# Beyond the 71x Benchmark: Knowledge Graphs for Coding Agents : Graphify and Rivals Compared

> Source: <https://pub.towardsai.net/beyond-the-71x-benchmark-knowledge-graphs-for-coding-agents-graphify-and-rivals-compared-c835177a3b55?source=rss----98111c9905da---4>
> Published: 2026-07-28 06:35:12+00:00

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# Knowledge-Graph Skills for Claude Code and Codex: Graphify and Rivals Compared

*Skip the token-multiple arms race entirely and pick a knowledge-graph tool the way you’d pick a database.*

Every Graphify post you’ve read leads with a number: *71x fewer tokens*. Here’s the number nobody leads with: for a 40-file side project, the graph took longer to build than the bug it was supposed to help you find. The real question practitioners should be asking isn’t **“how much does this save” — it’s “does my team even have the problem this solves.”**

This piece gives you a decision framework instead of another benchmark screenshot. By the end, you’ll know which tool fits your situation — or whether you should skip this category entirely and stick with plain agentic grep.

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## Table of Contents

· [The 71x Number Is Real, and It’s Also the Wrong Number to Optimize For](#e699)

· [What These Tools Actually Do (the 60-Second Version)](#d36d)

· [Why This Category Exploded in One Quarter](#d21f)

· [The Three Variables That Actually Decide Your Pick](#380d)

∘ [1. Codebase size and](#ee54)…