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117,162 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    maintenance
    LLM routing proxy that cuts API costs 60-90% by auto-selecting the cheapest capable model across OpenAI, Anthropic, and Google. Provides stats, config, and model comparison tools via MCP.
    21 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides a stable, side-effect-free MCP tool contract that enables AI workflows to be prototyped, demoed, tested, or dry-run without connecting to databases, APIs, files, or other real data sources. It enables swapping in a real data server later without changing the AI-facing interface.
    4
    301 npm
    MIT
  • A
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    quality
    B
    maintenance
    Drives Android, iOS, smart TV (Android TV, Tizen, webOS), web and Bluetooth (BLE) devices from an agent: start a session, tap, type, swipe and assert by XPath, visible text, OCR or image, then save the steps as a replayable CSV test suite.
    150 PyPI
    65
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Gives AI assistants a read-only, offline interface to the FinOps Foundation's published guidance — its principles, phases, domains, 22 capabilities with Crawl/Walk/Run maturity assessments, personas, and an 88-entry KPI library — so FinOps questions are answered with the Foundation's own text and formulas rather than improvised ones. It exposes 11 tools, document resources, and four guided prompts over stdio, with every response carrying its source URL and license.
    11
    42 npm
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A communication framework that enables multiple AI agents to collaborate through asynchronous messaging, agent registration, and discovery. It facilitates complex task coordination and real-time discussion across distributed agent workflows using the Model Context Protocol.
    9
    11
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or visually-tuned models.
    22
    10,745,786 npm
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without needing screenshots or visually-tuned models.
    22
    10,745,786 npm
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or visually-tuned models.
    24
    10,745,786 npm
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    Provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without screenshots.
    24
    10,745,786 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    A lightweight and modular framework for building MCP-based file management systems with standardized module structure, flexible configuration, and extensible functionality registration mechanisms.
    3
    MIT
  • A
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    maintenance
    Enables browser automation and web interaction through structured accessibility snapshots using Playwright. Supports clicking, typing, navigation, form filling, and other web actions without requiring screenshots or vision models.
    10,745,786 npm
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to search curated, cited knowledge bases built from founders', CEOs', and investors' public talks, essays, and posts, returning passages with source links and dates. It also exposes available source collections via MCP tools so users can ask how those individuals might approach business, product, or growth questions.
    96
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides browser automation capabilities using Playwright, allowing LLMs to interact with web pages through structured accessibility snapshots without needing screenshots or vision models.
    2
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to operate DSpace repositories through a typed interface, including SAF package building, metadata editing, scientometric harvesting, open-access PDF downloads, and repository administration.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Provides browser automation through Playwright, enabling LLMs to interact with web pages using structured accessibility snapshots instead of screenshots.
    10,745,786 npm
    Apache 2.0
  • A
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    Not graded
    quality
    D
    maintenance
    An MCP server framework enabling standardized tool registration, discovery, and invocation over JSON-RPC 2.0, with support for InProcess, SSE, and WebSocket transports, plus built-in tools such as calculator, text processor, and JSON formatter.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Enables browser automation and web page interaction through Playwright's accessibility tree, allowing LLMs to navigate, fill forms, click elements, and extract content without requiring vision models or screenshots.
    10,745,786 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that provides browser automation capabilities by allowing LLMs to interact with web pages through structured accessibility snapshots. It enables fast, lightweight interaction with web content without the need for vision-tuned models or visual processing.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides browser automation capabilities for LLMs using Playwright, leveraging structured accessibility snapshots to interact with web pages without needing vision models. It enables tasks like web navigation, data extraction, and automated testing through a lightweight and deterministic toolset.
    4 npm
    Apache 2.0
  • -
    license
    Not graded
    quality
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    maintenance
    Enables browser automation and web interaction through structured accessibility snapshots using Playwright. Provides fast, deterministic web page interaction without requiring screenshots or vision models.
    10,745,786 npm
    -