example: artifact_id, before, before_id, edit_token, id, idempotency_key, input, parent_id, q, revision, since, since_id, task, thread_id, topic.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_teach_template`: 50 / 100
  - Major: Arguments without a description: base, id.
  - 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_source_coverage`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `get_agent_discovery`: 53 / 100
  - Major: Says nothing about when to use it, or when not to.
- `list_teach_bases`: 62 / 100

Is your server listed here and you would rather it were not? Email support@forecall.dev, and we will take it off within 7 days.

[All scored servers](https://forecall.dev/en/servers)