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cluefinch

Cluefinch MCP

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    Related Servers

    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to run web searches across self-hosted SearXNG and/or You.com in parallel and to crawl single pages or whole sites into clean, deduplicated Markdown or JSON. It runs locally via STDIO or HTTP MCP transports, supports authenticated crawls, and requires no API key when using SearXNG.
      -
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to search the web across configurable providers and crawl single pages or whole sites into clean, deduplicated Markdown or JSON. It runs on your own hardware, requiring no API key with SearXNG, and supports authenticated crawls plus STDIO and HTTP transport.
      -
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to search the web through configured providers and crawl pages or whole sites into clean Markdown or JSON, including authenticated crawls and STDIO/HTTP transport.
      -
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to search the web in parallel through SearXNG and/or You.com and to crawl single pages or entire sites into clean, deduplicated Markdown or JSON. It also supports authenticated crawls and both STDIO and HTTP MCP transports.
      -
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to search the web through configured providers and crawl pages or entire sites into clean Markdown or JSON, including authenticated crawls, over STDIO or HTTP.
      -

    TDQS

    A4.6/5.0

    Scored across 4 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose: web_search for discovery, web_fetch for reading one document, web_links for navigating known HTML pages, and research_collect for multi-source evidence gathering. The descriptions explicitly state when to use each and include 'DO NOT' guidance to prevent misuse, leaving no ambiguity.

    Naming Consistency3/5

    Three tools follow a web_ prefix pattern, but research_collect deviates. Verb forms are also mixed: web_search and web_fetch are verb-based, web_links is noun-based, and research_collect combines noun+verb. All are snake_case and readable, but the pattern is not fully consistent.

    Tool Count5/5

    Four tools is well-scoped for a web research server. Each tool serves a distinct, non-redundant function—discovery, single-document reading, link navigation, and multi-source collection—so every tool earns its place without bloat or thinness.

    Completeness4/5

    The surface covers the core lifecycle of web research: discovery, navigation, reading, and multi-source evidence gathering. A minor gap is the absence of any crawling or bulk link-following tool, though the descriptions intentionally exclude crawling, making it a reasonable scope boundary rather than a critical omission.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues