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I Ran This Open-Source AI Tool on a Messy Codebase and Got 71x Fewer Tokens — Here Is Exactly What Happened
Last Updated on May 4, 2026 by
Author(s): Muhammad Hassan Ali
Originally published on Towards AI.
I have spent months watching developers copy-paste entire files into Claude, burn through context windows, and still get vague answers.
Screenshot of Graphify Github Repo by Author
The article discusses the capabilities and benefits of Graphify, an open-source AI coding assistant that transforms files into a queryable knowledge graph. It highlights how Graphify significantly reduces token usage during queries compared to traditional methods and explains its three-pass extraction process, which optimizes the handling of various file types, including code and documents. The author emphasizes the ease of installation and the privacy-focused design of the tool, making it suitable for developers looking to enhance their coding workflows.
Read the full blog for free on Medium.
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