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

tools/list taken
(UTC)
Connected to
https://kapoost.humanmcp.net/mcp
Scoring rules
v2
Score this URL as it is today

Scores, issues and names only

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.

servers/io.github.kapoost/humanmcp
Average score
30.6 / 100Rain
Tools
43
Near-identical descriptions
0

Across the server

  • Major
    43 tools. Above 40, models choose less accurately.too_many_tools
  • 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.instructions_long

Tools

list_skills

13 / 100Rain

Purpose
13 / 20
When to use
0 / 20
Arguments
0 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: category, tag.param_no_description
  • Minor
    String arguments with no constraint or example: category, tag.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

list_blobs

17 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
0 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: blob_type, caller_kind, caller_id.param_no_description
  • Minor
    String arguments with no constraint or example: blob_type, caller_kind, caller_id.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

list_content

17 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
0 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: type, tag.param_no_description
  • Minor
    String arguments with no constraint or example: type, tag.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

request_license

17 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: slug, intended_use, caller_id.param_no_description
  • Minor
    String arguments with no constraint or example: slug, intended_use, caller_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
  • 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.id_source_missing

synthesise_persona_patterns

17 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: slug.param_no_description
  • Minor
    String arguments with no constraint or example: slug.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_certificate

19 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
3 / 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: slug.param_no_description
  • Minor
    String arguments with no constraint or example: slug.loose_string_param

fetch_answer

20 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
3 / 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
    Says nothing about what it returns.no_return_info
  • 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

leave_message

20 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: text, context, contact, from, regarding.param_no_description
  • Minor
    String arguments with no constraint or example: text, context, contact, from, regarding.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

list_provenance

20 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: slug.param_no_description
  • Minor
    String arguments with no constraint or example: slug.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

remember

20 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
6 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: text, code, from, tags.param_no_description
  • Minor
    String arguments with no constraint or example: text, code, from.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

request_access

20 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: slug.param_no_description
  • Minor
    String arguments with no constraint or example: slug.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

bootstrap_session

23 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: code.param_no_description
  • Minor
    String arguments with no constraint or example: code.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

leave_comment

23 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: slug, text, from.param_no_description
  • Minor
    String arguments with no constraint or example: slug, text, from.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    Says nothing about what it returns.no_return_info

read_provenance

23 / 100Rain

Purpose
13 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: slug, id.param_no_description
  • Minor
    String arguments with no constraint or example: slug, id.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
  • 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

delete_skill

24 / 100Rain

Purpose
13 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: slug.param_no_description
  • Major
    It may be destructive, but destructiveHint is not set.destructive_unmarked
  • Minor
    String arguments with no constraint or example: slug.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

recall

24 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: code, query, limit.param_no_description
  • Minor
    String arguments with no constraint or example: code, query.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

suggest_skills

24 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
0 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: files, languages, git_origin.param_no_description
  • Minor
    String arguments with no constraint or example: git_origin.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

record_persona_reflection

25 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: narada_id, persona_slug, error_context.param_no_description
  • Minor
    String arguments with no constraint or example: narada_id, persona_slug, error_context.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
  • 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.id_source_missing

verify_content

25 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: slug.param_no_description
  • Minor
    String arguments with no constraint or example: slug.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

read_blob

27 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: slug, caller_kind, caller_id.param_no_description
  • Minor
    String arguments with no constraint or example: slug, caller_kind, caller_id.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

read_content

27 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: slug.param_no_description
  • Minor
    String arguments with no constraint or example: slug.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

submit_answer

27 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: slug, answer.param_no_description
  • Minor
    String arguments with no constraint or example: slug, answer.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

load_skill_group

28 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
11 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: name.param_no_description
  • Minor
    String arguments with no constraint or example: name.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

upsert_skill

28 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: slug, category, title, body, tags.param_no_description
  • Minor
    String arguments with no constraint or example: slug, category, title, body.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

fetch_narada_result

29 / 100Rain

Purpose
14 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: id.param_no_description
  • Minor
    String arguments with no constraint or example: id.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
  • 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_persona_journal

30 / 100Rain

Purpose
17 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: slug.param_no_description
  • Minor
    String arguments with no constraint or example: slug.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

read_collection_item

30 / 100Rain

Purpose
14 / 20
When to use
5 / 20
Arguments
11 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: slug.param_no_description
  • Minor
    String arguments with no constraint or example: slug.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

mysloodsiewnia_list

32 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
0 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: doc_type, limit, offset.param_no_description
  • Minor
    String arguments with no constraint or example: doc_type.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

mysloodsiewnia_search

35 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: query, limit, doc_type, doc_slug.param_no_description
  • Minor
    String arguments with no constraint or example: query, doc_type, doc_slug.loose_string_param

get_author_profile

38 / 100Rain

Purpose
10 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Says nothing about what it returns.no_return_info

mysloodsiewnia_get

38 / 100Rain

Purpose
20 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: doc_slug.param_no_description
  • Minor
    String arguments with no constraint or example: doc_slug.loose_string_param

search_content

38 / 100Rain

Purpose
20 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Arguments without a description: query, limit.param_no_description
  • Minor
    String arguments with no constraint or example: query.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

about_humanmcp

39 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

list_skill_groups

39 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

mysloodsiewnia_write

40 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Major
    Arguments without a description: doc_type, title, body, source_path, meta.param_no_description
  • Major
    It may be destructive, but destructiveHint is not set.destructive_unmarked
  • Minor
    String arguments with no constraint or example: doc_type, title, body, source_path.loose_string_param

run_narada

40 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: context, from.param_no_description
  • Minor
    String arguments with no constraint or example: context, from.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_skill

41 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
11 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: slug.param_no_description
  • Minor
    String arguments with no constraint or example: slug.loose_string_param

list_collection

42 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
15 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

list_personas

43 / 100Cloudy

Purpose
13 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_persona

51 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
11 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: slug.param_no_description
  • Minor
    String arguments with no constraint or example: slug.loose_string_param

ask_human

58 / 100Cloudy

Purpose
20 / 20
When to use
20 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Major
    Arguments without a description: question, context, from.param_no_description
  • Minor
    String arguments with no constraint or example: question, context, from.loose_string_param

prepare_narada

60 / 100Cloudy

Purpose
17 / 20
When to use
20 / 20
Arguments
13 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: context.param_no_description
  • Minor
    String arguments with no constraint or example: context.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

mysloodsiewnia_status

65 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
3 / 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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