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"A resource for understanding Claude's context window and how it works" matching MCP servers:

  • fw-context-mcp

    turbyho
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    Exposes tools for AI assistants to query a persistent SQLite+FTS5 index of C/C++ symbols parsed from real build commands, enabling sub-millisecond lookup, full-text search, and natural-language explanation without hallucination.
    34
    7
    MIT

  • KiCad Context MCP

    yigitabi5444
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    A
    quality
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    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

  • siglent-sds-mcp

    MagnusJohansson
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    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.
    13
    12
    5
    MIT

  • ros-mcp

    husain-zaidi
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    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

  • mcp-lnav-canbus

    baxtheman
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    license
    A
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server that exposes lnav log file analysis capabilities to AI assistants, specifically optimized for Kvaser Plain Text Log Frame CAN bus log processing.
    9
    MIT

  • fpgaZeroMCP

    bard0-design
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    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.
    15
    1
    MIT

  • CNCjs MCP Server

    brs077
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    license
    A
    quality
    D
    maintenance
    Bridges Claude Code to CNCjs to enable remote control and monitoring of GRBL-based CNC machines. It provides a comprehensive toolset for managing G-code jobs, machine movement, and safety operations through natural language.
    30
    MIT

  • GDB MCP Server

    zjm1060
    F
    license
    A
    quality
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    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

  • mcp-bitbake

    pkt-lab
    F
    license
    A
    quality
    D
    maintenance
    A deterministic MCP server for BitBake and Yocto that allows users to search, scan, and parse recipe files. It enables the extraction of raw variable assignments from .bb and .bbappend files without performing variable evaluation.
    4

  • McuBuddy

    cunjun
    A
    license
    C
    quality
    A
    maintenance
    MCP server for AI-assisted MCU and embedded firmware debugging. It connects to real hardware via debug probes, inspects CPU/memory/peripherals, manages Keil builds, and provides structured evidence for fault diagnosis.
    43
    4
    MIT

  • Arduino MCP Server

    niradler
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    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.
    16
    2
    MIT

  • ppk2-mcp

    Ultrahuman-tech
    A
    license
    -
    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
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    license
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    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.
    28
    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.
    MIT

  • 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