vibecoded-design-tells-analysis

Skill by ara.so — Design Skills collection.

This project provides Reddit-mined data ranking the visual, textual, and code tells that make something look AI-generated ("vibe-coded" or "slop"). It scanned 3.2M posts across 47 subreddits, tabulated what people flag as AI tells, verified the findings against real quotes, and packaged three Claude skills with standalone scanners: unslop-ui (websites/design), unslop-text (prose), and unslop-code (source code).

What it does

• Data-driven tell rankings: What design/writing/code patterns people actually complain about, ranked by frequency in on-topic discussions
• Three unslop skills: Remove AI tells from UI, text, or code while preserving functionality
• Standalone scanners: Python scripts that grep a codebase, score vibe-coded patterns, and gate CI on exit code
• Reproducible pipeline: Scripts to re-run the Reddit mining, analysis, and chart generation yourself

Installation

Clone the repository: