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"Understanding Code Execution in Programming" matching MCP servers:

  • Cluster Execution MCP Server

    marc-shade
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    license
    A
    quality
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    maintenance
    Enables cluster-aware command execution and automatic task routing across distributed nodes based on system load, architecture, and OS requirements. It supports parallel execution, remote node management via SSH, and dynamic load balancing for agentic workflows.
    4
    MIT
  • 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
    296
    MIT

  • ChatGPT Code

    HardikCoder45
    A
    license
    -
    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

  • Claude Mobile

    AlexGladkov
    A
    license
    A
    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.
    7
    612
    337
    MIT

  • remote-ssh-mcp

    code-pumpkin
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    license
    A
    quality
    -
    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

  • 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
    MIT

  • Apple Shortcuts MCP Server

    Kalypsokichu-code
    F
    license
    -
    quality
    -
    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

  • ssh-mcp

    blackaxgit
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    license
    A
    quality
    B
    maintenance
    Enables AI assistants to execute shell commands and transfer files via SFTP across remote servers using existing SSH configurations. It supports parallel execution on server groups and provides built-in safety warnings for potentially destructive commands.
    6
    1
    Mozilla Public 2.0

  • Bob Ross

    just-an-oldsalt
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to manage a Canonical Landscape estate, including inventory, alerts, patching, and script execution, with built-in safety layers to prevent accidental destructive actions.
    19
    1
    MIT

  • AX Local Operations MCP Server

    AndersHsueh
    A
    license
    A
    quality
    C
    maintenance
    A comprehensive MCP server that enables AI models to perform local file operations, command execution, and task management across multiple platforms. It features advanced capabilities like row-level file editing, directory searching, and system monitoring with built-in security filters.
    13
    19
    Mulan Permissive Software , Version 2

  • Super Shell MCP Server

    cfdude
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables secure execution of shell commands across Windows, macOS, and Linux with built-in whitelisting and approval mechanisms for enhanced security.
    9
    94
    20
    MIT

  • SSH MCP Server

    bhayanak
    A
    license
    A
    quality
    D
    maintenance
    SSH MCP Server lets you manage remote Linux servers through natural language in VS Code Copilot Chat. Instead of switching to a terminal and remembering SSH commands
    23
    MIT

  • MCP Remote Access

    RFingAdam
    A
    license
    A
    quality
    A
    maintenance
    Enables SSH and UART/serial port access for Claude Code to directly control remote devices like Raspberry Pi, embedded systems, and IoT devices. Supports command execution, file transfers via SFTP, and serial communication.
    24
    9
    Apache 2.0