PhoneCLI: From App Interfaces to Callable Commands for Mobile Agents
Mobile GUI agents operate through a perception--action loop: at each step they screenshot the device, invoke a vision--language model (VLM), and emit an action. It is slow, costly, and brittle, yet most of what it does is navigation---and everyday navigation is static, ordered, and endlessly repeated. We present PhoneCLI, which compiles an app's GUI navigation into callable commands, without any app-internal API, runtime instrumentation, or model training. Offline, PhoneCLI explores a target app from the outside and distills its screens, interactive elements, and navigation edges into a semantically annotated map; each screen yields one deterministic command: a replay sequence that reache...
| Authors | Yangqin Jiang, Lingrui Xu, Chao Huang |
|---|---|
| Primary category | cs.AI |
| Published | 28 September 2026 |
| Last updated at source | 5 October 2026 |
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