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82,796 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

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    maintenance
    Provides intelligent error detection and debugging capabilities across multiple programming languages with real-time monitoring of build, lint, runtime, console, and test errors. Offers AI-enhanced error analysis with automated resolution suggestions and context-aware debugging.
    MIT
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    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.
    149
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Relays error logs from other MCP servers when an LLM call fails and the returned error message is unclear, helping the model handle errors more intelligently.
    3
    14
    MIT
  • F
    license
    A
    quality
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    maintenance
    Enables LLMs to automatically diagnose coding errors through codebase search, test execution, and live debugger integration (DAP/V8 CDP). Provides a secure, policy-gated environment for investigating failures while preventing destructive operations.
    9
    -
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    B
    quality
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    maintenance
    An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.
    5
    1
    Apache 2.0
  • A
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    Not graded
    quality
    B
    maintenance
    Classifies agent errors and provides clear recovery actions (retry, escalate) with configurable categories and strategies, plus MCP tools for direct agent use.
    8
    MIT
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    quality
    C
    maintenance
    Self-hosted credential store and API proxy for AI agents. One Bearer token, all your services. Handles OAuth refresh, encrypted storage, audit logging, and per-agent permissioning.
    71
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    An MCP server that enables Claude to learn from user corrections by recording them as persistent rules in CLAUDE.md files. It manages project-specific or global guidelines to ensure the assistant avoids repeating the same mistakes in future sessions.
    2
    4
    -
  • A
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    maintenance
    Streams browser DevTools console, network, storage, and performance data to your IDE's AI agent for real-time debugging and analysis.
    12
    1
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Reliable, scalable browser infrastructure for AI agents. Route, pool, and failover across any browser provider. 8 built-in browser tools using raw Chrome CDP - navigate, screenshot, snapshot, interact, evaluate. Zero-config with auto Chrome detection & concurrent sessions support
    799
    9
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that gives AI agents access to configured databases (PostgreSQL, MySQL, Redshift, SQL Server) with SSH/AWS SSM tunnels, pluggable secret providers, and strict per-instance isolation.
    10
    79
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables control of network switches via serial console ports, supporting Huawei, H3C, and Cisco devices for command execution and configuration.
    6
    -
  • A
    license
    A
    quality
    B
    maintenance
    Google Search Console for Claude, Cursor & any MCP client — one sign-in, 30 seconds, no Google Cloud project. Six read-only tools (search analytics incl. Google Discover, period comparison with computed deltas, batch URL inspection, sitemaps) plus five built-in SEO analyses as slash-commands. Tokens stay on your machine. MIT.
    6
    82
    7
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Model Context Protocol (MCP) server that provides AI agents with access to Google Search Console data.
    25
    2,926
    286
    MIT