For vibe coders who ship

Your AI-generated code
has problems.

VibeCheckOS reviews vibe-coded repos and delivers brutally honest feedback — bugs, security holes, architectural mess. Built for the 92% of developers who use AI tools daily and have no idea what they just shipped.

1.7x
More bugs in AI code
45%
AI code with vulns
0 reviews
Before you ship
Roast Report — cursor-generated-auth.ts
Grade: C+
src/auth/cursor-generated-auth.ts
CRITICAL
Hardcoded JWT secret in line 47. Anyone with repo access can mint tokens. This is exactly how account takeover bugs happen.
HIGH
No rate limiting on /login endpoint. Credential stuffing protection is missing entirely. You will be breached.
MEDIUM
auth.ts is 847 lines. No file has ever needed to be 847 lines. The AI was too lazy to split it.
Found 3 critical issues before prod
What we find

We roast your code
so prod doesn't roast you.

Every category is the most common failure mode in AI-generated codebases. We built a review engine specifically for these patterns.

Security
Hardcoded secrets, injection vectors, broken auth, exposed API keys. The vulnerabilities vibe coders ship without knowing.
Logic Errors
Off-by-one bugs, null pointer exceptions, race conditions. The AI wrote plausible code. It didn't write correct code.
Architecture
Single 800-line files. No separation of concerns. God modules with 47 responsibilities. AI builds for now, not for scale.
Performance
N+1 queries, no caching, sync operations blocking threads, unoptimized database writes. Code that works in testing, crashes in prod.
Actual roasts

Real repos. Real roasts.

We ran VibeCheckOS on popular open-source projects built with vibe coding tools. The results were... honest.

nextjs-ai-dashboard (vibe-generated) Grade B
"console.log to production on line 234. The entire auth state lives in localStorage. You are storing passwords in plaintext in your database schema. This is the most dangerous thing I have ever seen in a demo app."
saas-starter-clone (lovable-vibe) Grade D
"You have a 1,200-line server.ts. The AI generated 4 different ways to handle payment processing, all of them active, none of them idempotent. Running this in production would charge users 4 times per transaction. This is not a code review. This is a crime scene."
// ready to ship?

Vibe coding ships fast.
The bugs ship faster.

Every day you ship without a review, you're accumulating the technical debt that will take 10x longer to fix than it took to write. Get your roast. Ship with confidence.

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