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.
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.
TIL: Cypher has a format() function for dates and times
A deprecation warning taught me that Cypher now formats dates, times, and durations natively. No APOC required.
Replacing your APOC Periodic Iterate with CALL {} IN TRANSACTIONS
apoc.periodic.iterate is deprecated in Cypher 25. Learn how to rewrite your queries with CALL {} IN TRANSACTIONS.
How Cypher Graph Types Kept Our AI-Generated Queries Honest During a Migration
We rebuilt GraphAcademy against the same Neo4j database. Graph types made sure AI-generated Cypher could not drift from the data model.
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.