geo-score is a Python script that evaluates a web site's readiness for AI search engine citations, outputting a zero to one hundred score based on an open rubric. Running it requires only Python 3.8 and the standard library, executing a single check via a piped curl command without local installation. It inspects robots.txt, sitemaps, structured data, and content formatting to identify mechanical gaps preventing retrieval.
The script is worth running for a quick baseline on how LLMs and answer engines see your static markup, but the higher tiers require your own API keys to query actual citation behavior. It separates the static score from dynamic query checks because a high technical score does not guarantee you will actually get cited against competitors. Skip it if you are not actively trying to optimize for generative search engines like Perplexity or Gemini.
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