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93,470 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,477 matching servers on stars, growth, downloads and maintenance. Updated .

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    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
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    Provides coding agents with visibility into test health through tools for flaky test detection, test quality linting, and LLM evaluation harness, enabling them to triage failures, review test quality, and check prompt changes for regressions.
    9
    Apache 2.0
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    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
    7,739,093 npm
    Apache 2.0
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    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
    7,739,093 npm
    Apache 2.0
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    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
    7,739,093 npm
    Apache 2.0
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    Provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without screenshots.
    24
    7,739,093 npm
    Apache 2.0
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    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
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    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
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    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
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    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.
    3 npm
    Apache 2.0
  • -
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    Enables browser automation and web interaction through structured accessibility snapshots using Playwright. Provides fast, deterministic web page interaction without requiring screenshots or vision models.
    7,739,093 npm
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  • F
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    A full-stack API automation testing server that parses OpenAPI/Swagger/Postman/HAR specs, generates comprehensive test scenarios and executable code, and provides AI-powered review and auto-fix.
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