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aisearch

aisearch

by PKrokosz

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    • A
      license
      B
      quality
      B
      maintenance
      Enables AI agents to perform web searches and extract full-text content from web pages via standard MCP tools, with fallback search and semantic reranking.
      2
      2
      MIT
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to run web searches across configured providers and crawl individual pages or whole sites into clean Markdown or JSON, including authenticated crawls and local or HTTP MCP deployment.
      -
    • A
      license
      Not graded
      quality
      B
      maintenance
      Enables AI agents to perform web research over MCP: search with a real browser, fetch JS-rendered pages, download PDFs and convert them to Markdown, then search and page through large documents using bounded previews so the context window isn't flooded.
      BSD Zero Clause
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to search the web through configured providers and crawl single pages or entire sites into clean Markdown or JSON, including authenticated crawls and STDIO/HTTP MCP access.
      -
    • A
      license
      Not graded
      quality
      B
      maintenance
      Enables AI agents to perform web searches with full content retrieval and multi-engine provenance, including trust scoring and local corpus persistence, via MCP integration.
      8 npm
      4
      Apache 2.0
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to search the web through configured providers and crawl single pages or whole sites into clean Markdown or JSON, including content behind logins, over MCP STDIO or HTTP.
      -

    TDQS

    C2.8/5.0

    Scored across 13 tools

    Disambiguation3/5

    Most tools occupy distinct niches (search, render, verify_links, feeds, cache, configure), but web.drift and web.drift_report clearly overlap, and web.stats vs web.trace both expose internal ecosystem state with only subtle wording differences. web.brief vs web.search is also a thin distinction (collapsed output for reports vs full ranked result). Descriptions help, but an agent can plausibly misselect among these pairs.

    Naming Consistency4/5

    All tools share a clean `web.` namespace with lowercase snake/compound names, which is highly predictable. The minor deviation is mixed grammatical style — some are verbs (search, render, verify_links, configure) and others plain nouns (stats, cache, feeds, drift), plus drift vs drift_report is an inconsistent granularity pair.

    Tool Count4/5

    13 tools sits comfortably in a well-scoped range and each maps to a recognizable stage of the search/resolve/learn pipeline. It is slightly heavy on introspection tools (stats, trace, cache, configure, eval) relative to the core search surface, but nothing feels gratuitous.

    Completeness4/5

    The lifecycle is essentially covered end-to-end: search, verify, brief, render, trace, feedback/learning loop, eval, caching, feeds and configuration all have entry points. Minor gaps include no explicit single-URL content extraction distinct from render, and no direct read of a stored linklog/prior record despite feedback writing to it.

    Maintenance

    ActivityMaintained
    ResponsivenessNo recent community issues