Meet Atomic GraphRAG - A Single, Unified Execution Layer

Atomic GraphRAG is a practical way to execute an end-to-end GraphRAG retrieval pipeline as a single Cypher query inside Memgraph.

This session covers how teams can shorten iteration cycles (reviewing and tweaking a small query instead of a large external pipeline), reduce operational complexity, and make GraphRAG easier to adopt across roles - especially when paired with reusable “skills” and examples that help generate the right query patterns faster.

In this session, you will learn how Atomic GraphRAG supports different retrieval patterns:

• Text-to-Cypher for precise, verifiable analytical answers
• Vector search + graph traversal for relevance expansion and multi-hop retrieval
• Query-focused summarization for broad “what are the key themes?” questions