"How to evaluate an app in an Android emulator" matching MCP servers:

• android-emulator-mcp

  JanJetze

  -

  security

  A

  license

  -

  quality

  An MCP server for managing local Android Virtual Devices (AVDs) and their lifecycles using Android SDK tools. It enables users to create, start, and stop emulators, while providing control over virtual sensors like the accelerometer and gyroscope.

  Last updated 2026-03-08

  MIT

• How-To-Cook

  xiaobenyang-com

  A

  security

  A

  license

  B

  quality

  An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.

  Last updated 2026-01-09

  5

  1

  Apache 2.0

• MCP Emulator Controller

  Teemo4621

  -

  security

  F

  license

  -

  quality

  Enables control of Android emulators (MumuEmulator or ADB-connected devices) through natural language, supporting app management, screen interactions (tap/swipe), screenshots, and device information retrieval.

  Last updated 2025-06-30

• Android MCP

  CursorTouch

  A

  security

  A

  license

  B

  quality

  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.

  Last updated 2026-04-04

  11

  534

  MIT

• Android-MCP

  HadyAhmed00

  -

  security

  A

  license

  -

  quality

  Enables AI agents to control Android devices and emulators through direct UI interaction, allowing app navigation, automated testing, and real-world task execution via ADB without computer vision or scripts.

  Last updated 2025-12-06

  1

  MIT

• In Memoria

  pi22by7

  -

  security

  A

  license

  -

  quality

  Persistent memory and pattern learning for AI coding assistants via MCP.

  Last updated 2025-12-23

  101

  165

  MIT

• Android MCP

  hamen

  -

  security

  F

  license

  -

  quality

  Enables interaction with Android devices and emulators through ADB, allowing control actions like tapping, text input, screenshots, UI inspection, and app launching through natural language.

  Last updated 2025-12-11

  17

  8

• Android Mobile MCP

  erichung9060

  A

  security

  F

  license

  A

  quality

  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.

  Last updated 2025-10-08

  9

  5

• Android Tester MCP

  zhenweiwang1990

  A

  security

  F

  license

  A

  quality

  An MCP server for automating virtual or physical Android devices using the Gbox SDK. It enables users to manage app installations, capture screenshots, and perform complex UI actions through natural language instructions.

  Last updated 2025-08-04

  9

• Android Screenshot MCP Server

  adamlj

  A

  security

  F

  license

  A

  quality

  Enables capturing screenshots from Android devices over WiFi for UI debugging and visual inspection during app development.

  Last updated 2025-06-18

  2

• Android MCP Server

  jduartedj

  A

  security

  A

  license

  B

  quality

  Enables control of Android devices via ADB, allowing screenshot capture, touch simulation, and swipe gestures through natural language commands.

  Last updated 2026-01-28

  22

  193

  4

  MIT

• android-mcp-toolkit

  Nam0101

  A

  security

  F

  license

  B

  quality

  A growing collection of MCP tools for Android Development. Currently features a deterministic Figma-SVG-to-Android-XML converter, with plans for Gradle analysis, Resource management, and ADB integration tools.

  Last updated 2026-01-08

  7

  6

  15

• Android Puppeteer

  pedro-rivas

  A

  security

  F

  license

  B

  quality

  Enables AI agents to interact with Android devices through visual UI element detection and automated interactions. Provides comprehensive Android automation capabilities including touch gestures, text input, screenshots, and video recording via uiautomator2.

  Last updated 2025-09-18

  12

  4

• All-in-MCP

  isomoes

  A

  security

  A

  license

  C

  quality

  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.

  Last updated 2026-02-07

  10

  2

  MIT

• Android source code

  SDILogin

  -

  security

  A

  license

  -

  quality

  Claude MCP server that enables secure access to browse and read Android project files, validating authentic projects by checking for gradle configuration files.

  Last updated 2025-03-24

  4

  MIT

• Android MCP Server

  itest4u

  -

  security

  A

  license

  -

  quality

  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.

  Last updated 2026-01-27

  Apache 2.0

• Android MCP

  ulcica

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  security

  A

  license

  -

  quality

  Provides powerful inspection and interaction tools for connected android devices or emulators.

  Last updated 2025-08-08

  8

  MIT

• MCP Android Agent

  nim444

  -

  security

  A

  license

  -

  quality

  A Model Context Protocol server that enables AI agents to control and automate Android devices through natural language, supporting actions like app management, UI interactions, and device monitoring.

  Last updated 2025-11-21

  50

  MIT

• Android Skills MCP

  skydoves

  -

  security

  F

  license

  -

  quality

  Provides AI coding assistants with access to Google's Android development skills library through an MCP server. Enables developers to discover, search, and apply Android best practices directly within their coding environment without manual copying.

