The state of vibe-coding.
We scan a fresh batch of public apps every day and record what we find. This is the aggregate — how many apps an AI engine can't read, how many skip basic security hygiene, how many never make their value prop clear. Anonymized, no app named, observed measurements only.
Get Found
18 apps · median 68/100Convert
17 apps · median 89/100Ship Verified
18 apps · median 86/100What they're built with
Detected build stack across the apps we measured — fingerprinted from real evidence (hosting, meta generators, builder scripts), never guessed.
of 18 measured apps · only fingerprinted stacks shown
Generated 2026-06-12 from 18 measured apps. Each percentage is the share of apps where we observed that specific issue at scan time — a measurement, not a verdict or a guarantee. Apps are discovered from public certificate-transparency logs and a curated public list; nothing here identifies an individual app.
Is your app in the majority?
Run the same three engines on your own app — free, real, no signup — and find out.