MetaClaw

Why we included this project

MetaClaw is a runtime for personal agents that gets better the more you use it. You run it in front of an existing agent like OpenClaw, and it pulls reusable skills out of each conversation, remembers facts and preferences between sessions, and schedules reinforcement-learning weight updates for idle windows, so the agent improves without interrupting active use. For anyone running a personal or team assistant, that solves the problem of static prompts that never reflect how you actually work. Setup stays out of the way: two CLI commands get a skills-only mode running against any OpenAI-compatible API, no GPU cluster needed, and the RL and scheduler features are optional extras. The async design keeps things responsive while scoring and training run in the background.