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StartupHub.ai: tool descriptions scored ai.startuphub/startuphub

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://www.startuphub.ai/api/v1/mcp
Homepage
www.startuphub.ai/api-docs/mcp
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how StartupHub.ai (ai.startuphub/startuphub)'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/ai.startuphub/startuphub
Average score
51.4 / 100Cloudy
Tools
81
Near-identical descriptions
5

Across the server

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

Tools whose descriptions are nearly the same

5 of 5 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
update_investorupdate_person0.920.33
get_article_videoget_youtube_clip0.670.20
update_investorupdate_product0.660.33
update_personupdate_product0.660.33
check_domain_ratingcheck_effective_domain_rating0.500.75

Tools

find_logo

13 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
0 / 25
Return value
0 / 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: name, website.param_no_description
  • Minor
    String arguments with no constraint or example: name, website.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

cancel_monitor_watch

27 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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
    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

get_startup

27 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: 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

my_apis

29 / 100Rain

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

get_investor_by_domain

32 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: domain.param_no_description
  • Minor
    String arguments with no constraint or example: domain.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

spend_limits

33 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
1 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: period, limit_credits, listing_id, label, alert_pct, remove_id.param_no_description
  • Minor
    String arguments with no constraint or example: listing_id, label, remove_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

update_person

33 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
10 / 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, description, current_title, city, country, linkedin_url, twitter_url, github_url, website_url, avatar_url.param_no_description
  • Minor
    Its description is nearly the same as update_investor's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use update_investor instead.confusable_pair
  • Minor
    Its description is nearly the same as update_product's (similarity 0.66); only the names and schemas tell them apart. Say in this description when to use update_product instead.confusable_pair
  • Minor
    String arguments with no constraint or example: slug, description, current_title, city, country, linkedin_url, twitter_url, github_url, website_url, avatar_url.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

update_product

33 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
10 / 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, one_liner, description, sectors, category, product_type, pricing_type, pricing_details, features, tags, app_store_url, play_store_url, documentation_url, github_repo, website, launched_at, screenshot_urls, logo_url.param_no_description
  • Minor
    Its description is nearly the same as update_investor's (similarity 0.66); only the names and schemas tell them apart. Say in this description when to use update_investor instead.confusable_pair
  • Minor
    Its description is nearly the same as update_person's (similarity 0.66); only the names and schemas tell them apart. Say in this description when to use update_person instead.confusable_pair
  • Minor
    String arguments with no constraint or example: slug, one_liner, description, category, product_type, pricing_type, app_store_url, play_store_url, documentation_url, github_repo, website, launched_at, logo_url.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

update_investor

34 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
4 / 25
Return value
0 / 15
Constraints and side effects
10 / 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, description, country, city, sector_focus, stage_focus, linkedin_url, twitter_url, founded_date, actively_investing, accepts_cold_pitches, check_size_min, check_size_max, pitch_application_url, pitch_email, current_thesis, geo_focus, min_traction, logo_url.param_no_description
  • Minor
    Its description is nearly the same as update_person's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use update_person instead.confusable_pair
  • Minor
    Its description is nearly the same as update_product's (similarity 0.66); only the names and schemas tell them apart. Say in this description when to use update_product instead.confusable_pair
  • Minor
    String arguments with no constraint or example: slug, description, country, city, linkedin_url, twitter_url, founded_date, pitch_application_url, pitch_email, current_thesis, min_traction, logo_url.loose_string_param
  • Minor
    The meaning of the boolean argument actively_investing is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument accepts_cold_pitches is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info

enrich_company

37 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
7 / 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: name, website, linkedin_url.param_no_description
  • Minor
    String arguments with no constraint or example: name, website, linkedin_url.loose_string_param

get_person_by_email

37 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
7 / 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: email.param_no_description
  • Minor
    String arguments with no constraint or example: email.loose_string_param

get_startup_funding_history

37 / 100Rain

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

list_startup_team

39 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
7 / 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

