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.
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MCP
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.
Cypher
Relationship Uniqueness in Cypher, and When You Need WHERE NOT
Where to WHERE NOT and where to not WHERE NOT. Understand how Cypher follows relationships and when you need to exclude nodes from the result.