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1. nano-muse/nanoMuse nano-muse/nanoMuse Public

   nanoMuse: an open-source personal agent for every device you own. One agent with a name and a look of its own that does things, keeps working while the app is closed, remembers you, and asks before…

   Swift 3.5k 419

2. MemGUI-Bench MemGUI-Bench Public

   [ACM MM 2026] MemGUI-Bench: Benchmarking Memory of Mobile GUI Agents in Dynamic Environments

   Python 55 12

3. PhoneLLM/Awesome-LLM-Powered-Phone-GUI-Agents PhoneLLM/Awesome-LLM-Powered-Phone-GUI-Agents Public

   [TMLR] LLM-Powered GUI Agents in Phone Automation: Surveying Progress and Prospects

   186 12

4. kwai/MemGUI-Agent kwai/MemGUI-Agent Public

   Official code for "MemGUI-Agent: An End-to-End Long-Horizon Mobile GUI Agent with Proactive Context Management"

   Python 95 5

5. kwai/MobileForge kwai/MobileForge Public

   Official code for "MobileForge: Annotation-Free Adaptation for Mobile GUI Agents with Hierarchical Feedback-Guided Policy Optimization"

   Python 86 3

6. LearnAct LearnAct Public

   [ACL 2026] LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

   Python 49 1