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"AI Tools for Assisting Architectural Engineers with Engineering Tasks" 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

  • Bench

    seayniclabs
    A
    license
    -
    quality
    C
    maintenance
    USB hardware discovery, device identification, serial communication, and diagnostics for makers and hardware engineers.
    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

  • embedcalc-mcp

    ethan-hub26
    A
    license
    A
    quality
    B
    maintenance
    MCP server providing embedded engineering calculators and code generators as tools for AI agents, enabling precise, deterministic embedded math and C code generation.
    29
    208
    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
    1
    Apache 2.0
  • canforge-mcp by canforge

    canforge-mcpofficial

    canforge
    A
    license
    A
    quality
    B
    maintenance
    Local, read-only MCP server for inspecting DBC files and decoding CAN capture logs, with bounded and composable tools.
    13
    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

  • canbus-mcp

    harrisonfaulkner
    F
    license
    A
    quality
    D
    maintenance
    A CAN bus reverse engineering MCP server for Claude Code that lets Claude read, analyze, and map CAN bus messages from automotive and motorsport ECUs directly from the conversation.
    21
    2

  • ros-mcp

    husain-zaidi
    A
    license
    A
    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.
    15
    48
    MIT