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"Evaluating an Expo Go App and Associated React Native Code in an Android Emulator" matching MCP servers:

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    Enables AI agents to debug and repair historical Solaris/SPARC systems by providing an out-of-band control plane with guest DTrace, QEMU monitor access, SPARC-aware GDB, host eBPF/perf tracing, and an immutable evidence ledger for cross-layer hypothesis testing.
    16
    MIT
  • A
    license
    B
    quality
    B
    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
    111 PyPI
    413
    MIT
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    maintenance
    Enables MCP-compatible AI agents to perceive and control an Android phone through tools for screenshots, visible text and coordinates, app/screen queries, taps, swipes, text input, key events, app launching, and interrupt/resume, closing the perception-action loop.
    5
    MIT
  • F
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    C
    maintenance
    Enables macOS computer-use automation through public Apple APIs, supporting app and window discovery, clicking, typing, scrolling, and field setting via accessibility controls.
    5
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables an agent to drive an Android phone attached via USB by reading the screen, deciding next steps, executing actions, and verifying results, all through adb.
    19
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Lets AI agents use an Android phone: read the screen, tap, type, scroll, open apps, take screenshots and reply to notifications, with approval cards before anything is sent, posted, bought or deleted. Runs inside the Buddy app on the phone; no root, adb or PC.
    10
    48
    196
    Apache 2.0
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    maintenance
    Enables an Alexa+ host to place and manage customer-care calls by building a case, navigating phone menus, waiting on hold, explaining the issue, guarding sensitive disclosures, handing off identity checks, recording ticket numbers and promises, and scheduling follow-ups.
    129 npm
    MIT
  • A
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    maintenance
    Enables Claude or any MCP agent to see and operate a real Android phone over adb, with fast screen reads, tap/type/swipe actions, app launching, deep links, and brand-aware setup guidance, all without admin rights or an Android SDK.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Provides an MCP server that lets AI agents inspect and control an Android phone over Wi-Fi or USB, including screenshot element maps, OCR, taps, typing, scrolling, app launching, notifications, clipboard, and device settings/controls.
    160 npm
    3
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    This server enables MCP clients to control a real Minecraft Java player client with native first-person gameplay, structured spatial perception, bounded continuous actions, and optional livestream widgets.
    2
    MIT
  • F
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    B
    maintenance
    Enables AI sales agents to interact with a CRM via event-sourced actions, identity resolution, guard checks, and an approval inbox, managing communications and tasks while adhering to compliance rules.
    -
  • A
    license
    A
    quality
    A
    maintenance
    An MCP relay that adds a use_jev tool to every connected server, letting the Jev model autonomously select and execute tool calls while the calling model supplies any required text values. It enables agents to delegate multi-step tool use across all configured MCP servers through a single unified interface.
    1
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI agents to drive a rooted Android phone using OS-reported semantics rather than screenshots or OCR: it reads a single hierarchy dump into typed, addressable controls and injects taps, swipes, and key events through a resident native daemon in tens of milliseconds. It also probes and remembers the effect of controls the OS leaves unlabeled, so subsequent screen descriptions carry learned annotations instead of guesses.
    57
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    An MCP server that translates human GUI actions into machine-executable commands, enabling AI agents to control real software applications like Zoom, Excel, and WeChat via natural language or API calls.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP-capable agents to control the macOS mouse and keyboard using screenshots and Quartz-based input events, including app switching, clicks, scrolling, text entry, shortcuts, and action-triggered screenshots.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    This MCP server enables AI agents to manage artifacts across sessions by providing tools for searching, retrieving, and registering entries in a persistent ledger, ensuring consistency and traceability of agent outputs.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables any MCP client (zcode, Claude Code, Cursor) to give its model bi-temporal long-term memory, auditable evidence-cited retrieval, LLM-assisted document extraction, and deterministic A* skill planning with precondition/effect verification. All four capabilities share one portable SQLite store and can be mounted independently on demand.
    2
    MIT