This is a complete on-device Android agent built around Gemma 4 and LiteRT-LM with real tool calling. It reads your screen as a UI tree, decides what to tap or type, executes the action through Android Accessibility Services, checks the result, and loops until done. No cloud calls required for local mode. The repo includes full tool definitions for tap, swipe, text input, app launching, screen reading, and messaging automation, plus the orchestrator and dispatcher. It's genuinely useful if you want to study how structured output from a local LLM can drive accessibility APIs, or if you're building auto-reply bots or task automation that stays entirely on the phone. The architecture is clean and the setup instructions are thorough.
npx skills add https://github.com/aradotso/trending-skills --skill pokeclaw-android-ai-agent