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  • F
    license
    A
    quality
    D
    maintenance
    Enables searching documentation from GitHub repositories and web pages via MCP tools, with in-memory indexing and caching for fast retrieval.
    3
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to search, analyze, and explore arXiv academic papers with advanced multi-field search, author lookup, category browsing, citation extraction, and bibliography export.
    108 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed repositories.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides 14 enhanced intelligent search tools for both international platforms (GitHub, StackOverflow, NPM, etc.) and Chinese platforms (CSDN, Juejin, WeChat docs, etc.). Each tool includes smart URL generation, search tips, and related suggestions for comprehensive technical research.
    14
    40 npm
    14
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Live, ranked search across any number of llms.txt documentation sites - Strands, Kiro, the AWS guides, and whatever you add at runtime.
    7
    49 npm
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Enables AI coding assistants to perform real-time web searches for technical documentation and deep-fetch web pages, returning clean structured results. It supports integration with MCP clients such as Cursor, Claude, and CodeBuddy.
    3
    71 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides MCP tools to count, list, and read local documents in formats like PDF, DOCX, Excel, HTML, and TXT, enabling natural language-driven document statistics and content inspection via qwen_agent.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI clients to search and read a folder of Markdown/text documents via a read-only MCP server with hybrid BM25 and local embedding search, treating the calling model as untrusted.
    11 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to load, parse, and query OpenAPI/Swagger documentation from URLs with intelligent search across endpoints, schemas, and authentication methods. Provides 10 specialized tools for comprehensive API exploration including path details, operation lookups, and multi-criteria search capabilities.
    4
    -
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI-powered search and documentation tools using Google Vertex AI or Gemini API with real-time web search grounding, enabling technical queries, code analysis, documentation retrieval, and architecture recommendations to overcome LLM knowledge gaps.
    7
    999 npm
    7
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    A Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.
    23
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to search 1m+ open-access papers, standards, textbooks, and legal documents, resolve identifiers such as RFCs, DOIs, and legal citations, download PDFs, and retrieve citations and metadata through MCP tools.
    9
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    Read-only search over Ahrom Labs' published guides on Indian ERP requirements, IBR 2026 boiler forms, interior BOQs, TallyPrime integration and AI assistants for business data. Returns passages with the URL of the page each came from; no sign-in.
    1
    MIT
  • F
    license
    A
    quality
    Not graded
    maintenance
    Exposes an internal engineering knowledge base to AI assistants, allowing users to search and retrieve standards, runbooks, and architecture decisions. It supports RAG-enhanced search, document scraping, and specialized prompts for incident investigation and code reviews.
    5
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables searching Red Hat Developer content such as blogs, articles, and learning paths with filters for content type, product, and topic, plus fetching full article text as clean markdown.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    This server enables MCP-compatible tools to search and query a public documentation set. It provides concise, sourced answers to user questions by retrieving information from the underlying documentation and citing source pages.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude and other LLMs to search through any published MkDocs documentation site using the Lunr.js search engine, allowing the AI to find and summarize relevant documentation for users.
    216 npm
    21
    MIT