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

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.tidytools%2Ftidytools-free/versions/latest)
- Connected to: https://tools.yukai.uk/mcp
- Homepage: https://tools.yukai.uk/
- Scoring rules: v2
- Tools: 45
- Average: 46.7 / 100 (Cloudy)
- Near-identical pairs: 142

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.

## Across the server

- Major: 45 tools. Above 40, models choose less accurately.
- Minor: 142 pairs with nearly the same description in all; the top 12 are shown.
- 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.

## Tools

- `ai_extract`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: fields.
  - Minor: Says nothing about what it returns.
- `company_enrich_ai`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `compress_image`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `convert_image`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `describe_image`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `extract_article`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `extract_contacts`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `http_status`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `jobs_detect`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `ocr_image`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `pdf_url`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `price_check`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `remove_image_background`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `resize_image`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `screenshot_url`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `seo_audit`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `seo_browser_audit`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `smart_fetch`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `summarize_article`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `summarize_url`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `translate_text`: 41 / 100
  - Minor: Arguments without a description: target_language.
  - Minor: Says nothing about what it returns.
- `upscale_image`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `classify_text`: 44 / 100
  - Minor: Arguments without a description: question.
  - Minor: Says nothing about what it returns.
- `find_one_job`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `domain_overview`: 46 / 100
  - Minor: String arguments with no constraint or example: domain.
  - Minor: Says nothing about what it returns.
- `company_enrich`: 48 / 100
  - Major: Says nothing about when to use it, or when not to.
- `detect_techstack`: 48 / 100
  - Major: Says nothing about when to use it, or when not to.
- `link_preview`: 48 / 100
  - Major: Says nothing about when to use it, or when not to.
- `app_store_details`: 49 / 100
  - Minor: Says nothing about what it returns.
- `app_store_review`: 49 / 100
  - Minor: Says nothing about what it returns.
- `convert_html`: 49 / 100
  - Minor: Says nothing about what it returns.
- `play_store_details`: 49 / 100
  - Minor: Says nothing about what it returns.
- `referring_domains`: 49 / 100
  - Minor: String arguments with no constraint or example: domain.
  - Minor: Says nothing about what it returns.
- `traffic_rank`: 49 / 100
  - Minor: String arguments with no constraint or example: domain.
  - Minor: Says nothing about what it returns.
- `transcribe_audio`: 49 / 100
  - Minor: Says nothing about what it returns.
- `validate_email`: 49 / 100
  - Minor: String arguments with no constraint or example: email.
  - Minor: Says nothing about what it returns.
- `domain_authority`: 52 / 100
  - Minor: String arguments with no constraint or example: domain.
  - Minor: Says nothing about what it returns.
- `domain_dns`: 53 / 100
  - Minor: String arguments with no constraint or example: domain.
- `embed_text`: 53 / 100
- `enrich_one_place`: 54 / 100
  - Minor: Says nothing about what it returns.
- `domain_whois`: 56 / 100
  - Minor: String arguments with no constraint or example: domain.
- `find_one_place`: 61 / 100
- `check_ai_crawler_access`: 66 / 100
- `read_url`: 67 / 100
  - Minor: Arguments without a description: max_chars, start_index.
- `find_tidytools_tool`: 76 / 100

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