Score any website for AI design patterns
Quantifies AI design homogeneity with 16 deterministic DOM rules anyone can run locally.

Original dark patterns taxonomy rebuilt with legal database by the person who coined the term.
Designers, legal professionals, consumer advocates
Dark Patterns Tipline · DarkPattern.org
I've just finished rebuilding the website https://deceptive.design/ from the ground up. HN has been an important source of discussion on the topic over the years [3] so I thought it would be worth sharing here. The site now includes a taxonomy of pattern types, a hall of shame with hundreds of examples, and a database of laws and legal cases worldwide.
[1] Original HN Post: https://news.ycombinator.com/item?id=1511201
[2] Original blog post: https://web.archive.org/web/20170218030346/http://www.90perc...
Quantifies AI design homogeneity with 16 deterministic DOM rules anyone can run locally.
Thoughtful pattern catalog, but it's documentation without a library to actually implement them.
Deterministic CSS checks catch AI design patterns when ML classifiers would overcomplicate it.
Sealed types + exhaustive pattern matching compile to flat Go interop—no runtime overhead.
Novel pattern-classification approach to autorouting, but unproven against real boards.
Architecture review agents catch design debt before coding agents compound it.