Get the Knowledge Graph Operator Playbook
Almost 50,000 developers stopped pasting code into Claude and started feeding it a queryable knowledge graph of their project instead. The tool — Graphify, MIT, open source on GitHub, by Safi Shamsi — works inside Claude Code, Codex, Cursor, Gemini CLI, OpenCode, and Google's new Antigravity. It uses 71× less of Claude's reading budget on a 52-file project compared to letting Claude read the files directly (about the difference between a 3-cent question and a 2-dollar one). This is the plain-English playbook: the one-line install (pip install graphifyy and then /graphify . inside Claude Code), how it actually works for code (function-and-class structure reading), docs and PDFs (idea + relationship extraction), and screenshots (Claude vision reading diagrams, whiteboards, and multilingual text), the way it groups related ideas into clusters like a city map where neighborhoods form naturally, the three question verbs (query for general questions, path A B for how A connects to B, explain X for teach-me-one-idea-using-the-map), the 5 operator moves (day-one run on every new repo before your first Claude question, --watch mode so the graph syncs while you edit, the git commit hook for free background updates, the 3 question verbs as a workflow, and the one time NOT to use Graphify: under 4 files the savings drop from 71× to about 5× so just paste them), and what the graph actually outputs that no single file can — god nodes (the ideas everything else connects to, pull one and the whole thing breaks), surprising connections (two files you would never link sharing 6-7 concepts), confidence tags on every link (CONFIRMED, INFERRED, AMBIGUOUS — so you know what Claude is sure about versus guessing), and the Obsidian + Wikipedia-style article exports.
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