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"Methods to Store and Learn Dynamic Context Memories" matching MCP servers:

  • fw-context-mcp

    turbyho
    A
    license
    A
    quality
    A
    maintenance
    Exposes tools for AI assistants to query a persistent SQLite+FTS5 index of C/C++ symbols parsed from real build commands, enabling sub-millisecond lookup, full-text search, and natural-language explanation without hallucination.
    Last updated
    33
    6
    MIT

  • KiCad Context MCP

    yigitabi5444
    A
    license
    A
    quality
    A
    maintenance
    A read-only MCP server for AI agents to understand KiCad projects through progressive disclosure, providing compact summaries and drill-down tools for components, nets, traces, and ERC/DRC checks without blowing context budgets.
    Last updated
    7
    1
    MIT

  • serial-mcp

    davidalo
    F
    license
    A
    quality
    D
    maintenance
    MCP server for serial port communication. Provides tools to open, read, write, and manage serial ports through the Model Context Protocol.
    Last updated
    10

  • kicad-mcp

    Gato513
    F
    license
    B
    quality
    B
    maintenance
    Enables LLM agents to operate on KiCad by reading compressed schematics (TOON format), executing atomic tools, and updating context via delta and local area.
    Last updated
    1
  • sbl-probe by soundbytelabs

    sbl-probeofficial

    soundbytelabs
    A
    license
    -
    quality
    D
    maintenance
    Serial communication and protocol analysis MCP server that gives AI coding assistants direct access to serial ports for reading, writing, decoding, and capturing embedded device output.
    Last updated
    MIT
  • sbl-debugger by soundbytelabs

    sbl-debuggerofficial

    soundbytelabs
    A
    license
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    quality
    D
    maintenance
    Enables AI assistants to debug ARM Cortex-M targets via GDB and OpenOCD, supporting attach, breakpoints, stepping, register/memory inspection, and SVD peripheral decoding.
    Last updated
    MIT

  • ros-mcp

    husain-zaidi
    A
    license
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    quality
    D
    maintenance
    A Model Context Protocol (MCP) server for ROS 2 that enables GitHub Copilot and other AI agents to interact with ROS 2 systems. This server provides tools for monitoring, debugging, and managing ROS 2 nodes, topics, services, and TF2 frames.
    Last updated
    43
    MIT

  • USBTMC MCP Server

    NaoNaoMe
    A
    license
    -
    quality
    C
    maintenance
    Enables controlling multiple USBTMC (USB Test and Measurement Class) devices simultaneously using SCPI commands through a unified MCP interface.
    Last updated
    MIT

  • reachy-mini-mcp

    nolte
    A
    license
    -
    quality
    A
    maintenance
    MCP server for Reachy Mini robot that exposes robot state and motion control to LLM frontends like Claude Desktop.
    Last updated
    MIT

  • embedded-gdb-mcp

    vividcode-ai
    A
    license
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    quality
    C
    maintenance
    Enables GDB debugging for embedded development workflows, allowing users to start sessions, load programs, set breakpoints, step through code, and examine memory/registers/variables via natural language.
    Last updated
    3
    MIT

  • Firmware MCP Server

    Alooswr
    A
    license
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    quality
    C
    maintenance
    A local stdio MCP server for embedded firmware automation that exposes tools to build, flash, reset devices, and capture serial logs through a device configuration file.
    Last updated
    1
    MIT

  • mcp-vcd

    key2
    A
    license
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    quality
    D
    maintenance
    Enables AI assistants to analyze hardware simulation VCD waveforms and GTKWave save files, providing access to signal values, bus definitions, and groupings without loading entire files.
    Last updated
    MIT

  • nrs_llm

    eunseopsong
    A
    license
    -
    quality
    C
    maintenance
    An MCP server for ROS 2 environments that connects via rosbridge WebSocket, enabling topic/service introspection, publish/subscribe, service calls, robot connectivity checks, and polishing pipeline operations.
    Last updated
    Apache 2.0