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cognee

Memory for AI Agents in 5 lines of code

cognee is an open-source semantic memory layer for AI agents, built on vector and graph databases. It constructs knowledge graphs from retrieved data, enabling AI apps and agents to deliver accurate, context-aware responses.

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Hey Product Hunt Community! 👋

We built cognee to give AI agents a better memory.

Today, most AI assistants struggle to recall information beyond simple text snippets, which can lead to incorrect or vague answers. We felt that a more structured memory was needed to truly unlock context-aware intelligence.


We give you 90% accuracy out of the box

The best part is that you can do it in just 5 lines of code!

If you're curious to test it out firsthand, try cognee and give us a ⭐ on GitHub!
We’d also love to chat about all things AI memory in our lively Discord – join in to:

  • Share feedback

  • Discuss features you want to see next

  • Learn from our awesome community (+300 members)

If you feel inspired to help shape cognee’s future and build the best AI memory layer out there while sharpening your skills, contribute to our open-source codebase. We have plenty of open issues you can start with!

Curious how cognee might fit into your business?
📅 Book a 1:1 with me