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AimRank: tool descriptions scored io.aimrank/aimrank

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://app.aimrank.io/mcp/public
Homepage
app.aimrank.io/help
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how AimRank (io.aimrank/aimrank)'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.aimrank/aimrank
Average score
45.3 / 100Cloudy
Tools
21
Near-identical descriptions
0

Across the server

No server-wide issues.

Tools

aimrank_get_ceiling

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: ranking_id, api_key, min_overlapping_items.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_get_crowd_bt

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: ranking_id, api_key, min_votes_per_annotator, min_votes_per_entity, max_iterations.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_get_domain

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: domain_id, api_key.param_no_description
  • Minor
    String arguments with no constraint or example: domain_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: domain_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_list_competitions

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: domain_id, api_key.param_no_description
  • Minor
    String arguments with no constraint or example: domain_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: domain_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_search_entities

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: ranking_id, query, api_key, limit.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id, query.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_get_ranking

38 / 100Rain

Purpose
20 / 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: ranking_id, api_key.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_list_domain_entities

38 / 100Rain

Purpose
20 / 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: domain_id, api_key.param_no_description
  • Minor
    String arguments with no constraint or example: domain_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: domain_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_get_matchup

40 / 100Cloudy

Purpose
20 / 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: ranking_id, api_key, strategy.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_explain

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
15 / 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: ranking_id, entity_a_id, entity_b_id, api_key.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id, entity_a_id, entity_b_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id, entity_a_id, entity_b_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_get_data_card

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: ranking_id, api_key, format.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_get_leaderboard

43 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
3 / 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
  • Major
    Arguments without a description: ranking_id, api_key, limit.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id.loose_string_param

aimrank_get_agreement

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
15 / 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
  • Major
    Arguments without a description: ranking_id, api_key, min_raters.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_get_plackett_luce

47 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: ranking_id, api_key, min_appearances_per_entity, max_iterations.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_predict

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
15 / 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
  • Major
    Arguments without a description: ranking_id, entity_a_id, entity_b_id, api_key.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id, entity_a_id, entity_b_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id, entity_a_id, entity_b_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_find_similar_domains

50 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: api_key, query, domain_id, limit, min_score.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

aimrank_healthcheck

50 / 100Cloudy

Purpose
10 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description is too short (5 words).too_short
  • Major
    Says nothing about when to use it, or when not to.no_usage_context

aimrank_discover_public_rankings

55 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
15 / 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: api_key, category, media_type, sort, limit.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

aimrank_create_share_card

57 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: ranking_id, api_key, format.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_list_public_judges

57 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: api_key, category, domain_id, sort, limit.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

aimrank_predict_matchup_winner

61 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
3 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: ranking_id, entity_a_id, entity_b_id, api_key.param_no_description
  • Minor
    String arguments with no constraint or example: ranking_id, entity_a_id, entity_b_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: ranking_id, entity_a_id, entity_b_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

aimrank_get_daily_pair

62 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
5 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: api_key.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

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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