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"Providing Mathematical and Scientific Calculation Functions for a Single-Modal LLM" matching MCP servers:

  • Konnect

    mixelpixx
    A
    license
    Not graded
    quality
    A
    maintenance
    AI-assisted PCB design for KiCAD 10. Native KiCAD plugin — a single Rust binary exposing 171 schematic, layout, routing, design-review, and manufacturing tools to Claude, or the LLM of your choosing
    310
    AGPL 3.0

  • 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

  • jlink-mcp

    xun123456
    A
    license
    A
    quality
    D
    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
    5
    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.
    7
    1
    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

  • mcp-vcd

    key2
    A
    license
    A
    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.
    5
    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

  • Betaflight MCP

    bvandevliet
    A
    license
    B
    quality
    B
    maintenance
    Enables AI assistants to control Betaflight flight controllers over serial via MSP and CLI, providing real-time sensor reads, full CLI access, and auto-generated variable tools for configuration and tuning.
    100
    23
    1
    AGPL 3.0

  • Moku MCP Server

    sealablab
    A
    license
    B
    quality
    D
    maintenance
    Enables LLM control of Moku devices through network discovery, connection management, configuration deployment, and signal routing. Supports graceful ownership handoff between different interfaces (CLI, iPad, LLM) for seamless workflow integration.
    8
    BSD 2-Clause "Simplified"

  • 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.
    1

  • ppk2-mcp

    Ultrahuman-tech
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for Nordic Semiconductor's Power Profiler Kit II (PPK2), enabling current measurement and device control via 12 tools from Claude.
    1
    MIT

  • JLink MCP Server

    cyj0920
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that provides comprehensive debugging capabilities for J-Link debuggers, enabling memory, flash, register, and RTT operations through AI assistants.
    32
    MIT

  • reachy-mini-mcp

    nolte
    A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for Reachy Mini robot that exposes robot state and motion control to LLM frontends like Claude Desktop.
    MIT

  • vivado-mcp-agent

    wangyuxin0707
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for deterministic Vivado FPGA automation including project scaffolding, simulation, synthesis, implementation, and gated bitstream generation.
    4
    MIT