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    MCP server that gives AI assistants structured, read-only access to the Google AdMob API — publisher accounts, apps, ad units, and performance reports.
    6
    MIT
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    C
    maintenance
    A minimal MCP server with get_weather and create_ticket tools, used for testing MCP servers across protocol, unit, eval, transport, and auth layers.
    MIT
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    B
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    MCP server for operating and testing Android devices with AI agents. Provides observation and action tools for interactive control and spreadsheet-driven test runs.
    Apache 2.0
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    B
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    An MCP server that lets AI agents drive real Android apps on emulators/devices, returning screen state, logs, and screenshots after every action, and learns a navigation map of the app for efficient route-based interaction.
    13
    1
    MIT
  • F
    license
    A
    quality
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    Enables AI agents to interact with Android devices through UI manipulation, screen capture, touch gestures, text input, and app management via ADB. Provides comprehensive mobile automation capabilities including element detection, navigation, and application control for Android device testing and interaction.
    9
    4
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    Enables playing a Workato-themed text-based RPG through MCP tools, allowing users to explore dungeons, battle enemies, and manage character progression in an integration-themed adventure.
    15
    1
    MIT
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    Enables AI-guided hierarchical fiction writing through structured XML documents. Supports step-by-step narrative expansion from book-level planning down to individual paragraphs, with custom Roo Code modes for collaborative story development.
    19
    MIT
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    Not graded
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    A configurable MCP server providing searchable access to AI/ML SDK source code and documentation, supporting frameworks like OpenAI Agents and Google ADK. It enables AI assistants to browse files, extract class definitions, and compare implementations across different SDKs.
    MIT
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    Provides complete programmatic access to OPNsense core APIs, enabling firewall automation, VPN management, and system administration through a comprehensive MCP server.
    MIT
  • A
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    quality
    C
    maintenance
    Provides mobile UI/UX design intelligence tools for Flutter and React Native, enabling app research, palette extraction, WCAG contrast audits, touch target validation, tech stack detection, and generation of icons, splash screens, and theme code.
    MIT
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    Not graded
    quality
    D
    maintenance
    Enables AI assistants to control iOS simulators through WebDriverAgent, supporting taps, swipes, typing, screenshots, recording, and app actions with a real-time dashboard for visual feedback.
    Apache 2.0
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    Provides Yelp Fusion API access through MCP tools and resources for searching businesses, getting reviews, and more.
    5
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