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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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  • F
    license
    A
    quality
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    Headless local stdio MCP server for board-debug operations, allowing compatible clients to use tools for firmware debugging and board management.
    20
    1
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  • A
    license
    C
    quality
    C
    maintenance
    Enables firmware developers to use a MetaShunt V2 as a live current-measurement tool, with continuous ~6.2 kHz streaming, high-rate burst captures, threshold/edge triggering, and persistent capture sessions.
    13
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for controlling ATtiny85 USB relay devices via serial break signals. Enables listing, turning on/off, and renaming relays.
    MIT
  • A
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    quality
    A
    maintenance
    Local serial and USB hardware access for coding agents, with typed YAML protocol commands, checksum validation, audited writes, lossless captures, hardware-free replay, and MCP App visualizations. Runs locally over stdio; live hardware use requires a serial device connected to the same machine.
    6
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to control TriCore/AURIX debug sessions, including workspace loading, target connection, flashing, run control, breakpoints, and reading variables, registers, memory, and call stacks via the UDE Object Model.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to look up ESP32-S3 PIE instruction encodings, pipeline use/def stages, register and peripheral-address data, and to estimate instruction-sequence stalls, with every answer cited to a specific page of the official Espressif TRM or Datasheet. It explicitly reports what the primary sources do not cover rather than guessing.
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