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84,098 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 system for searching online, fetching results, and organizing them with Playwright" matching MCP servers:

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  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides an online MCP overlay for Weavatrix Cloud and Enterprise, enabling sync, advisory refresh, and architecture contract pull with explicit confirmation.
    658
    1
    MIT
  • 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
    6,364,011
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Creates a local MCP runtime for design-system repositories, enabling AI coding agents to look up and use real components, icons, and tokens instead of guessing.
    36
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A wrapper for mcp-remote that provides secure authentication for protected MCP servers using Adobe IMS or Okta OAuth flows. It features automated token management, validation, and background refreshing for seamless access to remote resources.
    24
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.
    15
    34
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Read-only MCP tools for coding agents to audit deployment targets, detect fabricated code, review backlog, database schema, analytics, ML models, architecture docs, and decision lenses.
    11
    19
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    A CDP-native MCP server that lets AI agents drive a real Chrome browser with deep network/console inspection, robust page interaction, and the ability to reverse-engineer a site's API flow into runnable code with dependency chaining and replay verification.
    52
    149
    3
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Automated MCP server for the Insider Design System. Enables AI assistants to discover, understand, and generate code for over 60 Design System components with automated extraction from source code.
    14
    -
  • A
    license
    B
    quality
    F
    maintenance
    Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.
    3
    GPL 3.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    This read-only MCP Server allows you to connect to Excel Online data from Claude Desktop through CData JDBC Drivers. For full CRUD support, check out the first managed MCP platform: CData Connect AI (https://www.cdata.com/ai/).
    1
    MIT