Guides

The bugs vibe-coded apps ship with, and how to fix them before launch.

Every guide is written from findings our audits actually confirmed in real repositories: public open-source starters are named with file and line, everything else is anonymized. Each one ends with a prompt you can paste into your AI editor.

Pre-launch guides

Stripe webhooks, idempotency and billing logic bugs in vibe-coded apps

Billing code generated by AI tools usually works on the happy path and breaks on the second click, the unhandled event, or the fresh Stripe account. This guide covers why that happens, what to grep for in your own repo, what it looks like in a widely copied public starter, how to fix it with one prompt, and what to verify before you take real money.

2026-09-04 · 12 real examples

Weekly digest

VibeAudit weekly digest: 28 Aug – 4 Sep 2026

2026-09-04

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