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Graphify Solves Claude's Biggest Limitation (Finally)

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May 18, 2026
11:51

I tested Graphify on bookzero.ai — my real production SaaS — and it cut my Claude Code token usage by 27x. As a senior AI engineer (ex-Amazon, Microsoft), here's the full walkthrough. Graphify turns your codebase into a structured knowledge graph so Claude Code stops re-reading files every session. Inspired by Andrej Karpathy's raw-folder workflow — and it's free. Key takeaways: - Install with UV in under 2 minutes — works with Claude Code, Codex, OpenCode, OpenCloud, Hermes - The path command finds the shortest connection between any two files (admin layout → AI chat, real demo on bookzero) - Generate Obsidian vaults, Wiki, SVG, Neo4j, even an MCP server from one knowledge graph 🔗 Join our School community: skool.com/erictech 🔗 Check out bookzero.ai — AI-powered bookkeeping built entirely with Claude Code Skill: https://github.com/safishamsi/graphify Andrej Karpathy X Post: https://x.com/karpathy/status/2039805659525644595 Timestamps: 0:00 Intro 2:22 Prerequisites 3:07 Install Graphify 4:07 Run on Codebase 5:04 Extraction Modes 5:52 Graph Results 7:01 Interactive Graph 7:43 Path Command 8:26 Explain Command 9:14 Query & Update 9:53 Obsidian Export 10:40 Other Outputs 11:14 Outro #claudecode #aitools #softwaredevelopment

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Graphify Solves Claude's Biggest Limitation (Finally) | NatokHD