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91,492 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 3,330 matching servers on stars, growth, downloads and maintenance. Updated .

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  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector search, Ollama-powered answer generation, and question routing to domain-specific retrieval tools.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding assistants to query private academic paper collections via standard MCP tools, with hybrid retrieval, reranking, and inline citations.
    -
  • A
    license
    Not graded
    quality
    F
    maintenance
    Implementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.
    23 npm
    207
    Apache 2.0
  • F
    license
    B
    quality
    B
    maintenance
    An automated system that processes raw text through a three-stage pipeline to assess data quality, enhance information, and generate structured knowledge graphs. It provides tools for triple extraction with confidence scoring and creates interactive HTML visualizations of the resulting graph.
    1
    4
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Exposes a local RAG document index as MCP tools (ask, search, rebuild_index, status) for MCP clients like Claude Desktop and Claude Code to query your documents over stdio.
    -
  • A
    license
    B
    quality
    D
    maintenance
    A server that leverages Cloudflare Browser Rendering to extract and process web content for use as context in LLMs, offering tools for fetching pages, searching documentation, extracting structured content, and summarizing content.
    4
    11
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding agents to navigate and understand entire codebases through symbol-aware semantic retrieval and relational call graph traversal, supporting structural impact analysis and code modification workflows over MCP.
    Apache 2.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    MCP server enabling natural-language querying of SQLite databases via schema discovery, GraphRAG retrieval, and safely guarded read-only SQL execution.
    -
  • A
    license
    A
    quality
    A
    maintenance
    Exposes Microsoft BCQuality repository (Business Central development best practices) as structured tools for AI agents, enabling rule discovery, search, and application via MCP protocol.
    10
    24 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server for Plex Media Server that enables natural language interaction with your media library, including search, browse, and chat features via an optional web app.
    22
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that turns AI coding agents into ML/AI experts by providing best-practice knowledge for fine-tuning, inference optimization, agent building, and more.
    14
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Chrome extension-based Model Context Protocol server that enables AI assistants to control your browser, leveraging your existing configurations and login states for complex automation, content analysis, and semantic search.
    12,441
    MIT