If you’re a solo founder or a two-person team building with AI coding tools, you don’t have a security review process — you have a deadline. That’s exactly the gap Prbl is built for: a fast, free check that fits between “it works” and “ship it,” without requiring you to become a security expert first.
Why vibe coded apps are riskier, specifically
It’s not that AI-generated code is worse code — often it’s cleaner than what a junior developer would write by hand. The risk is that nobody reviewed it for security, because the person who prompted it isn’t a security reviewer and the tool that wrote it wasn’t asked to be one either. See how to secure a vibe coded app for the full breakdown.
Wondering if your code has any of this? Scan a public repo free, no account needed.
Scan a repo →What this actually looks like
- Paste your GitHub repo URL — no account, no setup, results in under a minute
- Get a prioritized list of findings, not a wall of noise
- Each finding shows the exact file, line, and why it matters
- Upgrade later for auto-fix and CI integration once you’re past the first scan
You don’t need to understand security to start
Every finding links to a plain-language explanation — what a fallback secret is, what BOLA means, why a JWT decode-without-verify bug is dangerous. The goal isn’t to make you a security engineer overnight. It’s to make sure the handful of dangerous, repeatable mistakes AI tools make don’t ship to your users.