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Tech Debt Check · for AI-built apps

Vibe code audit: is your AI-built app ready for real users?

You built it fast with AI, and it works. Before real customers, payments or data go through it, I read the code and tell you, in plain words, what will break first and what to fix this week. The first look is free.

For JavaScript and TypeScript apps built with Lovable, Bolt, v0, Replit, Cursor, Claude Code or Copilot, alone or with a developer.

Request a free vibe code audit →

What usually goes wrong in AI-built apps?

AI tools write code that works in a demo. They rarely write code that expects a curious, careless or hostile user. In Veracode's 2025 study, AI models introduced an OWASP Top 10 security flaw in 45% of coding tasks. These are the problems I find most often:

People can see data that isn't theirs
Login works, but pages and APIs never check who is asking.
Secrets in the code
API keys and database passwords committed to the repository or shipped to the browser.
Trusting the browser
Prices, roles and form fields accepted on the server without checks.
Packages nobody chose
Dozens of dependencies, some outdated or with known vulnerabilities, added because the AI suggested them.
No tests
The app works until you change it. Then something unrelated stops working.
Three ways to do one thing
Each prompt solved the problem differently, so every new feature is harder than the last.

What do you get?

A short report you can read without being a developer:

Quality score
One number for how healthy the app is, and why.
Headline risks
What can hurt you or your users, security first, explained without jargon.
Quick wins
Specific fixes to hand to your developer, or to paste back into your AI tool.
See a sample report →

Don't know what a package.json is?

That's fine. Leave that field empty and tell me what the app does, which tool you built it with, and where the code lives. A GitHub link is perfect. Everything is covered by an NDA before any code changes hands.

What does it cost?

The brief look is free and handled in the order requests come in. Fast-tracked, it costs €50 and arrives within 48 hours. A full audit with a step-by-step fix plan is €250. Want me to do the fixes? Hands-on work is €50 per hour. Prices in EUR, excl. VAT.

All pricing details →
Request a free vibe code audit →

Łukasz Adamczyk · 14 years building and rescuing production systems. I use Claude Code and Codex every day, so I know where AI-written code cuts corners.