TidyTools Free Web Data: tool descriptions scored io.github.tidytools/tidytools-free

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://tools.yukai.uk/mcp
Homepage: tools.yukai.uk
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

This page shows how TidyTools Free Web Data (io.github.tidytools/tidytools-free)'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.tidytools/tidytools-free

Average score: 46.7 / 100Cloudy
Tools: 45
Near-identical descriptions: 142

Across the server

Major
45 tools. Above 40, models choose less accurately.too_many_tools
Minor
142 pairs with nearly the same description in all; the top 12 are shown.confusable_pair_total
Major
44 tools repeat the same note (45 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

12 of 142 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
find_one_place	enrich_one_place	0.88	0.50
resize_image	compress_image	0.86	0.33
resize_image	upscale_image	0.86	0.33
compress_image	upscale_image	0.86	0.33
app_store_details	app_store_review	0.83	0.50
company_enrich	company_enrich_ai	0.82	0.67
ocr_image	describe_image	0.82	0.33
screenshot_url	summarize_url	0.80	0.33
pdf_url	summarize_url	0.80	0.33
resize_image	convert_image	0.80	0.33
convert_image	compress_image	0.80	0.33
convert_image	upscale_image	0.80	0.33

Tools

ai_extract

34 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 13 / 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
Arguments without a description: fields.param_no_description
Minor
Says nothing about what it returns.no_return_info

company_enrich_ai

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
Its description is nearly the same as company_enrich's (similarity 0.82); only the names and schemas tell them apart. Say in this description when to use company_enrich instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

compress_image

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
Its description is nearly the same as resize_image's (similarity 0.86); only the names and schemas tell them apart. Say in this description when to use resize_image instead.confusable_pair
Minor
Its description is nearly the same as upscale_image's (similarity 0.86); only the names and schemas tell them apart. Say in this description when to use upscale_image instead.confusable_pair
Minor
Its description is nearly the same as convert_image's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use convert_image instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

convert_image

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
Its description is nearly the same as resize_image's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use resize_image instead.confusable_pair
Minor
Its description is nearly the same as compress_image's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use compress_image instead.confusable_pair
Minor
Its description is nearly the same as upscale_image's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use upscale_image instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

describe_image

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
Its description is nearly the same as ocr_image's (similarity 0.82); only the names and schemas tell them apart. Say in this description when to use ocr_image instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

extract_article

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

extract_contacts

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

http_status

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

jobs_detect

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

ocr_image

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
Its description is nearly the same as describe_image's (similarity 0.82); only the names and schemas tell them apart. Say in this description when to use describe_image instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

pdf_url

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
Its description is nearly the same as summarize_url's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use summarize_url instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

price_check

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

remove_image_background

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

resize_image

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
Its description is nearly the same as compress_image's (similarity 0.86); only the names and schemas tell them apart. Say in this description when to use compress_image instead.confusable_pair
Minor
Its description is nearly the same as upscale_image's (similarity 0.86); only the names and schemas tell them apart. Say in this description when to use upscale_image instead.confusable_pair
Minor
Its description is nearly the same as convert_image's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use convert_image instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

screenshot_url

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
Its description is nearly the same as summarize_url's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use summarize_url instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

seo_audit

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

seo_browser_audit

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

smart_fetch

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

summarize_article

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

summarize_url

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
Its description is nearly the same as screenshot_url's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use screenshot_url instead.confusable_pair
Minor
Its description is nearly the same as pdf_url's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use pdf_url instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

translate_text

41 / 100Cloudy

Purpose: 14 / 20
When to use: 5 / 20
Arguments: 15 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Minor
Arguments without a description: target_language.param_no_description
Minor
Says nothing about what it returns.no_return_info

upscale_image

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
Its description is nearly the same as resize_image's (similarity 0.86); only the names and schemas tell them apart. Say in this description when to use resize_image instead.confusable_pair
Minor
Its description is nearly the same as compress_image's (similarity 0.86); only the names and schemas tell them apart. Say in this description when to use compress_image instead.confusable_pair
Minor
Its description is nearly the same as convert_image's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use convert_image instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

classify_text

44 / 100Cloudy

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

Minor
Arguments without a description: question.param_no_description
Minor
Says nothing about what it returns.no_return_info

find_one_job

44 / 100Cloudy

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

domain_overview

46 / 100Cloudy

Purpose: 14 / 20
When to use: 5 / 20
Arguments: 20 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 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

company_enrich

48 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
Minor
Its description is nearly the same as company_enrich_ai's (similarity 0.82); only the names and schemas tell them apart. Say in this description when to use company_enrich_ai instead.confusable_pair

detect_techstack

48 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

link_preview

48 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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

app_store_details

49 / 100Cloudy

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

Minor
Its description is nearly the same as app_store_review's (similarity 0.83); only the names and schemas tell them apart. Say in this description when to use app_store_review instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

app_store_review

49 / 100Cloudy

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

Minor
Its description is nearly the same as app_store_details's (similarity 0.83); only the names and schemas tell them apart. Say in this description when to use app_store_details instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

convert_html

49 / 100Cloudy

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

Minor
Says nothing about what it returns.no_return_info

play_store_details

49 / 100Cloudy

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

Minor
Says nothing about what it returns.no_return_info

referring_domains

49 / 100Cloudy

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

traffic_rank

49 / 100Cloudy

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

transcribe_audio

49 / 100Cloudy

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

Minor
Says nothing about what it returns.no_return_info

validate_email

49 / 100Cloudy

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

Minor
String arguments with no constraint or example: email.loose_string_param
Minor
Says nothing about what it returns.no_return_info

domain_authority

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
String arguments with no constraint or example: domain.loose_string_param
Minor
Says nothing about what it returns.no_return_info

domain_dns

53 / 100Cloudy

Purpose: 14 / 20
When to use: 5 / 20
Arguments: 20 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Minor
String arguments with no constraint or example: domain.loose_string_param

embed_text

53 / 100Cloudy

Purpose: 14 / 20
When to use: 5 / 20
Arguments: 20 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

No issues.

enrich_one_place

54 / 100Cloudy

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

Minor
Its description is nearly the same as find_one_place's (similarity 0.88); only the names and schemas tell them apart. Say in this description when to use find_one_place instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

domain_whois

56 / 100Cloudy

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

Minor
String arguments with no constraint or example: domain.loose_string_param

find_one_place

61 / 100Cloudy

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

Minor
Its description is nearly the same as enrich_one_place's (similarity 0.88); only the names and schemas tell them apart. Say in this description when to use enrich_one_place instead.confusable_pair

check_ai_crawler_access

66 / 100Cloudy

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

No issues.

read_url

67 / 100Cloudy

Purpose: 17 / 20
When to use: 20 / 20
Arguments: 16 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Minor
Arguments without a description: max_chars, start_index.param_no_description

find_tidytools_tool

76 / 100Clear

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