enrich_email

40 / 100Cloudy

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

update_startup

40 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 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: one_liner, description, sectors, founded_date, hq_country, hq_city, linkedin_url, twitter_url, github_url, is_raising, raising_round, raising_target, raising_use_of_funds, pitch_deck_url, contact_email, partnerships_email, press_email, is_hiring, careers_url, media_kit_url, for_sale, for_sale_details.param_no_description
  • Minor
    String arguments with no constraint or example: one_liner, description, founded_date, hq_country, hq_city, linkedin_url, twitter_url, github_url, raising_round, raising_use_of_funds, pitch_deck_url, contact_email, partnerships_email, press_email, careers_url, media_kit_url.loose_string_param
  • Minor
    The meaning of the boolean argument is_raising is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument is_hiring is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument for_sale is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info

submit_investor

41 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
11 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: website, country, city, linkedin_url, twitter_url, founded_date.param_no_description
  • Minor
    String arguments with no constraint or example: website, description, country, city, linkedin_url, twitter_url, founded_date.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

submit_research

41 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
9 / 25
Return value
0 / 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: authors, publication_date, doi, pdf_url, source_url, sectors.param_no_description
  • Minor
    String arguments with no constraint or example: title, abstract, publication_date, doi, pdf_url, source_url, startup_slug.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

submit_news

43 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
13 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: tags, featured_image_url, author_name.param_no_description
  • Minor
    String arguments with no constraint or example: title, featured_image_url, author_name.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

publish_market_map

45 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
0 / 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
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: map_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

search_suggestions

45 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
10 / 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

generate_youtube_article

47 / 100Cloudy

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

get_advertiser_analytics

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 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
  • Minor
    Says nothing about what it returns.no_return_info

get_investor_by_social

47 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
15 / 25
Return value
0 / 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
  • Minor
    Says nothing about what it returns.no_return_info

get_startup_socials

47 / 100Cloudy

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

rate_this_service

47 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Says nothing about what it returns.no_return_info

search_people

47 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
15 / 25
Return value
0 / 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
    String arguments with no constraint or example: country.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

get_api_task

48 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
11 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: cancel.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument cancel is unclear.vague_boolean

submit_exit_event

48 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
13 / 25
Return value
0 / 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
  • Minor
    Arguments without a description: startup_slug, startup_id, valuation, source_url.param_no_description
  • Minor
    String arguments with no constraint or example: startup_slug, startup_id, date_announced, description, source_url.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

submit_product

48 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
13 / 25
Return value
0 / 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
  • Minor
    Arguments without a description: tags, sectors, app_store_url, play_store_url, documentation_url, github_repo.param_no_description
  • Minor
    String arguments with no constraint or example: app_store_url, play_store_url, documentation_url, github_repo.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

get_startup_by_domain

49 / 100Cloudy

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

check_effective_domain_rating

50 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as check_domain_rating's (similarity 0.50); only the names and schemas tell them apart. Say in this description when to use check_domain_rating instead.confusable_pair
  • Minor
    String arguments with no constraint or example: domain.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

check_trust_reputation

50 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    String arguments with no constraint or example: domain.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

generate_visual_tldr

50 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
11 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: title, excerpt.param_no_description
  • Minor
    String arguments with no constraint or example: title, excerpt.loose_string_param

get_article_video

51 / 100Cloudy

Purpose
14 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as get_youtube_clip's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use get_youtube_clip instead.confusable_pair
  • Minor
    String arguments with no constraint or example: job_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: job_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_company_hiring

51 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
15 / 25
Return value
7 / 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_youtube_clip

