Free security tool
Vibe Coding Security Risk Checker
Check the security risk in an AI-assisted or vibe-coded product before launch. This is built for founders and developers who moved fast with AI coding tools and now need to know what could expose data or let users do things they should not.
Exposure
Where is the product running?
Access control
How confident are you that backend authorization is checked on every private action?
Data boundaries
Can users belong to teams, tenants, organizations, projects, or paid plans?
Secrets
How were API keys, service tokens, and webhook secrets handled during AI-assisted coding?
Money paths
Does the app depend on paid plans, credits, billing, or checkout webhooks?
Generated code
How did you review generated packages, copy-pasted snippets, and AI-added utilities?
Data integrity
How confident are you in migrations, deletes, imports, and background jobs?
Operations
If authorization, payment, or data integrity starts failing, how would you know?
What this checker looks for
Vibe-coded products usually fail in places normal demos do not touch, including backend authorization, tenant boundaries, secrets, webhooks, imports, exports, background jobs, and data migrations. The score points you at those checks before more users depend on the product.
A low score does not prove the code is safe. It means your answers describe a product with better review habits. A high score means the next step should be targeted code review, not more UI testing.