GeoLook

An open source, self-hosted platform that carries a GEO project from status analysis through diagnosis, strategy, tickets, execution and verification. It samples real answers from 17 AI engines, ten automated through APIs and seven manually, including Google AI Overviews, and measures mention rate, rank and citation share, while separating brands that are absent from brands that competitors dominate. A six-dimension audit organized as a four-layer dependency chain, from access to quotability, asks whether pages can be crawled, whether extraction blocks are missing and whether the brand is absent from the channels AI cites. For engines without APIs, a Chrome extension acts as a sampling assistant in a side panel. Output includes client-ready diagnosis reports, strategy and execution plans and ticket CSV files made for agencies and consultants. Publishing options cover GitHub, WordPress drafts, WeChat drafts, webhooks, X and Reddit. It is a single machine tool without accounts. MIT licensed, Python.