Cognee provides a control plane for managing AI agent memory using both graph-based (Neo4j, knowledge graphs) and vector-based (vector databases) retrieval approaches. It implements cognitive architecture patterns and GraphRAG to structure and recall agent context across conversations. The library integrates with OpenAI and other LLM providers to offer structured memory retrieval for autonomous agent systems.