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    license
    B
    quality
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    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
    67 PyPI
    362
    MIT
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    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to control and interact with a local Windows computer through authenticated MCP tools, including file operations, shell commands, process management, HTTP requests, and system/media inspection.
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    quality
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    maintenance
    Enables AI agents to securely connect to and manage remote servers via SSH, with tools for running commands, file operations, log inspection, service management, and system monitoring under configurable access controls and audit logging.
    12
    8 npm
    1
    MIT
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    quality
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    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
    614 npm
    374
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server that exposes mDNS service discovery functionality via the Model Context Protocol, enabling LLMs to discover and query zero-configuration network services on the local network.
    6
    MIT
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    license
    A
    quality
    A
    maintenance
    Mac window manager AI agents can drive: see every monitor and window, apply multi-monitor layouts in one call, save and relaunch whole workspaces, snap zones, keep-awake, and annotated screenshots. Backed by a native macOS menu bar app over a local-only loopback API — no cloud, no telemetry.
    22
    15
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables agents to inspect ROS topics, processes, tmux sessions, and logs, and to perform operational actions such as sending tmux commands, restarting services, executing commands in containers, and running SSH remote commands.
    11
    -
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    license
    A
    quality
    D
    maintenance
    An MCP server that reports on and manages systemd services using systemctl and journalctl, enabling service listing, status, logs, and control operations.
    5
    -
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to run PowerShell commands and manage Windows services without intrusive console windows, while also supporting remote execution via SSH and WinRM.
    10
    123 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server for capturing screenshots of Qt/desktop windows and performing filesystem operations, enabling AI clients to inspect and modify project files.
    15
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    MCP server exposing the HELM dashboard REST API as tools for managing services, scripts, and system operations.
    35
    -
  • A
    license
    B
    quality
    F
    maintenance
    A secure server that enables AI applications to execute shell commands in specified directories, supporting multiple shell types (bash, sh, cmd, powershell) with built-in security features like directory isolation and timeout control.
    1
    21
    Apache 2.0