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product · solo build · 2026

Knowing whether AI assistants can find, read and cite your site.

Paste a URL. A server fetches the page the way a crawler that doesn't run JavaScript would, then runs eleven scored checks in three groups: can AI find it, read it, and understand and cite it. It gives a score, the three fixes worth the most, and which of eleven crawlers robots.txt lets in.

Role Product owner and builder · Team Solo, built with Claude Code · Timeline October 2026

The problem

An AI assistant can only cite a page it can fetch and read. Those basics are invisible from the outside: you can't tell by looking whether robots.txt blocks ChatGPT's crawler, or whether a page's words only appear after JavaScript runs. I'm researching the GEO space, and this is where it starts.

What I did

  • Read each page from its raw HTML, the way a crawler that doesn't run JavaScript sees it.
  • Checked robots.txt for eleven crawlers, separating search and live fetching, where blocking hurts visibility, from model training, where blocking is a choice. Matching follows the robots.txt standard.
  • Turned eleven checks into a score in three groups, with a "fix first" list ranked by the points each fix is worth.
  • Reported a partial check when a site refuses unknown bots, instead of scoring it zero.
  • Made it safe to run in public: only public addresses on every redirect, a 2 MB cap, and an 8-second timeout.
  • Shipped it with no dependencies and ten tests, and made it pass its own check.

Results

11scored checks in three groups
11crawlers read from robots.txt
0dependencies
100its own score

Its first run on my own portfolio found two real gaps: no llms.txt, and a short address that names the longer one as its main URL.

What I'd do differently

Test on sites I don't control, early. My first version scored sites that refuse unknown bots as zero, which made a major news site look invisible when it had only refused my checker. Running it on real sites before launch caught that.

Artifacts

Try the checker ↗ · Source on GitHub ↗

Which crawlers robots.txt lets in, split into search and live fetching versus model training.
Which crawlers robots.txt lets in, split into search and live fetching versus model training.
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