Knowledge graphs are infinitely better than vector search for...

Knowledge graphs are infinitely better than vector search for building the memory of AI agents.

With five lines of code, you can build a knowledge graph with your data.

When you see the results, you'll never go back to vector-mediocrity-land.

Here is a quick video:

Cognee is open-source and outperforms any basic vector search approach in terms of retrieval relevance.

• Easy to use
• Reduces hallucinations (by a ton!)
• Open-source

Here is a link to the repository: github.com/topoteretes/co…

Here is the paper explaining how Cognee works and achieves these results:

arxiv.org/abs/2505.24478

I also published the video on my YouTube channel:
youtu.be/n9AkZatSlUc