MetaClaw
Personal Assistants · Free + paid
Just talk to your agent — it learns and evolves
At a glance
- Made by
- aiming-lab
- Available on
- CLI
- Open source
- MIT
- GitHub
- 3,461 stars · MIT
What is MetaClaw?
MetaClaw is an open-source project that lets an agent build up skills from real conversations and improve through reinforcement learning (RL). The default auto mode runs skill learning and scheduled RL training together, and the slow RL updates run only during sleep hours, idle time, and Google Calendar meeting time. It stores per-user and per-project memory across sessions and automatically puts relevant facts and preferences into the prompt. It can be installed as an OpenClaw extension and also supports IronClaw, PicoClaw, ZeroClaw, CoPaw, NanoClaw, and NemoClaw.
- Conversation-based skill evolution (Skills mode)
- RL training mode (Tinker and MinT backends)
- Continuous meta-learning that runs only during idle, sleep, and meeting time
- Per-user and per-project memory across sessions (Contexture layer)
- One-click OpenClaw plugin
- Support for multiple Claw-family agents
- OpenRouter LLM platform support
- Runs with two commands: metaclaw setup and start
Who uses MetaClaw and for what
- Letting agents such as OpenClaw improve themselves as you use them
Pricing
Open source (free)
MIT 오픈소스 연구 프로젝트(기술 보고서 공개), 요금제 안내 없음
공식 페이지 확인 2026-10-14(산출 규칙 2026-10-15)
AI tools similar to MetaClaw (alternatives)
MetaClaw vs. alternatives at a glance
| AI | Pricing | Combos on the map | Connected tools | Free | Cheapest monthly | Korean |
|---|---|---|---|---|---|---|
| MetaClaw | Free + paid | 0 | 5 | — | — | — |
| cashclaw | Free + paid | 0 | 13 | Yes | — | No |
| ClawWork | Free + paid | 0 | 13 | — | — | — |
| denchclaw | Free + paid | 0 | 13 | Yes | $99/mo | No |
| ghostclaw | Free + paid | 0 | 13 | Yes | — | No |
3 of these 5 tools have a free plan. Cheapest paid plan: denchclaw ($99/mo).
Combo and connection counts are based on the relationships recorded on AI Galaxy Map (2026-10-26); they are not a quality ranking.
MetaClaw on AI Galaxy Map
- One of 26 AI tools in the Personal Assistants field.
- Connected to 5 other tools — #11 in its field.
Frequently asked questions
Can I use MetaClaw for free?
Open source (free). Prices can change, so check the official site before paying.
What AI can I use instead of MetaClaw?
Tools that do the same job, such as cashclaw, ClawWork, denchclaw, ghostclaw, are connected to it on the map.
Sources (official pages)
Checked on the official pages on 2026-10-14. Prices and features can change, so check the official site again before paying.