GEO Optimizer

Make websites visible and citable by AI search engines (ChatGPT Search, Perplexity, Claude, Google AI Overviews). Implements the GEO audit framework plus a citability engine of 47 content checks, 9 of them taken directly from the methods tested in Princeton KDD 2024 research.

Before you run anything

Preflight (stop if it fails)

Every command below is the geo executable from the geo-optimizer-skill PyPI package. It is not a separate third-party tool. Check it before the first command:

geo --version   # expect: geo-optimizer, version 4.19.10 or later

If geo is missing or older, do not guess an alternative and do not continue. Ask the user to install it (Python 3.10+):