Open-source CLI that scores any website 0-100 on AI search visibility. Checks robots.txt for 16 AI bots, llms.txt, schema markup, meta tags, content quality. Based on Princeton KDD 2024 research. Python, MCP server, GitHub Action included.
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Maker
π
Hey Product Hunt!
I'm Juan, a WordPress developer with 15 years of experience building sites for Italian public administration and agencies.
Here's why I built GEO Optimizer:
AI search engines (ChatGPT, Perplexity, Google AI Overviews) don't show 10 blue links anymore. They give one answer and cite 2-3 sources. If your site isn't structured for that, you're invisible to a growing chunk of search traffic.
I looked for a tool to audit this. Couldn't find one that was open-source, ran locally, and based on actual research. So I built it.
GEO Optimizer checks 5 things:
- Are AI bots allowed to crawl your site? (tracks 16 bots)
- Do you have llms.txt? (machine-readable site summary)
- Schema markup (FAQPage, HowTo, Article)
- Meta tags and canonical setup
- Content quality signals (citations, statistics, headings)
The scoring is based on Princeton KDD 2024 research that found adding citations to content increases AI visibility by 115%.
Some things that surprised me while building this:
- Most sites accidentally block 3-4 AI crawlers without knowing it
- Less than 5% of sites have llms.txt
- FAQPage schema makes a measurable difference in AI citations
It's free, open-source (MIT), and runs 100% locally. No data sent anywhere.
Try it:
```
pip install geo-optimizer-skill
geo audit --url https://your-site.com
```
Or use the web demo: https://geo-optimizer-web.onrend...
I'd love your feedback. What checks would you add?
Apparent for Gmail
Upvoted! Just launched today as well.
@apparentforgmailΒ thank you ππΌ