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"How to evaluate an app in an Android emulator" 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

  • Agent-Android

    xiaoran7
    A
    license
    B
    quality
    A
    maintenance
    A local MCP server that controls Android devices via ADB, enabling AI agents and users to manage devices, execute UI automation, and perform testing through 27 MCP tools and an optional web console.
    27
    1
    MIT

  • Android MCP

    CursorTouch
    A
    license
    C
    quality
    B
    maintenance
    A lightweight bridge enabling AI agents to perform real-world tasks on Android devices such as app navigation, UI interaction, and automated QA testing without requiring computer-vision pipelines or preprogrammed scripts.
    14
    807
    MIT

  • Android Studio MCP

    MauricePutinas
    A
    license
    A
    quality
    C
    maintenance
    Enables Claude to operate Android Studio and the entire Android toolchain: build, test, lint, run on devices/emulators, analyze APKs, scaffold projects, inspect code, and drive the live IDE via 73 tools.
    73
    2
    MIT

  • android-device-mcp

    prashant1507
    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

  • Train in Silence

    hlpun
    A
    license
    B
    quality
    C
    maintenance
    Enables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers in seconds.
    7
    101
    MIT

  • android-mcp-server

    chldu2000
    A
    license
    B
    quality
    C
    maintenance
    Enables Android device control via ADB and scrcpy, including device management, app management, file operations, shell commands, input simulation, screen mirroring, and UI element inspection.
    25
    Apache 2.0

  • All-in-MCP

    isomoes
    A
    license
    C
    quality
    C
    maintenance
    Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.
    7
    2
    MIT

  • Skill-to-MCP

    biocontext-ai
    A
    license
    A
    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    27
    Apache 2.0

  • gamma-app-mcp

    cphoskins
    A
    license
    A
    quality
    C
    maintenance
    Enables generating presentations, documents, webpages, and social posts via Gamma's API with full parameter surface including templates, folders, headers/footers, and email sharing.
    6
    MIT

  • android-phone-mcp-server

    expoli
    A
    license
    A
    quality
    A
    maintenance
    MCP server for controlling Android devices via semantic actions with verification, enabling any MCP client to interact with phones through natural language and structured tools.
    18
    1
    MIT

  • 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

  • inbox-to-action-mcp

    tarunlnmiit
    A
    license
    A
    quality
    A
    maintenance
    One-pass agentic inbox triage as an MCP server: fetch unread Gmail → classify (action_needed/fyi/newsletter/noise) → summarize → extract tasks → draft replies as Gmail DRAFTS (never sends) → flag calendar → write a triage report. Four stdio tools (fetch_emails, save_gmail_draft, append_tasks, write_report); the host is the LLM, so it runs keyless in Claude Code. Gmail scopes: readonly + compose
    4
    MIT

  • cpp-debug-mcp

    William-An
    A
    license
    A
    quality
    C
    maintenance
    Provides GDB and clangd-based tools for debugging C++ programs, enabling step execution, variable inspection, diagnostics, and combined runtime-static analysis.
    27
    1
    MIT

  • Android Source Explorer MCP

    mrmike
    A
    license
    B
    quality
    C
    maintenance
    Provides on-demand access to AOSP and Jetpack source code to help AI understand Android framework internals. It features a hybrid architecture using Tree-sitter and LSP for precise code extraction, cross-file navigation, and local source indexing.
    11
    100
    Apache 2.0