Claude Skill
aiming-lab/MetaClaw
MetaClaw is a Claude Skill for creating AI agents that learn through conversation. This Python project supports fine-tuning, online learning, and evolution of intelligent agents.
Overview
Repository
Install this Skill
pip install -e . # skills_only mode (lightweight)Registry
pip install -e . # skills_only mode (lightweight)pip install -e ".[rl]" # + RL training support (torch, transformers, tinker)pip install -e ".[evolve]" # + skill evolution via OpenAI-compatible LLMpip install -e ".[scheduler]" # + Google Calendar integration for schedulerpip install -e ".[rl,evolve,scheduler]" # recommended for full RL + scheduler setup
Summary
MetaClaw is a Claude Skill that enables direct conversation with an AI agent, which learns and evolves through interaction. It's a Python-based project focused on agent development, fine-tuning, and online learning.
直接与你的智能体对话——它会学习并不断进化。
Key features
- Direct conversational interaction with AI agents
- Continuous learning and evolution through use
- Python-based implementation for AI development
- Supports fine-tuning and online learning techniques
- OpenAI-compatible interface for integration
Use cases
- Developing adaptive conversational AI assistants
- Creating self-improving agent systems
- Research in online learning for LLMs
- Building fine-tuned specialized AI agents
- Experimenting with reinforcement learning for agents
README excerpt
<div align="center"> <img src="assets/new_logo2.png" alt="MetaClaw" width="600"> <br/> # Just talk to your agent — it learns and *EVOLVES*. <p>Inspired by how brains learn. Meta-learn and evolve your 🦞 from every conversation in the wild. No GPU required. <br/> <img src="assets/metaclaw_mainfig_v2.png" alt="MetaClaw Architecture" width="800"> <br/> <p> <a href="https://arxiv.org/abs/2603.17187"><img src="https://img.shields.io/badge/📄_Technical_Report-purple?style=flat-square" alt="Tech Report" /></a> <a href="https://github.com/aiming-lab/MetaClaw"><img src="https://img.shields.io/badge/github-MetaClaw-181717?style=flat&labelColor=555&logo=github&logoColor=white" alt="GitHub"></a> <a href="LICENSE"><img src="https://img.shields.io/badge/License-MIT-green?style=flat&labelColor=555" alt="License MIT"></a> <img src="https://img.shields.io/badge/⚡_Fully_Async-yellow?style=flat&labelColor=555" alt="Fully Async" /> <img src="https://img.shields.io/badge/☁️_No_GPU_Cluster-blue?style=flat&labelColor=555" alt="No GPU Cluster" /> <img src="https://img.shields.io/badge/🛠️_Skill_Evolution-orange?style=flat&labelColor=555" alt="Skill Evolution" /> <img src="https://img.shields.io/badge/🚀_One--Click_Deploy-green?style=flat&labelColor=555" alt="One-Click Deploy" /> </p> [🇨🇳 中文](./assets/README_ZH.md) • [🇯🇵 日本語](./assets/README_JA.md) • [🇰🇷 한국어](./assets/README_KO.md) • [🇫🇷 Français](./assets/README_FR.md) • [🇩🇪 Deutsch](./assets/README_DE.md) • [🇪🇸 Español](./assets/README_ES.md) • [🇧🇷 Português](./assets/README_PT.md) • [🇷🇺 Русский](./assets/README_RU.md) • [🇮🇹 Italiano](./assets/README_IT.md) • [🇻🇳 Tiếng Việt](./assets/README_VI.md) • [🇦🇪 العربية](./assets/README_AR.md) • [🇮🇳 हिन्दी](./assets/README_HI.md) <br/> [Overview](#-overview) • [Quick Start](#-