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  • A
    license
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    quality
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    maintenance
    Enables AI agents to control, inspect, and automate Android devices, Waydroid containers, and AVD emulators over ADB. Provides tools for screenshots, UI-hierarchy text-based tapping, gestures, key presses, text input, app management, and raw shell commands.
    12
    MIT
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    license
    Not graded
    quality
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    maintenance
    Enables control and automation of Android devices using uiautomator2 and ADB. It supports UI interactions, app management, and shell command execution through the Model Context Protocol.
    Apache 2.0
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    maintenance
    A Zsh execution tool for Claude Code providing yield-based command execution, PTY mode for interactive programs, circuit breaker for timeout protection, and adaptive learning (A.L.A.N.) for retry detection and proactive insights.
    5
    MIT
  • A
    license
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    quality
    B
    maintenance
    An MCP server that gives coding agents hands and eyes on an Android device, providing 19 tools for building, testing, installing, UI inspection, input, logs, and toolchain diagnosis. It returns concise, structured results to make the build-debug loop efficient.
    19
    1
    MIT
  • A
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    maintenance
    Secure, read-only MCP server that lets AI assistants (Claude, OpenCode, VS Code) inspect Android devices via ADB — logcat, UI hierarchy, installed packages, and allowlisted shell commands. TypeScript/Node.js.
    5
    25 npm
    1
    ISC
  • A
    license
    A
    quality
    B
    maintenance
    Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.
    11
    24
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Provides comprehensive Android device management capabilities through ADB, including device management, app management, file operations, and system monitoring.
    18
    1
    -
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    B
    maintenance
    Enables AI coding agents to build, test, lint, and debug Android projects with concise Gradle output, filtered logcat, and connected-device inspection and interaction. It also supports setup across several agent clients and caps noisy output to save tokens.
    13 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that wraps Android ADB functionality into AI assistant tools, enabling device management, shell execution, file operations, app management, media capture, and log analysis via natural language.
    15 npm
    2
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to natively execute and manage 600+ Kali Linux security, penetration testing, and forensic tools, including search, help documentation, structured scanners, and workspace management.
    8
    1
    -
  • A
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    quality
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    maintenance
    Enables AI agents to invoke a local Stata installation, including a Windows Stata build under Wine on Linux and macOS, for regression analysis, econometrics, paper replication, and empirical research with command guards, resource monitoring, and automatic log capture.
    4
    2
    AGPL 3.0
  • A
    license
    A
    quality
    A
    maintenance
    SSH automation MCP server that enables Claude and ChatGPT to execute commands, manage files, install packages, and control services on remote servers over SSH — supporting password, key, and agent authentication.
    33
    1,267 npm
    4
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol (MCP) SSH client server that provides autonomous SSH operations for GitHub Copilot and VS Code. Enable natural language SSH automation without manual prompts or GUI interactions.
    20
    2
    MIT