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.
How to link two GraphAcademy accounts
Signed up twice? Link your GraphAcademy accounts so enrolments and progress from both show up under either login. Step-by-step, with screenshots.
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How to link two GraphAcademy accounts
Signed up twice? Link your GraphAcademy accounts so enrolments and progress from both show up under either login. Step-by-step, with screenshots.
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.
From Neo4j Graph to Interactive Hive Plot: Modeling Graph Data for d3.js
The four modeling decisions behind an interactive d3.js hive plot of The Odyssey.
Traversing Relationships in the 2026 World Cup
Traverse the full 2026 World Cup in Neo4j to build group tables, a golden-boot ranking, and the champions' path, using multi-hop Cypher, WITH pipelines, and aggregation.
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.
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.
Contribute to the Neo4j Practitioner Community
Graph Academy is opening its platform to community contributors. Share your tutorials, case studies and screencasts with 300,000+ developers worldwide.
Writing Cypher Queries That Don't Lose Your Data
The query trap that hides your newest data, and the query shape that brings it back.
SQL to Cypher - 10 Queries You Already Know
You already know how to write these queries. This article shows you what they look like when the joins go away.
Writing and Reading the 2026 World Cup Data with Cypher
Load the 48 teams of the 2026 World Cup into a free AuraDB instance and query them back, learning the core of Cypher from first principles.
Six Degrees of Ayrton Senna: Learn Neo4j by Connecting 75 Years of Formula 1
Learn Neo4j and graph databases by building an F1 teammate network from real Formula 1 data and using Cypher to connect Max Verstappen to Juan Manuel Fangio.
RAG vs GraphRAG - Two Retrievers, One Question
Same movie question, two retrievers, two answers. See how GraphRAG beats plain vector RAG on Neo4j's recommendations dataset, then learn to build it.
