🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

agent ai-societies artificial-intelligence communicative-ai cooperative-ai deep-learning large-language-models multi-agent-systems natural-language-processing
16 Open Issues Need Help Last updated: Feb 22, 2026

Open Issues Need Help

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AI Summary: This feature request proposes refactoring the project's data models by unifying existing definitions from `camel/data_collector` and `camel/messages/conversion/conversation_models.py` into a new, centralized `data_schemas` folder. The goal is to improve code structure and reduce duplication across the codebase.

Complexity: 4/5
enhancement good first issue P0

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing
enhancement good first issue call for contribution P1

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing
good first issue New Feature call for contribution

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing
enhancement good first issue P0

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing
good first issue P1

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing
documentation enhancement good first issue

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing
enhancement good first issue

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing
enhancement good first issue P1

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing
good first issue P1 cookbook

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing
enhancement good first issue New Feature call for contribution P1

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing

AI Summary: Improve the documentation for the tools section of the CAMEL-AI project. Specifically, address line breaks in code cells and a docstring issue identified in the provided screenshot. This involves editing the relevant Markdown files and potentially the code itself to ensure readability and correctness.

Complexity: 3/5
enhancement good first issue

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing

AI Summary: The task is to review the CAMEL-AI documentation and identify duplicate loaders, proposing a solution to remove them and add a dedicated 'memory' key module to the documentation's key modules section. This involves understanding the existing documentation structure and suggesting improvements to its organization and content.

Complexity: 4/5
enhancement good first issue

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing

AI Summary: Implement a unified API key/secret management system for the CAMEL framework to improve user experience and prevent task failures due to missing API credentials. This involves consolidating the various API key requirements across different toolkits and agents into a single, easily configurable location.

Complexity: 4/5
enhancement good first issue Eigent

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

Python
#agent#ai-societies#artificial-intelligence#communicative-ai#cooperative-ai#deep-learning#large-language-models#multi-agent-systems#natural-language-processing