DuckDB Knowledge Graph Memory enhances the original MCP Knowledge Graph Memory Server by replacing its JSON file-based backend with DuckDB, an embedded database optimized for analytical queries. This improves performance, scalability, and query flexibility when handling large knowledge graphs. It enables efficient storage, retrieval, and fuzzy searching of entities, observations, and relationships within the knowledge graph, while maintaining data integrity via transaction support and indexing capabilities.