The Excellence
Directory Platform Template

Cost-optimized variant of GraphRAG that reduces indexing cost to 0.1% of full GraphRAG while maintaining retrieval quality. Designed for resource-constrained deployments where traditional GraphRAG's 100-1000x higher indexing cost is prohibitive.

Natural language to Cypher query generation for Neo4j graph databases. Enables users to query knowledge graphs using plain English, critical component of GraphRAG systems for generating graph traversal queries from natural language questions.

Official Neo4j package for building graph retrieval augmented generation (GraphRAG) applications in Python. Enables developers to create knowledge graphs and implement advanced retrieval methods including graph traversals, text-to-Cypher, and vector searches.