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.
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Getting started with the GraphAcademy MCP server
Connect Claude Code, Cursor, or VS Code to the GraphAcademy MCP server and take courses, verify challenges, and generate Neo4j code from your editor.
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.
Using UUID properties in a Neo4j graph type
Neo4j 2026.08 added a UUID type. Declare it in a graph type, generate values with uuid(), and let the database reject anything else.
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Same movie question, two retrievers, two answers. See how GraphRAG beats plain vector RAG on Neo4j's recommendations dataset, then learn to build it.
