Skip to content
ISSUE 001·LIVE·01:53 IL
← The Lab/N° 051 · CLI·Shipped 2026-05

GEO Audit

GEO audit CLI — score any URL for LLM visibility in seconds, zero dependencies, pure Python stdlib.

geo-audit is a CLI that scores a web page for Generative Engine Optimization — how likely ChatGPT, Perplexity, Gemini, and Claude are to cite your content. It runs a 20-point audit covering entity clarity, citation-friendliness, structure, and schema markup. It's roughly 200 lines of pure Python with no external dependencies.

The build log

Follow the work.

New essays and prototypes, in your feed reader. Email subscriptions are paused while I connect a working delivery service. No email is collected here.

Follow via RSS