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I haven't tried it personally but my understanding from friends is that Pangram is very accurate, at least for now.

https://www.pangram.com/

Ironic that site looks like it's AI generated too

It looks close to the kind of documentation artifacts GPT 5.6 Sol would generate for me.

That style is still rare enough that I prefer it over OP's "we installed shadcn + Tailwind and look like every seed-stage startup SaaS from 2024" style.

As a paid service it probably works great. In the spirit of weaponizing vibecoded slop vs vibecoded slop, I'm fairly sure that I could 'teach' locally hosted Qwen 3.8-Flash-Next to identify vibe coded slop, with a thorough enough system prompt and access to like, playwright and headless chromium.

Or since a lot of vibe coded static sites are just plain html, cs, js, a first try attempt via wget to mirror the first 500KB of the site and then analyze it.

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