  Last updated 2026-04-20

  136

• eco-mcp-app

  coilysiren

  A

  security

  A

  license

  A

  quality

  An MCP server that provides live status updates for the Eco via Sirens game server, displaying meteor countdowns, player statistics, and world information directly within Claude Desktop. It also serves as a minimal reference implementation for building MCP Apps in Python without complex tooling.

  Last updated 2026-04-21

  1

  1

  MIT

• Things App MCP

  lucas-flatwhite

  A

  security

  F

  license

  A

  quality

  An MCP server for Things 3 on macOS that enables AI assistants to create, read, update, and manage tasks, projects, and areas. It utilizes the Things URL scheme for write operations and AppleScript for querying data directly from the application.

  Last updated 2026-03-25

  15

  8

  2

• Goose App Maker MCP

  michaelneale

  A

  security

  F

  license

  A

  quality

  This MCP server allows users to create, manage, and serve web applications through Goose, storing apps in configurable directories and providing web app serving capabilities.

  Last updated 2025-04-29

  9

  3

• Android Debug Bridge MCP

  TiagoDanin

  A

  security

  A

  license

  B

  quality

  Enables control of Android devices via ADB for automation and testing. Supports app management, screen capture, UI analysis, and input simulation through natural language commands.

  Last updated 2026-04-01

  9

  75

  24

  MIT

• android-mcp-server

  martingeidobler

  A

  security

  A

  license

  B

  quality

  21-tool Android device control via ADB — screenshots with compression, UI tree inspection, touch automation, logcat, and compound actions like tap-and-wait.

  Last updated 2026-03-18

  21

  193

  28

  MIT

• Android Source Explorer MCP

  mrmike

  A

  security

  A

  license

  B

  quality

  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.

  Last updated 2026-03-16

  11

  85

  Apache 2.0

• MCP Linear App

  zalab-inc

  A

  security

  F

  license

  B

  quality

  A server that enables AI assistants to interact with Linear's project management tools through the Model Context Protocol, supporting features like searching, creating, and updating issues, adding comments, and retrieving user profiles and team information.

  Last updated 2025-03-19

  9

• app-screen-mcp

  xmuweili

  A

  security

  F

  license

  B

  quality

  An MCP server for reliable iOS Simulator automation that enables agents to control devices, read accessibility UI trees, and capture screenshots. It supports deterministic grounded actions like tapping, typing, and swiping to create a closed-loop observe-reason-act cycle.

  Last updated 2026-02-28

  15

  2

  1

• Android UI Assist MCP Server

  infiniV

  A

  security

  A

  license

  B

  quality

  Enables AI agents to capture screenshots from Android devices and emulators, and manage connected devices for UI analysis and testing. Supports device listing, screenshot capture, and integrates with Claude Desktop, Gemini CLI, and GitHub Copilot.

  Last updated 2025-09-29

  2

  14

  21

  MIT

• Realty In Au MCP Server

  BACH-AI-Tools

  A

  security

  A

  license

  B

  quality

  Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.

  Last updated 2025-12-07

  13

  MIT

• app-publish-mcp

  mikusnuz

  A

  security

  A

  license

  B

  quality

  Unified MCP server for App Store Connect & Google Play Console — manage listings, screenshots, releases, reviews & submissions

  Last updated 2026-03-19

  91

  27

  3

  MIT

• Realty In Ca1 MCP Server

  BACH-AI-Tools

  A

  security

  A

  license

  B

  quality

  Enables users to access the Realty In Ca1 API to search for residential and commercial property listings, view detailed property information, and retrieve neighborhood demographics or statistics. It supports filtering by geographic location, price range, building type, and other real estate characteristics.

  Last updated 2025-12-07

  13

  MIT
• 

  Databutton App MCPofficial

  databutton

  -

  security

  A

  license

  -

  quality

  A proxy server that allows LLM clients to use Databutton app API endpoints as tools through the MCP protocol over websockets.

  Last updated 2025-04-04

  1

  MIT

• app-store-connect-mcp-server

  JoshuaRileyDev

  A

  security

  A

  license

  -

  quality

  An MCP server to communicate with the App Store Connect API for iOS Developers

  Last updated 2025-09-02

  90

  316

  MIT

• Android Development MCP Server

  dpconde

  -

  security

  A

  license

  -

  quality

  Provides Android development assistance following NowInAndroid best practices, including architecture patterns, code generation for feature modules/ViewModels/repositories, and searchable documentation for Jetpack Compose and modularization.

