camel-ai/camel
🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org
From the publisher
README & documentation
Source previewRead the project’s overview, installation instructions and usage examples. The original README is the source of truth.
![Documentation][docs-url] ![Discord][discord-url] ![X][x-url] ![Reddit][reddit-url] ![Wechat][wechat-url] ![Hugging Face][huggingface-url] ![Star][star-url] ![Package License][package-license-url] ![PyPI Download][package-download-url] ![][join-us] English | 简体中文 | 日本語 Community | Installation | Examples | Paper | Citation | Contributing | CAMEL-AI 🐫 CAMEL is an open-source community dedicated to finding the scaling laws of agents. We believe that studying these agents on a large scale offers valuable insights into their behaviors, capabilities, and potential risks. To facilitate research in this field, we implement and support various types of agents, tasks, prompts, models, and simulated environments. Join us (Discord or WeChat) in pushing the boundaries of finding the scaling laws of agents. 🌟 Star CAMEL on GitHub and be instantly notified of new releases. ![][join-us] Table of contents #### 🧬 Evolvability The framework enables multi-agent systems to continuously evolve by generating data and interacting with environments. This evolution can be driven by reinforcement learning with verifiable rewards or supervised learning. 📈…
Read the full README ↗ · Preview checked 2026-10-27T20:24:48.297Z
Inside the original README — Document outline
- CAMEL Framework Design Principles
- Why Use CAMEL for Your Research?
- What Can You Build With CAMEL?
- 1. Data Generation
- 2. Task Automation
- 3. World Simulation
- Quick Start
- Starting with ChatAgent
- Seeking Help
- Tech Stack
- Key Modules
- | Human-in-the-Loop | Interactive components for human oversight and intervention. |
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Documentation belongs to its respective authors. Reported project/model license: Apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
What this repository does
🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org
Repository facts
- Owner
- camel-ai
- Primary language
- Python
- Stars
- 18,004
- Forks
- 2,132
- Open issues + pull requests
- 561
- License
- Apache-2.0
- Archived
- No
- Default branch
- master
- Created
- 2023-03-17T21:41:54.000Z
- Last push
- 2026-10-27T10:08:13.000Z
Topics and intended use
Owner-supplied topics: agent, ai-societies, artificial-intelligence, communicative-ai, cooperative-ai, deep-learning, large-language-models, multi-agent-systems, natural-language-processing
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Source and freshness
Source: GitHub. Metadata observed 2026-11-01T13:20:54.848Z. Daily imports are snapshots, not real-time monitoring.
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