Agent skill · software engineering · aradotso
metaclaw-evolving-agent
Deploy and configure MetaClaw — an agent that meta-learns and evolves from live conversations using skills injection, RL training, and smart scheduling.
Why this skill is useful
Adds executable scripts for deploying and configuring a meta-learning agent that evolves through real-time interactions, which the AI wouldn't generate on its own.
What it needs
Requires google-calendar, torch, transformers installed locally. Requires mint, openai, tinker account access. About 5k tokens when loaded. Last updated 2026-07-09. 70 stars on the source repository.
What this skill does
MetaClaw Evolving Agent Skill by ara.so — Daily 2026 Skills collection MetaClaw is an OpenAI-compatible proxy agent that intercepts conversations, injects learned skills, and continuously improves itself through real-world interactions. It supports three modes: lightweight skills injection, immediate RL training, and a smart "madmax" scheduler that defers weight updates to idle/sleep windows. --- Installation --- Quick Start After metaclaw start, a local OpenAI-compatible proxy is running. Point your client (OpenClaw or any OpenAI SDK consumer) at http://localhost:<port> instead of the upstream LLM endpoint. --- Configuration metaclaw setup writes a config file (default: ~/.metaclaw/config.yaml). You can also edit it directly: Environment Variables --- Operating Modes Mode Command GPU Required Description ------ --------- -------------- ------------- skillsonly metaclaw start --mode skillsonly No Proxy + skills injection + auto-summarization rl metaclaw start --mode rl Via API Skills + GRPO training when batch fills madmax metaclaw start Via API Skills + RL + scheduler (trains only during idle/sleep/meetings) --- Python API Programmatic startup Manual skill injection Intercepting and recording conversations Triggering RL training manually Reward modeling --- Skills Lifecycle --- Integration: OpenAI SDK as Client Point any OpenAI SDK client at the MetaClaw proxy: Skills are injected transparently — the client code does not change. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills aradotso/metaclaw-evolving-agent