Someone just built a self-evolving OpenClaw wrapper and dropped it for free on GitHub.

 

 

 

Someone just built a self-evolving OpenClaw wrapper and dropped it for free on GitHub.

It's called MetaClaw.

→ Intercepts every OpenClaw conversation and scores it

→ Builds a skill bank from real usage not synthetic data

→ Auto-generates new skills every time the agent fails

→ Injects them into the system prompt on the next turn

→ Trains via cloud LoRA no GPU cluster, no infra headache

→ Fully async agent keeps responding while it learns

Most agents need a data team, a fine-tuning pipeline, and weeks of work to improve.

MetaClaw does it while your users are typing.

100% Open Source. MIT License.

Source: Ihtesham Ali