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Agent Data API: tool descriptions scored com.chiemgaufilms.agent/agent-data-api

tools/list taken
(UTC)
Connected to
https://agent.chiemgaufilms.com/mcp
Scoring rules
v2
Score this URL as it is today

Scores, issues and names only

This page shows how Agent Data API (com.chiemgaufilms.agent/agent-data-api)'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/com.chiemgaufilms.agent/agent-data-api
Average score
63.6 / 100Cloudy
Tools
38
Near-identical descriptions
2

Across the server

  • Minor
    38 tools. Above 25, models start to tell tools apart less well.many_tools
  • Major
    31 tools repeat the same note (32 words). Say it once in the server's instructions, and let each description say what only that tool does. The note does not count toward the tools' scores.repeated_note

Tools whose descriptions are nearly the same

2 of 2 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
google_serpbing_serp0.940.33
ranked_keywordskeyword_gap0.610.00

Tools

content_month_plan

47 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
13 / 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: from, today, posts_per_week, categories, mix_counts.produkt, mix_counts.mitarbeiter, mix_counts.bts, mix_counts.wissen, mix_counts.kunde, mix_counts.unternehmen, mix_counts.recruiting, media_type, publish_weekdays, production_weekdays, phase_offsets.concept, phase_offsets.shoot, phase_offsets.edit, phase_offsets.review, min_shoot_lead_days, avoid_weekends, start_time, max_shoots_per_day, max_day_minutes, break_minutes, lunch_minutes, seed, holiday_region.param_no_description
  • Minor
    The meaning of the boolean argument avoid_weekends is unclear.vague_boolean

regional_data

47 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: region, query, category.param_no_description
  • Minor
    String arguments with no constraint or example: region.loose_string_param

video_project_plan

49 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
13 / 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
  • Major
    Arguments without a description: goal, job_titles, shoot_date, day_start, day_end, deliver_by, reel_count_min, reel_count_max, reels[].recipe_id, reels[].recording_minutes, reels[].location, reels[].outdoor, locations, latitude, longitude, lunch_minutes, review_rounds, client_feedback_days, edit_reels_per_day, today, holiday_region.param_no_description
  • Minor
    The meaning of the boolean argument reels[].outdoor is unclear.vague_boolean

wishlist

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

list_services

54 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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

find_location

57 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
25 / 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

content_plan_shift

59 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
15 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: posts, posts[].key, posts[].publish, posts[].concept, posts[].shoot, posts[].edit, posts[].review, holiday_region, move, move.post_key, move.step, move.new_date.param_no_description

retry_request

59 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Required identifiers whose description does not say where the value comes from: request_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

domain_overview

61 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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

google_trends

61 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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

keyword_difficulty

61 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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

keyword_gap

61 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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
    Its description is nearly the same as ranked_keywords's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use ranked_keywords instead.confusable_pair

keyword_metrics

61 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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

ranked_keywords

61 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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
    Its description is nearly the same as keyword_gap's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use keyword_gap instead.confusable_pair

traffic_estimate

61 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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

video_recipes

61 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
22 / 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

website_changes

62 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: previous, previous.text.param_no_description

preflight

64 / 100Cloudy

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

No issues.

search_intent

64 / 100Cloudy

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

No issues.

shoot_location_check

64 / 100Cloudy

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

No issues.

shoot_day_plan

65 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
16 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Major
    Arguments without a description: shoots, shoots[].media_type, shoots[].equipment, start_time, max_shoots_per_day, max_day_minutes, break_minutes, lunch_minutes.param_no_description

ai_keyword_demand

66 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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

image_search

66 / 100Cloudy

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

No issues.

keyword_ideas

66 / 100Cloudy

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

No issues.

local_market_check

66 / 100Cloudy

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

No issues.

page_audit

66 / 100Cloudy

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

No issues.

website_check

66 / 100Cloudy

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

No issues.

open_data_search

67 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: source.param_no_description

bing_serp

69 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Its description is nearly the same as google_serp's (similarity 0.94); only the names and schemas tell them apart. Say in this description when to use google_serp instead.confusable_pair

free_sample

69 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
17 / 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

google_serp

69 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Its description is nearly the same as bing_serp's (similarity 0.94); only the names and schemas tell them apart. Say in this description when to use bing_serp instead.confusable_pair

website_content

69 / 100Cloudy

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

No issues.

competitors

71 / 100Clear

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

No issues.

domain_technologies

71 / 100Clear

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

No issues.

keywords_for_site

71 / 100Clear

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

No issues.

local_business

71 / 100Clear

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

No issues.

news_search

74 / 100Clear

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

No issues.

get_result

87 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    Required identifiers whose description does not say where the value comes from: request_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

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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