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87,474 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,971 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to operate disposable Linux computers via MCP, providing tools for shell, file read/write, directory listing, and port exposure. It also supports browser automation and integration with any MCP-compatible client.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables zero-install Macaulay2 computations from JupyterLab in a browser, including Groebner bases, resolutions, Betti tables, and package loading via the Model Context Protocol.
    GPL 3.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    This server enables running a Model Context Protocol in a web browser with functionalities including arithmetic operations and session-based key-value storage.
    41
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Bun runner for HTML-first local tools that exposes them as MCP servers with typed browser RPC, async streams, and MCP 2.0 Streamable HTTP, including MCP Apps UI support.
    -
  • F
    license
    A
    quality
    D
    maintenance
    An advanced Playwright MCP server that enables efficient browser automation through compressed accessibility snapshots, sandboxed code execution, and visual element labeling. It features 90% DOM compression and integrated DevTools for deep web inspection and interaction.
    5
    2
    -
  • A
    license
    A
    quality
    C
    maintenance
    Bridges a local AI agent to a Colab session in the browser, enabling code execution and file operations through the Model Context Protocol.
    9
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server for self-hosted Overleaf Community Edition that lets coding agents create projects, write LaTeX, compile, and receive structured diagnostics while humans edit the same document in the browser.
    8
    11 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Bridges a local agent to a Colab session in the browser, enabling seamless interaction with Colab from local clients.
    1
    987
    Apache 2.0
  • A
    license
    C
    quality
    C
    maintenance
    Enables AI assistants to generate, edit, and deploy production-ready full-stack applications through VULK's automated development pipeline. It supports multi-file code generation, browser verification, and exports to web, PWA, and mobile platforms.
    19
    22 npm
    7
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Turn the AI you already use into a game studio. Describe a game and Claude or Cursor builds it as a real 3D browser game: playable immediately, hosted on its own link, shareable with anyone. No engine, no build step, no code knowledge, nothing to export. Your AI ships the whole thing: it pulls free 3D assets, rigs characters, and playtests its own build until the game works. Free to start.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A unified MCP server providing tools for web search, GitHub analysis, document parsing, browser automation, secure code execution, and forum parsing, enabling LLMs to perform a wide range of external tasks through a single backend.
    MIT