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geoscrope
See your site through the eyes of ChatGPT & Perplexity
EOScope audits any URL and tells you whether ChatGPT, Perplexity, and DeepSeek can read and cite your site. 8-dimension GEO scoring based on Princeton research (KDD'24). Built by a solo maker after his own product was invisible to AI search — GPTBot had been blocked in robots.txt for 3 months without realizing it. Features: AI crawler detection, llms.txt check, JSON-LD auto-generation, E-E-A-T audit, competitor comparison, 9-platform citation monitoring, and 30/60/90-day GEO roadmap.
Hey Product Hunt 👋
I'm the solo developer behind GEOScope. This tool exists because I needed it myself.
Background: I built pdfnoted.com (a browser-side PDF tool). Spent 3 months on SEO. Google rankings went up. Traffic didn't. I was confused until I searched my category in ChatGPT and realized — my product literally didn't exist in AI search results.
The reason was embarrassingly simple: my robots.txt had been blocking GPTBot for 3 months. Copied from some SEO tutorial without checking.
That's when I realized: there's Ahrefs for SEO, Semrush for SEO, a hundred tools for Google rankings — but zero tools to answer "what do AI search engines actually see on my page?"
So I built GEOScope.
How it works under the hood:
- Node.js + cheerio for page signals (with Playwright fallback for JS-rendered pages)
- DeepSeek for semantic analysis — evaluates intent alignment, content quality, E-E-A-T signals
- 8-dimension scoring engine aligned with Princeton's GEO paper (KDD'24, arXiv:2311.09735)
- All parallelized: 4 AI calls run simultaneously, full audit completes in ~15 seconds
What surprised me most while building this:
- ~40% of sites block AI crawlers without realizing it (default robots.txt templates are outdated)
- Most "good SEO" pages score under 30 on GEO because they lack JSON-LD and quotable opening paragraphs
- Keyword stuffing — the oldest SEO trick — is actually a negative signal for AI engines. Princeton proved it.
I'd love honest feedback from this community:
1. Run your own site through it — does the score feel accurate?
2. What's missing from the fix recommendations?
3. If you do SEO professionally, would you use the white-label report feature for clients?
The free tier is 5 audits/day — no catch, no signup wall.
I'll be here all day responding to every comment. Ask me anything about GEO, the tech stack, or what it's like building solo.
Thanks for checking it out 🚀
About geoscrope on Product Hunt
“See your site through the eyes of ChatGPT & Perplexity”
geoscrope was submitted on Product Hunt and earned 4 upvotes and 4 comments, placing #98 on the daily leaderboard. EOScope audits any URL and tells you whether ChatGPT, Perplexity, and DeepSeek can read and cite your site. 8-dimension GEO scoring based on Princeton research (KDD'24). Built by a solo maker after his own product was invisible to AI search — GPTBot had been blocked in robots.txt for 3 months without realizing it. Features: AI crawler detection, llms.txt check, JSON-LD auto-generation, E-E-A-T audit, competitor comparison, 9-platform citation monitoring, and 30/60/90-day GEO roadmap.
On the analytics side, geoscrope competes within Productivity, SEO, Developer Tools and Artificial Intelligence — topics that collectively have 1.7M followers on Product Hunt. The dashboard above tracks how geoscrope performed against the three products that launched closest to it on the same day.
Who hunted geoscrope?
geoscrope was hunted by hui tian. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of geoscrope including community comment highlights and product details, visit the product overview.
hui tian