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    Related Servers

    • A
      license
      Not graded
      quality
      D
      maintenance
      Enables AI agents to perform grounded web research with injection resistance, claim verification, and cost-aware routing through MCP tools like web_search, fetch_url, extract_claims, and check_grounding.
      MIT
    • 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.
      1 npm
      3
      Apache 2.0
    • A
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to perform live web searches across 9 engines, scrape web pages into clean formats, and run agentic research with citations via MCP.
      115 PyPI
      3
      MIT
    • A
      license
      Not graded
      quality
      A
      maintenance
      Enables coding agents to run local-first web research: intent-routed search across independent engines with reranking, a multi-stage fetch/crawl ladder, and document extraction. Results come back as signed-cursor, citation-bearing evidence envelopes, with an optional separately enabled profile for browser click/type actions.
      AGPL 3.0
    • 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

    TDQS

    A3.8/5.0

    Scored across 4 tools

    Disambiguation4/5

    Each tool targets a distinct step: starting a session, searching, fetching a page, and recording an approval. The two research_-prefixed tools (start vs approve) are semantically different but share a prefix, which could cause minor momentary confusion.

    Naming Consistency4/5

    All names use snake_case with a clear verb_noun pattern (research_approve, research_start, web_search, web_fetch). The only deviation is the mixed research_ vs web_ prefixes, which is cosmetic rather than confusing.

    Tool Count4/5

    Four tools map cleanly onto the research workflow (start, search, fetch, approve) with no redundancy. Slightly lean but well-scoped; no obvious filler.

    Completeness4/5

    The core loop of session start, search, fetch, and approval is covered. Minor gaps like an explicit session-end or session-status operation exist but are not blocking for the described workflow.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues