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"How to work with a vector database" matching MCP servers:

  • serial-mcp

    alxgmpr
    A
    license
    A
    quality
    A
    maintenance
    MCP server that lets LLMs talk to serial devices: microcontrollers, routers, modems, embedded Linux, anything with a UART.
    Last updated
    23
    4
    MIT

  • silotek-serial-mcp

    JOCOIN94
    F
    license
    A
    quality
    B
    maintenance
    A headless MCP server that enables AI tools (like Claude Code) to read and analyze serial logs from embedded boards (ESP32, STM32) for firmware debugging, with read-only tools for log retrieval and a built-in web viewer.
    Last updated
    6

  • siglent-sds-mcp

    MagnusJohansson
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables AI assistants to control Siglent SDS oscilloscopes over a local network using SCPI commands. It allows users to measure signals, configure channel and acquisition settings, and capture waveforms or screenshots through natural language.
    Last updated
    13
    24
    5
    MIT

  • 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.
    Last updated
    35
    MIT

  • fpgaZeroMCP

    bard0-design
    A
    license
    A
    quality
    D
    maintenance
    Provides AI assistants with a complete FPGA toolchain for HDL linting, simulation, synthesis, and place-and-route across various hardware targets. It features a GitHub-backed IP core registry that enables users to search for and import MIT-licensed cores directly through their chat interface.
    Last updated
    15
    1
    MIT

  • Arduino MCP Server

    niradler
    A
    license
    C
    quality
    D
    maintenance
    A comprehensive Model Context Protocol (MCP) server for Arduino CLI interactions, built with FastMCP. This server enables AI agents to seamlessly interact with Arduino CLI for development, debugging, code verification, and more.
    Last updated
    16
    2
    MIT
  • canforge-mcp by canforge

    canforge-mcpofficial

    canforge
    A
    license
    -
    quality
    B
    maintenance
    Local, read-only MCP server for inspecting DBC files and decoding CAN capture logs, with bounded and composable tools.
    Last updated
    MIT

  • ros-mcp

    husain-zaidi
    A
    license
    -
    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
    2
    MIT

  • BLE MCP Server

    es617
    A
    license
    -
    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.
    Last updated
    13
    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-serial-mcp

    vividcode-ai
    A
    license
    -
    quality
    A
    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.
    Last updated
    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.
    Last updated
    2
    MIT

  • Firmware MCP Server

    Alooswr
    A
    license
    -
    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