Graphify Quick Look: Knowledge Graph for AI Coding in 2026
Here’s a problem I run into constantly: my AI coding assistant has zero memory of what I worked on last week. But every session starts fresh. And I keep dumping the same files into context, re-explain the same architecture, and burn tokens asking questions the agent answered yesterday. Graphify solves that in a way I hadn’t seen before. It’s a skill for Claude Code (and many other AI coding tools) that reads a directory — code, docs, PDFs, even screenshots — builds a persistent knowledge graph from it, and lets you query that graph weeks later without re-reading the raw files. It’s sitting at around 2.3k stars on GitHub right now. 71.5x fewer tokens per query on a mixed corpus of code + papers. That’s not a marketing number — that’s their benchmark against Karpathy’s repos with actual output files to verify. ...