AI-native security scanner that catches vulnerabilities before users do in 5 minutes
Scan AI-generated code for security flaws before deployment, preventing data leaks and reputation damage in minutes instead of weeks.
The signal
“Sitting here a bit stunned. Just 10 weeks ago I was refreshing Stripe hoping for one sale. Now there's a small but growing group of people paying every month. CheckVibe is a security scanner for vibecoded apps shipped fast with AI tools. You paste a URL or hook up a GitHub repo a”r/SaaS — read the original
Why it scores 85
AI-generated code has well-documented security flaws and compliance risks, creating urgent need for specialized scanning tools.
Traditional SAST tools aren't optimized for AI-generated code patterns, leaving a gap for specialized solutions.
MVP can be built quickly by combining existing security scanning libraries with AI code pattern recognition.
Explosion of AI-generated code adoption creates immediate demand for security validation tools.
MVP build path
Build a web app that accepts GitHub repo URLs via OAuth, runs security checks using CodeQL's public APIs and custom pattern matching for common AI vulnerabilities, and returns a simple vulnerability report with remediation steps.