Cognee

Cognee implements scalable, modular ECL (Extract, Cognify, Load) pipelines that allow you to interconnect and retrieve past conversations, documents, and audio transcriptions while reducing hallucinations, developer effort, and cost.

Cognee merges graph and vector databases to uncover hidden relationships and new patterns in your data. You can automatically model, load and retrieve entities and objects representing your business domain and analyze their relationships, uncovering insights that neither vector stores nor graph stores alone can provide.

Try it in a Google Colab notebook or have a look at the documentation.

If you have questions, join cognee Discord community.

Have you seen cognee's starter repo? Check it out!

Installation and Setup

pip install langchain-cognee

Retrievers

See detail on available retrievers here.