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VisibilityAI: tool descriptions scored io.github.thinksuitesolution-coder/visibilityai

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://www.visibilityai.in/api/mcp
Homepage
www.visibilityai.in
Repository
github.com/thinksuitesolution-coder/visibilityAi
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how VisibilityAI (io.github.thinksuitesolution-coder/visibilityai)'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.thinksuitesolution-coder/visibilityai
Average score
45.7 / 100Cloudy
Tools
24
Near-identical descriptions
36

Across the server

  • Minor
    36 pairs with nearly the same description in all; the top 12 are shown.confusable_pair_total
  • Minor
    The server has no instructions. Say there, once, what the server is for and when to use it: Claude Code and Gemini CLI read the instructions before the tool descriptions.instructions_missing

Tools whose descriptions are nearly the same

12 of 36 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
get_my_intelligence_overviewget_my_intelligence_items0.920.60
get_my_intelligence_overviewget_my_intelligence_lineage0.920.60
get_my_intelligence_overviewget_my_intelligence_recommendations0.920.60
get_my_intelligence_overviewget_my_intelligence_experiments0.920.60
get_my_intelligence_overviewget_my_intelligence_portfolio0.920.60
get_my_intelligence_itemsget_my_intelligence_lineage0.920.60
get_my_intelligence_itemsget_my_intelligence_recommendations0.920.60
get_my_intelligence_itemsget_my_intelligence_experiments0.920.60
get_my_intelligence_itemsget_my_intelligence_portfolio0.920.60
get_my_intelligence_lineageget_my_intelligence_recommendations0.920.60
get_my_intelligence_lineageget_my_intelligence_experiments0.920.60
get_my_intelligence_lineageget_my_intelligence_portfolio0.920.60

Tools

get_my_intelligence_benchmark_status

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: id, kind, type, cursor, limit.param_no_description
  • Minor
    String arguments with no constraint or example: id, type, cursor.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_my_intelligence_content_templates

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: id, kind, type, cursor, limit.param_no_description
  • Minor
    String arguments with no constraint or example: id, type, cursor.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_my_intelligence_cross_lingual

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: id, kind, type, cursor, limit.param_no_description
  • Minor
    String arguments with no constraint or example: id, type, cursor.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_my_intelligence_experiments

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: id, kind, type, cursor, limit.param_no_description
  • Minor
    Its description is nearly the same as get_my_intelligence_overview's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_overview instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_items's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_items instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_lineage's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_lineage instead.confusable_pair
  • Minor
    String arguments with no constraint or example: id, type, cursor.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_my_intelligence_items

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: id, kind, type, cursor, limit.param_no_description
  • Minor
    Its description is nearly the same as get_my_intelligence_overview's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_overview instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_lineage's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_lineage instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_recommendations's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_recommendations instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_experiments's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_experiments instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_portfolio's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_portfolio instead.confusable_pair
  • Minor
    String arguments with no constraint or example: id, type, cursor.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_my_intelligence_lineage

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: id, kind, type, cursor, limit.param_no_description
  • Minor
    Its description is nearly the same as get_my_intelligence_overview's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_overview instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_items's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_items instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_recommendations's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_recommendations instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_experiments's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_experiments instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_portfolio's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_portfolio instead.confusable_pair
  • Minor
    String arguments with no constraint or example: id, type, cursor.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_my_intelligence_overview

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: id, kind, type, cursor, limit.param_no_description
  • Minor
    Its description is nearly the same as get_my_intelligence_items's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_items instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_lineage's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_lineage instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_recommendations's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_recommendations instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_experiments's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_experiments instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_portfolio's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_portfolio instead.confusable_pair
  • Minor
    String arguments with no constraint or example: id, type, cursor.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_my_intelligence_portfolio

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: id, kind, type, cursor, limit.param_no_description
  • Minor
    Its description is nearly the same as get_my_intelligence_overview's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_overview instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_items's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_items instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_lineage's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_lineage instead.confusable_pair
  • Minor
    String arguments with no constraint or example: id, type, cursor.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_my_intelligence_prompt_intelligence

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: id, kind, type, cursor, limit.param_no_description
  • Minor
    String arguments with no constraint or example: id, type, cursor.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_my_intelligence_recommendations

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: id, kind, type, cursor, limit.param_no_description
  • Minor
    Its description is nearly the same as get_my_intelligence_overview's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_overview instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_items's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_items instead.confusable_pair
  • Minor
    Its description is nearly the same as get_my_intelligence_lineage's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use get_my_intelligence_lineage instead.confusable_pair
  • Minor
    String arguments with no constraint or example: id, type, cursor.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_category_leaders

38 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 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
    String arguments with no constraint or example: category.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_lead_status

39 / 100Rain

Purpose
13 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
8 / 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
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

search_by_keyword

40 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
18 / 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
  • 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_available_cities

45 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
18 / 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_business_profile

45 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
18 / 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_my_intelligence_model_coverage

45 / 100Cloudy

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

get_buyer_questions

47 / 100Cloudy

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

compare_businesses

49 / 100Cloudy

Purpose
14 / 20
When to use
10 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_offers

51 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
8 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_listicle

53 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Minor
    String arguments with no constraint or example: city.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

search_businesses

68 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
15 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

submit_lead

71 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
18 / 25
Return value
8 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_my_citations

75 / 100Clear

Purpose
17 / 20
When to use
20 / 20
Arguments
20 / 25
Return value
15 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

get_my_visibility_score

80 / 100Clear

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