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ain3sh

search-context

by ain3sh
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Alternatives to search-context

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    Related Servers

    • notebooklm-api

      mcpware
      A
      license
      A
      quality
      D
      maintenance
      Enables document Q&A with grounded citations using the official Gemini File Search API. Upload documents, create stores, and ask questions that return exact passage citations.
      7
      8 npm
      2
      MIT

    • RAG Query MCP Server

      Akashbakshi99
      F
      license
      Not graded
      quality
      D
      maintenance
      Enables querying a hybrid-retrieval RAG pipeline (dense + BM25) over ingested PDF documents, returning answers generated by Gemini.
      -

    • Gemini Search MCP

      MIMICLab
      A
      license
      Not graded
      quality
      D
      maintenance
      Enables web search using Google Gemini with search grounding and question-answering on local documents, with support for chunked document reading.
      16 npm
      1
      MIT

    • Glean Chatbot

      tonyromero-ai
      F
      license
      Not graded
      quality
      C
      maintenance
      Enables querying internal documents indexed in Glean through a natural-language chat interface, returning answers with cited sources.
      -
    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A4.5/5.0

    Scored across 1 tool

    Disambiguation5/5

    With only one tool, there is no possibility of misselection or overlap with sibling tools. Its purpose (semantic documentation Q&A) is stated clearly and unambiguously in the description.

    Naming Consistency4/5

    The single name ask_docs_agent is readable snake_case and follows a verb-object-ish convention. There is no second tool to establish or violate a pattern, so consistency is trivially satisfied but unverifiable.

    Tool Count3/5

    One tool is borderline thin even for a narrowly scoped search server; reference discovery is offloaded to MCP Resources rather than tools. It is defensible for a single-purpose server, but a search plus retrieval pair would feel better scoped.

    Completeness3/5

    Search is covered, but there is no tool to list available stores or fetch a full document by identifier — agents must fall back on the MCP Resources list and rely on snippets. That is a notable gap for a documentation research surface.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

    Resources