Reddit-mined research ranks visual tells of AI-built "vibe-coded" websites across 3.2M posts
Summary
A GitHub repository containing data-driven research on the visual characteristics that people use to identify AI-generated ("vibe-coded") websites. The author mined 3.2 million Reddit posts across 47 subreddits to catalog and rank the design tells that signal a site was built with AI tools. The repo includes three studies covering websites/UI, writing, and code, along with reproducible Python scripts and raw data. The flagship study focuses on visual tells of AI-built websites, using public Reddit discussion data from the Arctic Shift archive.
Source
Twitter / XReddit-mined research ranks visual tells of AI-built "vibe-coded" websites across 3.2M postsgithub.comKey quotes
· 5 pulledWhat makes a site look 'vibe-coded': the data
This repo holds three Reddit-mined studies of what people flag as AI 'slop', and a Claude skill built from each
The flagship study... ranked the visual 'tells' people use to spot AI-built (vibe-coded) websites
It mines public Reddit discussion from the free Arctic Shift archive, tabulates which design features get named most, and verifies the findings against real quotes
Everything here is reproducible with Python and the standard library plus matplotlib. No API
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