--- title: "MetaClaw vs AgentGPT" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/aiming-lab-metaclaw-vs-reworkd-agentgpt" tools: ["aiming-lab-metaclaw", "reworkd-agentgpt"] --- # MetaClaw vs AgentGPT *GraphCanon updated Aug 23, 2026* ## Verdict Pick MetaClaw if metaClaw enables AI agents to evolve through continuous learning and interaction; pick AgentGPT if agentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects. [MetaClaw](https://arxiv.org/abs/2603.17187) reports 3.5k GitHub stars, 454 forks, and 17 open issues, last pushed Jun 7, 2026. [AgentGPT](https://agentgpt.reworkd.ai) has 36k stars, 9.3k forks, and 219 open issues, last pushed Apr 29, 2025. Figures are from public GitHub metadata via [MetaClaw's repository](https://github.com/aiming-lab/MetaClaw) and [AgentGPT's repository](https://github.com/reworkd/AgentGPT). | | [MetaClaw](/tools/aiming-lab-metaclaw.md) | [AgentGPT](/tools/reworkd-agentgpt.md) | | --- | --- | --- | | Tagline | Simply converse with your agent, it learns and evolves | Assembler for autonomous AI Agents | | Stars | 3,493 | 36,304 | | Forks | 454 | 9,288 | | Open issues | 17 | 219 | | Language | Python | TypeScript | | Adopt for | MetaClaw enables AI agents to evolve through continuous learning and interaction. | AgentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects | | Persona | - | - | | Runtime | - | - | | License | MIT | GPL-3.0 | | Categories | AI Agents, Model Training | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [MetaClaw](/tools/aiming-lab-metaclaw.md) | [AgentGPT](/tools/reworkd-agentgpt.md) | | --- | --- | --- | | Maintenance | Steady (60%) | Archived (8%) | | Days since push | 77d | 466d | | Archived on GitHub | No | Yes | | Open issues (now) | 17 | 219 | | Stars delta | +21 (30d) | Unknown | | Open issues delta | 0 (30d) | Unknown | | Full report | [trust report](/tools/aiming-lab-metaclaw/trust.md) | [trust report](/tools/reworkd-agentgpt/trust.md) | ## Decision facts: MetaClaw - **Adopt for:** MetaClaw enables AI agents to evolve through continuous learning and interaction. ## Decision facts: AgentGPT - **Adopt for:** AgentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects ## Choose when ### Choose MetaClaw if… - MetaClaw is primarily Python; AgentGPT is TypeScript. - License: MetaClaw is MIT, AgentGPT is GPL-3.0. - Tags unique to MetaClaw: ai-agent, continual-learning, fine-tuning, llm. - Also covers Model Training. - Need an agent that evolves and fine-tunes over time with user interactions. ### Choose AgentGPT if… - AgentGPT is primarily TypeScript; MetaClaw is Python. - License: AgentGPT is GPL-3.0, MetaClaw is MIT. - Tags unique to AgentGPT: autonomous, backend-development, cli-setup, database-integration. - Also covers Developer Tools. - AgentGPT ships Docker support for self-hosted deployment. - When you want to leverage pre-configured setups for database integration (specifically MySQL) handled by AgentGPT's CLI ## When NOT to use MetaClaw - Avoid if you need static models without evolving capabilities based on new data. - Not suitable for scenarios requiring immediate model stability post-training, as continuous updates can vary results. ## When NOT to use AgentGPT - Avoid using if your project requires a NoSQL database solution, given that AgentGPT is configured specifically with MySQL out-of-the-box - Consider alternatives if your stack does not include FastAPI or Next.js, as the tool's default configurations might require significant adjustment ## Common questions ### What is the difference between MetaClaw and AgentGPT? MetaClaw: Simply converse with your agent, it learns and evolves. AgentGPT: Assembler for autonomous AI Agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose MetaClaw over AgentGPT? Choose MetaClaw over AgentGPT when MetaClaw is primarily Python; AgentGPT is TypeScript; License: MetaClaw is MIT, AgentGPT is GPL-3.0; Tags unique to MetaClaw: ai-agent, continual-learning, fine-tuning, llm; Also covers Model Training; Need an agent that evolves and fine-tunes over time with user interactions. ### When should I choose AgentGPT over MetaClaw? Choose AgentGPT over MetaClaw when AgentGPT is primarily TypeScript; MetaClaw is Python; License: AgentGPT is GPL-3.0, MetaClaw is MIT; Tags unique to AgentGPT: autonomous, backend-development, cli-setup, database-integration; Also covers Developer Tools; AgentGPT ships Docker support for self-hosted deployment; When you want to leverage pre-configured setups for database integration (specifically MySQL) handled by AgentGPT's CLI. ### When should I avoid MetaClaw? Avoid if you need static models without evolving capabilities based on new data. Not suitable for scenarios requiring immediate model stability post-training, as continuous updates can vary results. ### When should I avoid AgentGPT? Avoid using if your project requires a NoSQL database solution, given that AgentGPT is configured specifically with MySQL out-of-the-box Consider alternatives if your stack does not include FastAPI or Next.js, as the tool's default configurations might require significant adjustment ### Is MetaClaw or AgentGPT more popular on GitHub? AgentGPT has more GitHub stars (36,304 vs 3,493). Stars measure visibility, not whether either tool fits your constraints. ### Are MetaClaw and AgentGPT open source? Yes - both are open-source projects on GitHub (MetaClaw: MIT, AgentGPT: GPL-3.0). ### Where can I find alternatives to MetaClaw or AgentGPT? GraphCanon lists graph-backed alternatives at [MetaClaw alternatives](/tools/aiming-lab-metaclaw/alternatives) and [AgentGPT alternatives](/tools/reworkd-agentgpt/alternatives) ([MetaClaw markdown twin](/tools/aiming-lab-metaclaw/alternatives.md), [AgentGPT markdown twin](/tools/reworkd-agentgpt/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/aiming-lab-metaclaw-vs-reworkd-agentgpt.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, MetaClaw or AgentGPT? MetaClaw: Steady. AgentGPT: Archived. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for MetaClaw and AgentGPT? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [MetaClaw trust report](/tools/aiming-lab-metaclaw/trust); [AgentGPT trust report](/tools/reworkd-agentgpt/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=aiming-lab-metaclaw`](/api/graphcanon/graph?tool=aiming-lab-metaclaw) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_