  Last updated 2025-12-08

  MIT

• Garmin MCP App

  chenhunghan

  -

  security

  A

  license

  -

  quality

  An MCP server featuring an interactive React UI for Garmin Connect integration. It allows users to access and interact with Garmin fitness and health data through the Model Context Protocol.

  Last updated 2026-03-26

  7

  MIT

• Social Download All In One

  BACH-AI-Tools

  -

  security

  A

  license

  -

  quality

  Enables downloading content from various social media platforms through a unified API. Provides a single tool to download media from multiple social networks using the Social Download All In One service.

  Last updated 2025-12-07

  MIT

• Android ADB MCP Server

  landicefu

  -

  security

  A

  license

  -

  quality

  A Model Context Protocol server that enables AI assistants to interact with Android devices through ADB, allowing for automated device management, app installation, file transfers, and screenshot capture.

  Last updated 2025-03-06

  54

  35

  ISC

• OpenAPI to MCP

  EvilFreelancer

  -

  security

  A

  license

  -

  quality

  A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.

  Last updated 2026-02-21

  10

  16

  MIT

• MCP MySQL App

  zalab-inc

  -

  security

  A

  license

  -

  quality

  A Model Context Protocol (MCP) server that enables AI assistants to interact with MySQL databases by executing SQL queries and checking database connectivity.

  Last updated 2025-03-23

  MIT

• Spreadsheet MCP App

  antonpk1

  -

  security

  A

  license

  -

  quality

  Enables Claude to render interactive, real-time spreadsheets with streaming cell updates, custom styling, and resizable columns. This server allows users to visualize complex data sets through a dynamic grid interface directly within the model's response.

  Last updated 2026-02-20

  2

  MIT

• Android MCP Server

  minhalvp

  -

  security

  A

  license

  -

  quality

  A server enabling programmatic control over Android devices through ADB, providing capabilities like screenshot capture, UI layout analysis, and package management that can be accessed by MCP clients like Claude Desktop.

  Last updated 2025-05-28

  725

  Apache 2.0

• Android ADB MCP Server

  xuegao-tzx

  -

  security

  A

  license

  -

  quality

  Enables programmatic control of Android devices via ADB, supporting UI automation, app management, screen capture with OCR, and file transfers through the Model Context Protocol. It allows MCP-compatible clients like Claude Desktop and Cursor to interact directly with physical or emulated Android devices.

  Last updated 2026-03-12

  2

  Apache 2.0

• Firebase App Check MCP Server

  ag2-mcp-servers

  -

  security

  F

  license

  -

  quality

  An MCP server that enables interaction with the Firebase App Check API, allowing users to verify and manage the authenticity of requests to Firebase backend services through natural language.

  Last updated 2025-07-12

• YNAB MCP Server

  chrisguidry

  -

  security

  F

  license

  -

  quality

  An MCP server that provides Large Language Models with access to YNAB (You Need A Budget) budgets, allowing them to fetch budget data including accounts, categories, and category groups.

  Last updated 2026-02-18

  5

• android-mcp

  tomdwipo

  -

  security

  F

  license

  -

  quality

  A lightweight MCP server for Android operating system automation. This server provides tools to interact directly with Android devices and app interaction with control

  Last updated 2025-10-20

  3

• Databricks MCP Server App

  rohit-db

  -

  security

  F

  license

  -

  quality

  Deploys the Databricks AI Dev Kit MCP server as a Databricks App, exposing over 80 tools for interacting with workspace services like SQL warehouses, Unity Catalog, and AI/BI dashboards. It enables users to manage and query Databricks resources via natural language in the AI Playground using a Streamable HTTP transport.

  Last updated 2026-02-23

  5

• mcp-dreamlaunchers-in

  dreamlaunchersin

  -

  security

  -

  license

  -

  quality

  DREAM LAUNCHERS INTERIORS PRIVATE LIMITED

  Last updated 2026-02-02

• docs-to-mcp

  fayazara

  -

  security

  F

  license

  -

  quality

  A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances into an MCP server for querying documentation. It enables AI models to search and retrieve relevant information from custom document sets stored in R2 buckets.

  Last updated 2025-12-10

  10

• All-in-One Dev

  nguyenvanduocit

  -

  security

  F

  license

  -

  quality

  All In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...

  Last updated 2025-02-24

  103

• Android MCP Server

  IngaleChinmay04

  -

  security

  F

  license

  -

  quality

  Enables control of Android devices through ADB using natural language commands. Supports browser automation, SMS sending, device information retrieval, settings control, and common device actions like screenshots and button presses.

  Last updated 2025-06-26