# Cogents
[](https://github.com/caesar0301/cogents/actions/workflows/ci.yml)
[](https://pypi.org/project/cogents/)
[](https://deepwiki.com/caesar0301/cogents)
A collection of essential, high-quality building blocks for constructing sophisticated multi-agent systems (MAS), with a primary focus on LangGraph. Not a full agentic framework, but a lightweight repository of key components to help bridge the last mile in MAS development.
For the underlying philosophy, refer to my this talk on MAS ([link](https://github.com/caesar0301/mas-talk-2508/blob/master/mas-talk-xmingc.pdf)).
## Overview
Cogents offers a bunch of common modules for creating intelligent agent-based applications with built-in support for:
- **Agent integration** using LangGraph
- deep-researcher
- more agents oncoming
- **LLM integration** supporting OpenAI, Google GenAI (via OpenRouter), and Ollama
- **Web search capabilities** via Tavily and Google AI Search
- **Semantic search** integrated semantic web search with Weaviate
- **Voice processing** with smart voice features
## Install
```
pip install -U cogents
```
## Documentation
For detailed documentation, visit: https://cogents.readthedocs.io/ (under construction)
## License
MIT License - see [LICENSE](LICENSE) file for details.
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