Free Risk Check

Vibe Coded App Security Estimator

Discover how vulnerable your AI-built app could be based on your tech stack. Free. No signup.

Estimate Probable Risk

Answer 10 questions and get a direct heads-up about probable risk patterns. The output is intentionally narrow and avoids pretending that a simulator can confirm vulnerabilities.

Tool 01

AI App Security Risk Estimator

This simulator estimates probable security risk from your stack choices only. It does not inspect your code, scan your app, or confirm that any vulnerability exists.

Real Validation

This is an estimate. Ready to see what your app actually exposes?

A simulated score can only tell you where risk may be building. A real scan shows whether your live app is exposing secrets, weak auth boundaries, risky frontend behavior, or data paths an attacker could actually reach.

Related Resources

Read the patterns behind the estimate.

If the estimator score feels uncomfortable, these are the fastest reads to understand where vibe coded app security usually breaks down.

Lovable Security Risks Before Launch

A direct look at the common launch mistakes that show up in Lovable-built products.

Cursor Security Risks in Production Apps

Where Cursor app vulnerabilities and unsafe assumptions tend to appear in real builds.

Supabase Security Checklist for AI-Built Apps

A focused guide to auth, RLS, storage, and data exposure risks in Supabase stacks.

Pre-Deploy Security Checklist for Vibe-Coded Apps

A last-pass checklist before you put a vibecoded product in front of real users.