51 / 100Cloudy

Purpose
14 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as get_article_video's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use get_article_video instead.confusable_pair
  • Minor
    String arguments with no constraint or example: job_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: job_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

publish_to_wordpress

51 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
19 / 25
Return value
0 / 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
    Says nothing about what it returns.no_return_info

submit_patent

51 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
14 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: inventors, filing_date, grant_date.param_no_description
  • Minor
    String arguments with no constraint or example: title, abstract, filing_date, grant_date, source_url, startup_slug.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

submit_person

51 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
11 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: city, country, twitter_url, github_url, website_url.param_no_description
  • Minor
    String arguments with no constraint or example: city, country, twitter_url, github_url, website_url.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

check_domain_rating

52 / 100Cloudy

Purpose
14 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Its description is nearly the same as check_effective_domain_rating's (similarity 0.50); only the names and schemas tell them apart. Say in this description when to use check_effective_domain_rating instead.confusable_pair
  • Minor
    Says nothing about what it returns.no_return_info

check_site_speed

52 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Says nothing about what it returns.no_return_info

deep_intelligence

52 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
7 / 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

get_youtube_transcript

52 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
7 / 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

humanize_text

52 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Says nothing about what it returns.no_return_info

list_monitor_watches

52 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 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
  • Minor
    Says nothing about what it returns.no_return_info

style_market_map

52 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
13 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: theme, columns, density, logo_shape, logo_size.param_no_description
  • Minor
    Required identifiers whose description does not say where the value comes from: map_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

render_youtube_clip

53 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
11 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: start_seconds, end_seconds, hook, aspect, style.param_no_description
  • Minor
    String arguments with no constraint or example: video_url, hook.loose_string_param

call_api

54 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
7 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Major
    Arguments without a description: operation, path, query, body, arguments, messages, messages[].role, messages[].content, task.param_no_description
  • Minor
    String arguments with no constraint or example: operation, messages[].role, messages[].content, task.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: listing_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

find_apis

54 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
17 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 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
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

get_company_funding

54 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
7 / 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

submit_startup

54 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
12 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: hq_country, hq_city, linkedin_url, twitter_url, github_url.param_no_description
  • Minor
    String arguments with no constraint or example: hq_country, hq_city, linkedin_url, twitter_url, github_url.loose_string_param

create_monitor_watch

56 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
16 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: frequency.param_no_description
  • Minor
    Says nothing about what it returns.no_return_info

find_matches

57 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
15 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: type.param_no_description

get_company_by_linkedin

57 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
7 / 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

search_investors

57 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
15 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

get_market_map

58 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: map_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_my_api

58 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
9 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: kind, url, price_per_call, price_unit, free_calls_per_day, provider_key, docs_url.param_no_description
  • Minor
    String arguments with no constraint or example: url, provider_key, docs_url.loose_string_param

run_agent_task

58 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
16 / 25
Return value
7 / 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
  • Minor
    Arguments without a description: prefer, dry_run.param_no_description
  • Minor
    The meaning of the boolean argument dry_run is unclear.vague_boolean

submit_list

58 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Says nothing about what it returns.no_return_info

discover_email

59 / 100Cloudy

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

get_arbitrage

59 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

get_person_by_social

59 / 100Cloudy

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

suggest_youtube_clips

59 / 100Cloudy

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

No issues.

generate_article_video

60 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
16 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    String arguments with no constraint or example: title, voice.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

submit_funding_round

60 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
13 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: lead_investor_slugs, participating_investor_slugs, pre_money_valuation, post_money_valuation.param_no_description
  • Minor
    String arguments with no constraint or example: date_announced, description.loose_string_param

generate_rss_feed

62 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10

No issues.

scan_company_technology

62 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10

No issues.

validate_email

62 / 100Cloudy

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

search_startups

63 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
16 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 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

find_stealth_startups

64 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
15 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

create_market_map

65 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10

No issues.

query_funding

66 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
17 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: countries, sectors.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

search_domains

66 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
17 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

edit_market_map

67 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10

No issues.

scan_agent_readiness

67 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10

No issues.

get_trends

69 / 100Cloudy

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

No issues.

get_my_usage

70 / 100Clear

Purpose
20 / 20
When to use
10 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Says nothing about what it returns.no_return_info

scrape_youtube_videos

71 / 100Clear

Purpose
17 / 20
When to use
10 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

generate_startup_list

74 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
15 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

match_companies_by_domain

75 / 100Clear

Purpose
20 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10

No issues.

list_credit_packs

77 / 100Clear

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