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97,619 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,678 matching servers on stars, growth, downloads and maintenance. Updated .

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  • F
    license
    Not graded
    quality
    D
    maintenance
    Bridges Xcode and Cursor to provide real-time access to build errors, warnings, and debug output from Xcode's DerivedData, enabling automated error analysis and fixes directly within Cursor.
    -
  • 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
    11 npm
    3
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables LLMs to perform addition calculations through a stdio-based MCP server with an add_numbers tool and type-safe validation.
    30 npm
    -
  • A
    license
    A
    quality
    D
    maintenance
    An intelligent debugging assistant that automates the debugging process by analyzing bugs, injecting HTTP-based debug logs into code across multiple environments (browser, Node.js, mobile, etc.), and iteratively fixing issues based on real-time feedback.
    8
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Bridges web browsers and Claude Code for seamless debugging workflows by receiving debug data from browser widgets and exposing it to Claude Code via MCP protocol.
    10
    -
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to perform interactive Python debugging with breakpoints, step execution, and variable inspection using the Debug Adapter Protocol (DAP) through an MCP server interface.
    8
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables any MCP client to debug programs through the Debug Adapter Protocol, supporting launch/attach, breakpoints, stepping, variable inspection, evaluation, and memory operations via a single debug tool.
    1
    6 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables an AI assistant to inspect, validate and step-debug Cardano transactions and Plutus scripts, including finding failing redeemers, explaining ledger/CBOR/CDDL errors, decompiling UPLC, and opening highlighted problems in cquisitor or de-uplc-web.
    266 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables coding agents to use a real debugger (Python via debugpy) for launching, attaching, setting breakpoints, stepping through code, inspecting stack frames, and evaluating expressions through MCP tools.
    27
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    A Windows-only MCP server that gives AI models eyes and hands on a Windows machine, enabling file reading, screenshots, mouse/keyboard injection, and an auto-debug loop with a safety-focused watchdog for protected abort regions.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to drive individually named Chrome profiles, providing tools for tabs, navigation, page interaction, screenshots, JavaScript evaluation, console logs, and network inspection over stdio without a TCP port.
    -
  • A
    license
    A
    quality
    D
    maintenance
    Structures debugging processes into a persistent knowledge graph, enabling problem decomposition, hypothesis testing, and reusable solution discovery.
    1
    7 npm
    4
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A Model Context Protocol server that provides a scratchpad tool for LLMs to organize thoughts, take notes, and plan approaches to complex problems.
    1
    7 npm
    1
    MIT