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of audited vibe-coded apps contain at least one vulnerability
source: arXiv · 200 deployed apps, 2026of vibe-coded Supabase apps allowed anyone to read their tables
source: Reeve · 30,998 live apps, 2026more security flaws in AI-assisted repos than human-written ones
source: Symbiotic Security · Aug 2026One layer that understands the whole stack your AI generated — from the framework to the database to the payment rail.
Two products, one calm. Catch problems while you build, then keep watching after you ship.
A skill you install in your harness — Claude Code, Codex, Grok Bot. It reviews your code as the AI writes it and flags auth, injection, and secret-leak issues in plain language, before the line ever lands.
› skill installed: vibe-check
› scanning app/api/payments.ts…
⚠ Stripe webhook accepts unsigned events
Add your public site. We run a security baseline scan of the live app, help you fix what we find, then keep watching for drift — new endpoints, leaked keys, loosened rules.
› baseline captured: 12 endpoints
› watching for drift…
⚠ table `users` became publicly readable
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