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"How to Manage AI Memory Effectively" matching MCP servers:

  • HLORO-AI

    HBConline
    F
    license
    A
    quality
    B
    maintenance
    MCP server that translates natural language commands into SCARA robot arm control instructions, featuring simulation mode, safety validation, and multiple transport modes (STDIO/HTTP/OAuth).
    14

  • embedded-serial-mcp

    vividcode-ai
    A
    license
    -
    quality
    C
    maintenance
    A professional MCP server for serial port communication, enabling AI assistants to list, connect, send/receive data, and manage serial connections with embedded systems, IoT devices, and hardware debugging hardware.
    1
    MIT

  • embedded-gdb-mcp

    vividcode-ai
    A
    license
    -
    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.
    3
    MIT

  • Embedded xLink MCP

    vividcode-ai
    A
    license
    -
    quality
    C
    maintenance
    MCP server for embedded debugging based on probe-rs, providing 22 tools for ARM Cortex-M and RISC-V microcontrollers, including connection, memory operations, breakpoints, flash programming, and RTT communication.
    2
    MIT

  • mcp-serial-bridge

    46nori
    A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to control serial port devices (modems, instruments, embedded boards) via MCP tools for listing ports, connecting, and sending/receiving commands.
    3
    1
    MIT

  • jlink-mcp

    xun123456
    A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants like Claude to directly debug microcontrollers via JLink, supporting breakpoints, single-step, memory/register access, variable inspection, RTT logging, and firmware flashing.
    25
    4
    MIT

  • rs3005p-mcp

    Gigaclank
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that lets AI agents control an RS PRO RS-3005P/RS-6005P programmable DC power supply over USB/RS232, enabling voltage/current control, measurements, output switching, and memory operations.
    14
    MIT

  • Sigmatek LASAL MCP Server

    Svel26
    F
    license
    A
    quality
    B
    maintenance
    Automates the Sigmatek LASAL software suite for PLC and HMI engineering, enabling AI assistants to inspect projects, apply structural changes, compile, download to hardware, and control PLC runtime.
    21

  • stmctl-mcp

    Sathvik-smarttrak
    F
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to flash firmware, program memory, modify option bytes, erase chips, reset boards, and capture SWO printf traces for STM32 microcontrollers via STM32CubeCLT.
    12

  • FTC Toolchain

    Sanjit-K
    A
    license
    A
    quality
    B
    maintenance
    MCP server enabling AI agents to search FTC SDK samples, scaffold OpModes, build and deploy TeamCode to REV Control Hub, and read robot logs for a full code-robot-debug loop.
    35
    10
    MIT

  • pyocd-debug-mcp

    konbakuyomu
    A
    license
    A
    quality
    D
    maintenance
    Enables AI tools to perform full-featured embedded microcontroller debugging via pyOCD and CMSIS-DAP probes, including probe management, flashing, breakpoints, register/memory access, fault analysis, and RTT communication.
    58
    1
    MIT

  • BLE MCP Server

    es617
    A
    license
    A
    quality
    C
    maintenance
    A stateful Bluetooth Low Energy (BLE) MCP server that enables AI agents to scan, connect, read/write characteristics, and subscribe to notifications on BLE devices.
    35
    17
    MIT

  • J-Link RTT Viewer MCP

    MisakaMikoto128
    A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to interact with STM32 development boards via J-Link debugger using RTT communication, supporting connection, logging, memory operations, and firmware flashing through natural language.
    12
    MIT

  • GDB MCP Server

    zjm1060
    F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to debug embedded systems by providing a comprehensive interface for GDB operations across multiple architectures like ARM and x86. It supports remote debugging via gdbserver or QEMU, allowing for detailed inspection of memory, registers, stack frames, and variables.
    31

  • 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.
    10

  • dbgprobe-mcp-server

    es617
    A
    license
    A
    quality
    C
    maintenance
    Stateful MCP server for driving debug probes (J-Link) to flash, debug, and inspect embedded targets. Enables AI agents to perform flash, memory, breakpoint, and ELF/SVD-aware operations conversationally.
    41
    11
    MIT

  • DebugForge

    YangPan2020
    A
    license
    A
    quality
    B
    maintenance
    MCP server bridging Lauterbach TRACE32 debuggers to AI agents for autonomous debugging, providing 47 tools for execution control, breakpoints, memory, registers, variables, and symbol inspection.
    100
    7
    MIT

  • arduino-mcp

    JShort-bufr
    F
    license
    A
    quality
    C
    maintenance
    A local stdio MCP server wrapping arduino-cli to let agents detect boards, manage cores/libraries, compile and upload sketches, and communicate over serial, enabling hardware control without shell gymnastics.
    17