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81,811 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    A
    maintenance
    This MCP server enables AI agents to search and retrieve exact, cited passages from a large corpus of public-domain books, including full-text search, book metadata, chapters, quotes, and 'ask book' Q&A. Payments are handled via x402 micropayments on Base.
    16
    8
    191
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Provides a 'library keeper' sub-agent that ingests PDF/EPUB books and answers questions grounded in them via local embedding search, with deterministic classification and knowledge gap logging.
  • A
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    quality
    D
    maintenance
    Provides token-efficient semantic search and document retrieval by indexing PDFs, text, and markdown files into local notebooks using ChromaDB. It enables AI agents to query relevant passages from large documents through local embedding models like Hugging Face or Ollama.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that enables LLMs to automate web browsers using Puppeteer, allowing navigation, screenshots, form filling, and JavaScript execution in a real browser environment.
    2
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables users to search and retrieve research datasets via natural language queries, with tools for proposing and committing tag changes. Includes robust authorization, idempotent mutations, and an audit trail.
  • F
    license
    B
    quality
    D
    maintenance
    An MCP server that fetches real-time documentation for popular libraries like Langchain, Llama-Index, MCP, and OpenAI, allowing LLMs to access updated library information beyond their knowledge cut-off dates.
    1
    3
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables natural language interactions with Algolia search and analytics APIs through Claude Desktop. Supports searching indices, managing data, analyzing metrics, monitoring performance, and visualizing insights across your Algolia applications.
    81
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to create, search, and manage subject matter expert profiles, including private workspace organization and moderated sharing to a common library.
    MIT
  • A
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    quality
    B
    maintenance
    Enables fully local retrieval over a personal document corpus via hybrid search, cross-encoder reranking, RAPTOR summaries, and knowledge graph queries, served to AI agents over MCP.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides AI agents with persistent knowledge storage, enabling them to store, search, and retrieve text, documents, and files using semantic and keyword search via MCP tools.
    32
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides AI assistants with intelligent access to ML textbook content for creating accurate, source-grounded documentation using local models for privacy and cost efficiency.
    2
    MIT
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    Provides AI assistants with intelligent access to ML textbook content through RAG-powered search, chapter retrieval, and documentation generation capabilities. Uses local models for privacy-focused, source-grounded responses from indexed technical books.
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for searching French and European law, providing natural language access to jurisprudence, consolidated legal texts, and related legal information via tools like search_decisions and search_legal_texts.
    4
    28
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    A FastMCP server that enables AI assistants to extract structured information from unstructured text using Google's langextract library through a secure, optimized Model Context Protocol interface.
    4
    33
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    A server that provides AI agents with full OpenClaw documentation via BM25 search, enabling them to look up configurations, providers, and other topics without web lookups.
    2
  • A
    license
    A
    quality
    B
    maintenance
    Search 1,500+ pre-verified, cited knowledge units across 16 domains. 6 tools: query, batch query, get unit, list domains, suggest topics, report issues. Free, no API key required.
    6
    237
    1
    MIT