Implements a knowledge graph with semantic search capabilities, leveraging the Qdrant vector database for persistence.
This server provides a robust knowledge graph implementation, enhanced with semantic search powered by Qdrant. It combines file-based persistence for graph structure with Qdrant's vector database for semantic embeddings, ensuring both fast graph access and powerful similarity searches. Utilizing OpenAI embeddings, the server synchronizes data between memory and Qdrant to maintain consistent knowledge representation.