TutorialsPatternsField notes
Notes from the graph & GenAI frontier.
Tutorials, patterns and field notes on building GraphRAG systems, knowledge graphs and LLM agents on Neo4j — written by the people who build them.
Featured
Editor's Picks
Editor's pick
Loading 2026 World Cup Data with Cypher
Load all 104 matches and every goal of the 2026 World Cup from open data into AuraDB, using constraints and idempotent Cypher you can re-run confidently.
Introducing the New GraphAcademy
Our first full redesign since 2024 — with teams, a revamped Neo4j Fundamentals course, editable data models, and a new onboarding assistant.
Aura
My five favorite cards in Aura Dashboards
When Dashboards first became available in Aura, I started to move my reporting away from custom tools. Here are the five cards I use the most, and a Cypher statement behind them.