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 and recorded elsewhere.
Posts, tutorials, and video walkthroughs from people building with Graphify. Each link goes to the original source.
Watch
VideoThis Tool Fixes AI Coding at Scale with 70× Fewer Tokens (Graphify)
VideoGraphify: 48 Hours After Karpathy's Post, Someone Built the Tool
VideoGraphify: Turn Your Codebase into a Queryable Knowledge Graph for Claude Code
VideoGraphify: Instant Knowledge Graph for Claude Code/Antigravity (FREE)
Apr 15, 2026
Read
Auriga ITWhat Is Graphify? The Open-Source Tool That Gives AI Assistants Codebase Memory
An engineering-blog explainer of Graphify's origin, architecture, and where a graph memory layer actually helps.
DEV CommunityGraphify + code-review-graph: A Self-Updating Knowledge Graph for Claude Code
A benchmarked tutorial wiring Graphify into Claude Code with git-hook automation and per-query token tables.
Analytics VidhyaFrom Karpathy's LLM Wiki to Graphify: AI Memory Layers Are Here
A deep look at Graphify's architecture: confidence tags, Leiden clustering, and why a graph beats vector recall for codebases.
rajeevpentyala.com'Graphify' Quick Start: Reduce Token Usage in Coding Agents
A quick-start walkthrough of installing Graphify and using the graph to cut token usage in coding agents.
DEV CommunityHow Graphify Stopped My Team from Burning Thousands of Tokens Per Query
A React Native tech lead on how the graph replaced sequential file-reading in Cursor for his team.
DEV CommunityCut Your Claude Token Consumption By 70x
Why parsing code into queryable relationships beats re-reading files every session, with real token numbers.
knightli.comGraphify Guide: Build an AI Code Knowledge Graph for Claude Code, Codex, and Cursor
An end-to-end guide to graphing a repo and querying it from Claude Code, Codex, and Cursor.
stevescargall.comGraphify + MemMachine: 79× Token Reduction, Zero Vector Database
Graphs a 496K-token real-world codebase and measures a 79× token reduction: no embeddings, no vector store.
Level Up Coding (Medium)Turn Any Codebase Into a Knowledge Graph with Graphify
A hands-on tour: one command, three files, and a graph your assistant can traverse instead of grep.
HelloGitHubGraphify 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.
GitHubClaude Code Memory Setup: Obsidian + Graphify
An open-source setup pairing Graphify's codebase graph with an Obsidian vault for persistent Claude Code memory.
DEV CommunityUsing Graphify to Turn Incident Data into a Knowledge Graph
Feeds incident data (services, alerts, responders, timelines) into Graphify to turn history into queryable memory.
Agentic Builders (Medium)How to Use Graphify: Turn Any Folder Into a Knowledge Graph
A practical primer on graphing code, docs, papers, and images, and what the graph saves you in tokens.
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RootlyTurning Your Incident Data into a Knowledge Graph
Rootly builds a Graphify plugin that maps incidents, on-call coverage, and service dependencies into one explorable graph.
Data Science in Your Pocket (Medium)Andrej Karpathy's LLM Wiki Codes: Graphify
Traces Graphify back to Karpathy's LLM-wiki idea and walks the EXTRACTED / INFERRED / AMBIGUOUS edge tags.
El BrunoI Built a .NET 10 Knowledge Graph Builder (Inspired by Karpathy)
The story behind graphify-dotnet, a community .NET 10 port of Graphify built on the GitHub Copilot SDK.
GoPenAI (Medium)Graphify: Build a Knowledge Graph From Your Entire Codebase, Without Sending Your Code to Anyone
Focuses on the privacy model: local tree-sitter parsing, with only semantic descriptions ever reaching a model.
Augment CodeGraphify 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.
Augment CodeGraphify 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.
MediumGraphify + Claude Code: How I Cut Token Usage by 71x on a 50k-Line Codebase
Wires Graphify into Claude Code with a PreToolUse hook and reports a 71× token drop on a 50k-line codebase.
MediumBuilding Graph RAG to Understand Your Codebase with Graphify
Builds a graph over a codebase with Graphify and queries relationships by structure instead of similarity.
MediumGraphify: Navigate Our Codebase by Structure, Not Similarity
Why call graphs, imports, and dependency chains beat vector similarity for helping a coding agent navigate a repo.