neuron-explorer
Qwen3.5‑4B 전용 조향형 뉴런 탐색기, 모든 MLP 뉴런을 밀어 결과를 보관·탐색
mobilerun framework iOS·Android 제어 AI 에이전트 오픈소스 프레임워크
Open-source framework for AI agents that control iOS and Android devices. LLM-agnostic. Multi-agent architecture. Published iOSWorld and AndroidWorld action replays.
개발 도구Python · JinjaGitHub @droidrun온라인운영자 미확인
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Automate your mobile devices with natural language commands - an LLM agnostic mobile Agent 🤖
저장소 README에서 가져옴
README 전체를 불러오는 중입니다.
README 전문 보기 ↗📕 Documentation · ☁️ Mobilerun Cloud · 🛡️ Mobile Harness
Deutsch | Español | français | 日本語 | 한국어 | Português | Русский | 中文
Use the framework when you want to run the agent on your machine. Use Mobilerun Cloud when you want a ready-to-go solution for your local phones or cloud-hosted virtual/physical phones, managed infrastructure, and API-driven device workflows without running the agent on your local machine. Check out our benchmark results.
| Target | Supported | Setup |
|---|---|---|
| Android Real Device | ✅ | adb or the Portal app |
| Android Emulator | ✅ | Running emulator (adb) |
| iOS Real Device | ✅ | mobilerun-ios over USB |
| iOS Simulator | ✅ | iOS Portal app |
| Android on Mobilerun Cloud | ✅ | Hosted phones or your own |
| iOS on Mobilerun Cloud | ✅ | Hosted iPhones or your own |
Note: Python 3.14 is not currently supported. Please use Python
>=3.11,<3.14.
Install Mobilerun with uv:
# CLI usage
uv tool install mobilerun
# CLI + Python integration
uv pip install mobilerun
Most LLM providers are included by default. For Anthropic support, install the optional extra:
uv tool install "mobilerun[anthropic]"
uv tool install mobilerun
mobilerun setup
mobilerun configure
mobilerun run "Open settings and turn on dark mode"
Before starting, make sure you have ADB installed and an Android device with Developer options and USB debugging enabled. For iOS, set up mobilerun-ios for an iPhone or the iOS Portal app for the simulator.
mobilerun setup
This installs the Mobilerun Portal app, enables its accessibility service, and prepares the device for local control.
mobilerun ping
You should see confirmation that the Portal is installed and accessible.
mobilerun configure
The wizard walks you through choosing a provider, auth method, and model. You can also use provider environment variables such as GOOGLE_API_KEY, OPENAI_API_KEY, ANTHROPIC_API_KEY, XAI_API_KEY, or MINIMAX_API_KEY.
mobilerun run "Open the settings app and tell me the Android version"
Useful run options:
mobilerun run "Open settings and turn on dark mode"
mobilerun run "What app is currently open?" --vision
mobilerun run "Find a contact named John and send him an email" --reasoning
mobilerun run "Take a screenshot" --ios
mobilerun run "Open Settings" --steps 30 --debug
Read the full framework documentation.
mobilerun-ios, or the iOS Simulator through the iOS Portal app.--vision, or use screenshot-only control with --vision-only (useful for the apps that do not have a11y tree information).--reasoning for manager-executor planning on longer or more complex tasks.| Mobilerun Framework | Mobilerun Cloud | |
|---|---|---|
| Best for | Running agents locally on your own machine and devices | Ready-to-go local phone control, hosted real or virtual devices, API workflows, and managed device operations |
| Runtime | Your machine | Mobilerun-managed infrastructure |
| Interface | CLI, Docker, and Python API | Dashboard, REST API, SDKs, and hosted devices |
Use the framework when you want full local control of the agent runtime. Use Mobilerun Cloud when you want managed devices, fleet workflows, or cloud APIs without running the agent locally. Learn more in the framework overview and the cloud docs.
| Device type | What it is | Best for |
|---|---|---|
| Personal | Your own hardware connected to Mobilerun Cloud | Quick automation on devices you own |
| Cloud Phone (Hosted) | Instantly available cloud-hosted phone | Scalable hosted automation |
| Physical Phone (Hosted) | Real hardware, not emulated | QA and workflows that need real device behavior (sensors, camera, push, payments) |
Ask an agent to test the onboarding flow in your app: open the app, complete the welcome screens, sign in with a test account, and confirm that the home screen loads. Watch each step live and inspect the results to diagnose failures.
Give Claude Code, Codex, or another coding agent direct control of Android and iOS devices with the mobile-harness skill. Copy paste it into your agent:
Set up https://github.com/droidrun/mobile-harness for me.
Read `install.md` and follow the steps to install `mobile-harness`.
The skill teaches the agent to drive local devices (ADB, Portal, iPhones, iOS Simulator) and Mobilerun Cloud phones.
Shows multi-step navigation, text input, and app-state reasoning while Mobilerun searches for accommodation.
Shows browsing, app navigation, and result extraction from a natural-language task.
Mobilerun is one piece of a toolkit for driving real phones with AI agents:
--local) or to Mobilerun Cloud.Contributions are welcome. Please feel free to submit a pull request or open an issue.
This project is licensed under the MIT License. See LICENSE for details.
To help catch security issues before submitting changes, run:
bandit -r mobilerun
safety scan