geo-optimizer-skill

Why we included this project

Search teams used to optimize for Google alone, but AI answer engines now synthesize one response and cite only a few sources, often pages that never rank on Google at all. This tool runs a single command that scores a site from 0 to 100 on how well ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews can crawl and understand it, then lists the fixes in priority order: robots.txt bot rules, llms.txt, JSON-LD schema, and the content patterns models actually quote. It also feeds your customers' real questions to the answer engines and reports whether your brand and domain get cited, plus which competitors are cited instead. Because it works as a CLI, a Python library, an MCP server, and an Astro integration, it fits into CI/CD or a content workflow rather than a one-off manual check. The methods come from published research, so SEO and content teams get a repeatable, measurable way to track AI visibility.