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How to check whether AI engines cite your site for one question with Geo Score

Ask one buyer question to AI engines and see whom the answers cite.

Credentials. The ask command uses your own API keys for each engine, so store them as environment variables and keep them out of shared logs and repositories.

Who it is forA founder or content lead who wants to know, right now, whether ChatGPT, Perplexity, Gemini or Claude cite their company for a question a buyer would ask.

The problemA high readiness score does not show whether engines actually quote the site for the questions that matter to sales.

The outcomeThe engines' answers to your question and a list of the sources each one cites, including whether your site appears.

What you need first

  • Python with pip, to install geo-score==1.8.3 from PyPI (the release pinned in the README)
  • A website domain to score; no key is needed for the free score
  • For citation checks (levels 2 and 3): your own API key for at least one of OpenAI, Perplexity, Gemini, Anthropic or OpenRouter

Steps

  1. Install the pinned release: pip install geo-score==1.8.3 (inferred, check the README)
  2. Export your own API key for at least one supported engine, such as OpenAI, Perplexity, Gemini, Anthropic or OpenRouter.
  3. Ask one question about your site: geo_score.py yourdomain.com --ask "your buyer question" (inferred, check the README)
  4. Check whether your domain appears among the cited sources and note which competitors or third-party pages are cited instead.

Prompt for your agent

Using the geo-score repo at jianruntech/geo-score, run geo_score.py on <target-domain> with --ask set to <buyer-question>, using the API key already present in the environment. Expected output: each engine's answer and its cited sources. Verify that the report lists whether <target-domain> is cited.

Caveat. The README says the sponsor relay has not been tested for citation measurements, and a relay may not pass web search and citations through unchanged, so check which key source you use.

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