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"A simple memory MCP server with read/write tools and vector database search" matching MCP servers:

  • simple-rail-mcp

    global-mysterysnailrevolution
    A
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    quality
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    maintenance
    Enables controlling linear rails via natural language commands through Claude AI in Cursor, supporting HTTP, serial, and G-code controllers with configurable positions.
    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

  • matter-mcp-server

    MatterCoder
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    quality
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    maintenance
    Enables AI assistants to directly interact with Matter devices and protocol operations, including device commissioning, attribute read/write, commands, and event monitoring, through natural language.
    7
    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.
    6
  • ak-mcp by the-ak-foundation

    ak-mcpofficial

    the-ak-foundation
    A
    license
    A
    quality
    A
    maintenance
    Provides AI coding tools with queryable documentation for the AK (Active Kernel) event-driven MCU framework, including API signatures, guides, and guardrails.
    8
    Apache 2.0

  • vHal MCP Server

    feevlic
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    license
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    quality
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    maintenance
    Enables Android Automotive developers to explore and implement Vehicle Hardware Abstraction Layer (vHAL) properties with intelligent tools for property analysis, source code lookup, implementation guidance, and automated code generation for automotive systems like climate control and seat management.
    8
    1
    MIT

  • scpi-mcp

    armchairdeity
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that enables AI agents to operate an oscilloscope through high-level tools like signal capture and measurement, abstracting vendor-specific SCPI commands.
    18
    1
    MIT

  • Serial MCP Server

    es617
    A
    license
    A
    quality
    C
    maintenance
    Allows AI agents to interact with serial devices via RS232/UART, enabling port listing, connection, read/write, control line manipulation, and protocol specification for automated debugging and testing.
    27
    16
    MIT

  • OBD MCP Server

    ayhammouda
    A
    license
    A
    quality
    B
    maintenance
    A local-first, read-only MCP server for vehicle diagnostics that exposes structured OBD-II tools for reading PIDs, DTCs, and ECU snapshots without raw protocol access.
    7
    Apache 2.0

  • INDI MCP Server

    Oekalegon
    A
    license
    A
    quality
    B
    maintenance
    Controls astrophotography equipment via INDI, manages the INDI server, and handles frame storage and transfer over a local network.
    13
    GPL 3.0

  • 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