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"Debugging and Navigating Code in a Project" matching MCP servers:

  • ghost-in-the-droid by ghost-in-the-droid

    ghost-in-the-droidofficial

    ghost-in-the-droid
    A
    license
    B
    quality
    A
    maintenance
    Give any LLM agent a real Android or iPhone. 62 MCP tools: tap, swipe, type, screenshot, screen-tree reading, app launch, camera, TTS, crash reports, batched execution. Android via ADB, iPhone via WebDriverAgent, on-device inference, Docker+KVM emulators. Works with Claude Code, Cursor, LangChain, LlamaIndex, and any MCP client. MIT.
    66
    310
    MIT

  • ChatGPT Code

    HardikCoder45
    A
    license
    Not graded
    quality
    B
    maintenance
    A secure, local-first MCP coding and computer-use harness for ChatGPT and Codex, enabling guarded file operations, durable terminals, Git review, local skills, and macOS computer control.
    142
    MIT

  • mcp-notepad-project

    xaioaosik
    F
    license
    Not graded
    quality
    C
    maintenance
    MCP server that enables AI models to open the Windows Notepad application via function calling, demonstrating the complete MCP tool call workflow.

  • Bambu Project QA MCP

    gauravsoodtech
    F
    license
    Not graded
    quality
    C
    maintenance
    MCP server for pre-print QA of Bambu Studio projects, providing tools to inspect models and 3MF files, validate risky settings, create support variants, and open files in Bambu Studio.

  • Shortcuts-MCP

    as2811-project
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables Claude to execute predefined MacOS Shortcuts for extracting recipe ingredients, adding them to a Groceries list in Reminders, summarizing chat conversations into notes, and creating calendar events.
    4
    MIT

  • sysknife

    lacs-project
    A
    license
    A
    quality
    A
    maintenance
    Your sysadmin co-pilot — an AI that administers Linux through typed, approval-gated, Ed25519-audited actions instead of shell strings. Reference implementation of the LACS standard.
    1
    5
    6
    MIT

  • remote-ssh-mcp

    code-pumpkin
    A
    license
    A
    quality
    Not graded
    maintenance
    Enables persistent SSH sessions and SFTP file transfers with native GUI credential prompts for secure remote server management. It supports background command execution, session pooling, and automatic connection reuse across multiple commands.
    7

  • Claude Mobile

    AlexGladkov
    A
    license
    B
    quality
    A
    maintenance
    Enables mobile device automation for Android (via ADB) and iOS Simulator (via simctl), allowing you to control devices with natural language through screenshots, UI interactions, text input, and app management.
    14
    17
    356
    MIT

  • scrcpy-agent

    EF-Code
    A
    license
    B
    quality
    B
    maintenance
    Local MCP server for observing and controlling an authorized Android device over USB using ADB and scrcpy, providing screen capture, UI automation, app inspection, logcat, and evidence recording.
    29
    598
    2
    MIT

  • desktop-hub

    zty552252kevin-code
    A
    license
    Not graded
    quality
    B
    maintenance
    A compact facade MCP server for macOS desktop automation, lazily proxying to full-featured computer-use tools to save context tokens while enabling screenshots, window control, app launching, and AppleScript execution.
    MIT

  • Apple Shortcuts MCP Server

    Kalypsokichu-code
    F
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables the generation, management, and validation of Apple Shortcuts (.shortcut files) by providing tools to search actions and build control flow blocks. It allows users to programmatically create and analyze shortcut structures for deployment on iOS and macOS devices.

  • claude-mux-iterm

    GrigoriLab
    A
    license
    A
    quality
    C
    maintenance
    Enables communication between Claude Code sessions in iTerm2 panes, primarily for notifying other sessions when a PR is merged to main so they can pull latest changes.
    6
    MIT

  • DroidMind

    hyperb1iss
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol (MCP) server that enables AI assistants to control and interact with Android devices, allowing for device management, app debugging, system analysis, and UI automation through natural language commands.
    8
    427
    Apache 2.0

  • Tmux MCP Server

    MediocreTriumph
    A
    license
    A
    quality
    D
    maintenance
    Enables programmatic control over tmux terminal sessions for SSH access, command execution, and terminal automation. Supports creating sessions, sending commands, capturing output, and managing multiple panes for interactive debugging and monitoring.
    8
    9
    MIT