Notes from the graph.
Engineering notes and product updates from the team.
How to give Cursor a code knowledge graph (2026 guide)
Four commands take Cursor from grep-and-read loops to querying a persistent, on-device knowledge graph of your codebase. The full setup, start to finish.
ReadHow to give Claude Code a code knowledge graph (2026 guide)
Install one CLI, run two commands, and Claude Code gains a persistent, on-device graph of your codebase — queryable over MCP, rebuildable with /graphify.
ReadHow to give GitHub Copilot codebase context that persists
Copilot's agent mode can call MCP tools — which means it can query an on-device knowledge graph of your repo instead of rediscovering the architecture every chat.
ReadBest codebase-context tools for AI coding assistants (2026)
Graph-based mapping, embedding pipelines, plain grep, and hosted platforms — an honest comparison of the four ways to give an AI assistant codebase context, and where each actually fits.
ReadWhat is a code knowledge graph? (And why it beats grep for AI agents)
A forty-word definition, what typed edges buy you over string search, where grep still wins, and how AI agents use a graph to answer multi-hop questions.
ReadHow to give Claude Code codebase memory
Claude Code re-explores your repo from scratch every session. Here's how to give it a persistent, on-device knowledge graph it can query instead — in about two minutes.
ReadHow to give Cursor codebase memory with an on-device graph
A step-by-step guide to connecting Cursor to an on-device code knowledge graph via MCP, so it can query your architecture instead of re-discovering it every session.
ReadCode knowledge graph vs RAG: why structure beats similarity
RAG retrieves text that resembles your question; a graph follows relationships that answer it. Where each approach wins, and why code is the worst case for similarity search.
ReadWhat is a code knowledge graph?
A plain-English introduction to code knowledge graphs: nodes, typed edges, how one gets built from a real repo, and why AI coding assistants query them instead of grepping.
ReadIntroducing Graphify: a knowledge graph for your codebase, inside your coding assistant
One command — /graphify . — maps your repo into a knowledge graph your AI assistant queries instead of grepping. Open source, on-device, works in 17 assistants.
ReadWhy graphs beat vectors for agent memory
Vector search finds text; graphs find structure. A look at where RAG and grep break down in a codebase, and why typed edges win for anything past a single hop.
ReadGrounded answers: how Graphify tags what it knows
Every edge in a Graphify graph is tagged EXTRACTED, INFERRED, or AMBIGUOUS — so you always know what was found versus what was guessed.
ReadFrom the community
Written elsewhere.
Posts, talks, and tutorials from people building with Graphify. Each link goes to the original source.
What Is Graphify? The Open-Source Tool That Gives AI Assistants Codebase Memory
Akash Parashar · Jun 5, 2026
An engineering-blog explainer of Graphify's origin, architecture, and where a graph memory layer actually helps.
Graphify + code-review-graph: A Self-Updating Knowledge Graph for Claude Code
Mir Mursalin Ankur · May 17, 2026
A benchmarked tutorial wiring Graphify into Claude Code with git-hook automation and per-query token tables.
This Tool Fixes AI Coding at Scale with 70× Fewer Tokens (Graphify)
A walkthrough of how Graphify's on-device knowledge graph cuts token usage for coding agents at scale.
Graphify: 48 Hours After Karpathy's Post, Someone Built the Tool
The story of Graphify's rapid rise and what the knowledge-graph approach unlocks for AI coding assistants.
From Karpathy's LLM Wiki to Graphify: AI Memory Layers Are Here
Riya Bansal · Apr 11, 2026
A deep look at Graphify's architecture — confidence tags, Leiden clustering, and why a graph beats vector recall for codebases.
'Graphify' Quick Start: Reduce Token Usage in Coding Agents
Rajeev Pentyala · Jun 28, 2026
A quick-start walkthrough of installing Graphify and using the graph to cut token usage in coding agents.
How Graphify Stopped My Team from Burning Thousands of Tokens Per Query
Vikrant Negi · Jun 21, 2026
A React Native tech lead on how the graph replaced sequential file-reading in Cursor for his team.
Cut Your Claude Token Consumption By 70x
Lorenzo Zarantonello · Jun 3, 2026
Why parsing code into queryable relationships beats re-reading files every session — with real token numbers.
Graphify Guide: Build an AI Code Knowledge Graph for Claude Code, Codex, and Cursor
May 21, 2026
An end-to-end guide to graphing a repo and querying it from Claude Code, Codex, and Cursor.
Graphify + MemMachine: 79× Token Reduction, Zero Vector Database
Steve Scargall · May 10, 2026
Graphs a 496K-token real-world codebase and measures a 79× token reduction — no embeddings, no vector store.
Turn Any Codebase Into a Knowledge Graph with Graphify
Prem Chandak · May 2026
A hands-on tour: one command, three files, and a graph your assistant can traverse instead of grep.
Graphify featured in HelloGitHub Vol.121
The long-running Chinese open-source monthly features Graphify as a skill package that turns repos into queryable knowledge graphs.
Claude Code Memory Setup: Obsidian + Graphify
Lucas Rosati
An open-source setup pairing Graphify's codebase graph with an Obsidian vault for persistent Claude Code memory.
Graphify: Turn Your Codebase into a Queryable Knowledge Graph for Claude Code
A video walkthrough of graphing a codebase and querying it from Claude Code.
Graphify: Instant Knowledge Graph for Claude Code/Antigravity (FREE)
Apr 15, 2026
Hands-on demo: installing Graphify and exploring the generated graph inside a live assistant session.
Using Graphify to Turn Incident Data into a Knowledge Graph
Hamza · Apr 13, 2026
Feeds incident data — services, alerts, responders, timelines — into Graphify to turn history into queryable memory.
How to Use Graphify: Turn Any Folder Into a Knowledge Graph
Ana Bildea, PhD · Apr 11, 2026
A practical primer on graphing code, docs, papers, and images — and what the graph saves you in tokens.
Turning Your Incident Data into a Knowledge Graph
Sylvain Kalache · Apr 10, 2026
Rootly builds a Graphify plugin that maps incidents, on-call coverage, and service dependencies into one explorable graph.
Andrej Karpathy's LLM Wiki Codes: Graphify
Mehul Gupta · Apr 9, 2026
Traces Graphify back to Karpathy's LLM-wiki idea and walks the EXTRACTED / INFERRED / AMBIGUOUS edge tags.
I Built a .NET 10 Knowledge Graph Builder (Inspired by Karpathy)
Bruno Capuano · Apr 6, 2026
The story behind graphify-dotnet — a community .NET 10 port of Graphify built on the GitHub Copilot SDK.
Graphify: Build a Knowledge Graph From Your Entire Codebase — Without Sending Your Code to Anyone
Mustafa Genc · Apr 2026
Focuses on the privacy model: local tree-sitter parsing, with only semantic descriptions ever reaching a model.
Graphify Turns Your Codebase Into a Knowledge Graph You Can Actually Query
An overview of the skill: /graphify . maps a project into three files across 17 assistant platforms.
Graphify hits 63.2K stars: turning codebases into queryable knowledge graphs
Covers Graphify's growth and how local AST parsing plus typed edges changed assistant workflows.