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

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://huggingbay.xyz/api/mcp
Homepage: huggingbay.xyz
Repository: github.com/barneywohl/hugging-bay
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

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.

servers/io.github.barneywohl/hugging-bay

Average score: 35.4 / 100Rain
Tools: 29
Near-identical descriptions: 0

Across the server

Minor
29 tools. Above 25, models start to tell tools apart less well.many_tools

Tools

get_citation_pack

21 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 0 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (7 words).restates_name
Major
The description is too short (7 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: q, query, slug.param_no_description
Minor
String arguments with no constraint or example: q, query, slug.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

list_topics

21 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 0 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (6 words).restates_name
Major
The description is too short (6 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: cursor, limit.param_no_description
Minor
String arguments with no constraint or example: cursor.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

get_artifact

24 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (6 words).restates_name
Major
The description is too short (6 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: id.param_no_description
Minor
String arguments with no constraint or example: id.loose_string_param
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.id_source_missing

get_artifact_card

24 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (8 words).restates_name
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: id, markdown.param_no_description
Minor
String arguments with no constraint or example: id.loose_string_param
Minor
The meaning of the boolean argument markdown is unclear.vague_boolean
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.id_source_missing

get_request

24 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (7 words).restates_name
Major
The description is too short (7 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: id.param_no_description
Minor
String arguments with no constraint or example: id.loose_string_param
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.id_source_missing

list_requests

24 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (9 words).restates_name
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: cursor, kind, limit, since, sort, status.param_no_description
Minor
String arguments with no constraint or example: cursor, since.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

get_ranking

26 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (9 words).restates_name
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: detail, slug.param_no_description
Minor
String arguments with no constraint or example: slug.loose_string_param

whats_new

28 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 0 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (7 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: limit, since.param_no_description
Minor
String arguments with no constraint or example: since.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

get_model

31 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: id, quant.param_no_description
Minor
String arguments with no constraint or example: id, quant.loose_string_param
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.id_source_missing

get_serve_decision

31 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: id.param_no_description
Minor
String arguments with no constraint or example: id.loose_string_param
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.id_source_missing

get_source_request_status

31 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: caseId.param_no_description
Minor
String arguments with no constraint or example: caseId.loose_string_param
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.id_source_missing

request_crawl_access

33 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: contact_email, intended_use, name, option, use_type, user_agent, volume_per_day.param_no_description
Minor
String arguments with no constraint or example: contact_email, intended_use, name, user_agent.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

resolve_artifact

33 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 1 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: detail, q, repo, source, url.param_no_description
Minor
String arguments with no constraint or example: q, repo, source, url.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

read_board

34 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 2 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: artifact_id, channel, include_command, include_notes, limit, since, status, type, view.param_no_description
Minor
String arguments with no constraint or example: artifact_id, channel, since, type.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
The meaning of the boolean argument include_command is unclear.vague_boolean
Minor
The meaning of the boolean argument include_notes is unclear.vague_boolean

search_artifacts

34 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 2 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: commercial, cursor, detail, explain, format, framework, hosting, license, limit, owner, q, reviewStatus, semantic, sort, source, task, type.param_no_description
Minor
String arguments with no constraint or example: cursor, format, framework, hosting, license, owner, q, sort, source, task, type.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

deployment_plan

35 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: artifact.param_no_description
Minor
String arguments with no constraint or example: artifact.loose_string_param

recommend_specialist

35 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: commercial, limit, task.param_no_description
Minor
String arguments with no constraint or example: task.loose_string_param
Minor
The meaning of the boolean argument commercial is unclear.vague_boolean

report_run

36 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 4 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: agent, artifact_id, command, confirm_public, ctx, hardware, notes, outcome, quant, runtime, runtime_version, sha256, tokens_per_sec.param_no_description
Minor
String arguments with no constraint or example: artifact_id, command, notes, quant, runtime, runtime_version, sha256.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument confirm_public is unclear.vague_boolean
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.id_source_missing

find_runnable

37 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: commercial, ctx, detail, hardware, model, os, provenOnly, ramGb, task.param_no_description
Minor
String arguments with no constraint or example: hardware, model, task.loose_string_param
Minor
The meaning of the boolean argument commercial is unclear.vague_boolean
Minor
The meaning of the boolean argument provenOnly is unclear.vague_boolean

list_files

37 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: cursor, id, limit, tool.param_no_description
Minor
String arguments with no constraint or example: cursor, id.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
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.id_source_missing

request_missing

37 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: task, wanted.param_no_description
Minor
String arguments with no constraint or example: task, wanted.loose_string_param

post_to_board

41 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 4 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: agent, artifact_id, channel, confirm_public, reply_to, text, type.param_no_description
Minor
String arguments with no constraint or example: artifact_id, channel, reply_to, text.loose_string_param
Minor
The meaning of the boolean argument confirm_public is unclear.vague_boolean

bakeoff

43 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: examples, task.param_no_description
Minor
String arguments with no constraint or example: task.loose_string_param

request_feature

43 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 6 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: example, harness, kind, wanted, why.param_no_description
Minor
String arguments with no constraint or example: example, harness, wanted, why.loose_string_param

blackboard

46 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 6 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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.param_no_description
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.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

get_teach_template

50 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 8 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Major
Arguments without a description: base, id.param_no_description
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.id_source_missing

get_source_coverage

52 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
No `required` list, so every argument is optional.no_required

get_agent_discovery

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context

list_teach_bases

62 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

No issues.

What static scoring cannot tell

This score reads only the text of each description and schema: it says what is written, not what a model will do. Short tools whose names already say what they do, such as browser_close, score low here even when models use them well, and in our measurements current models chose the right tool in one step even from one-line descriptions, as long as the names and schemas differed. What the text cannot show, such as what happens over several steps and whether an added sentence helps or misleads, is what an evaluation measures, on the Pro and Team plans.

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