A launch audit for vibe-coded apps.
Vibe coding gets you to a working product quickly. SaferCode audits the places where fast AI-generated builds usually break: auth, data access, architecture, payments, UX, and deployment setup.
01 Built quickly with Cursor, Lovable, Bolt, v0, Claude Code, Replit, Supabase, Firebase, or AI APIs.
02 Best for founders who have a working app but are unsure whether it is safe to launch.
03 Focuses on hidden launch risks, fragile architecture, and gaps automated scanners usually miss.
What SaferCode audits
The goal is not to shame the build. The goal is to identify the few risks that could expose data, break payments, confuse users, or make the product hard to change after launch.
Auth and database exposure
Client-side trust, missing server checks, Supabase RLS gaps, Firebase rules, role logic, and unsafe user data access.
AI-generated code risks
Copy-pasted patterns, missing validation, overly broad permissions, leaked secrets, fragile handlers, and untested edge cases.
Payments and webhooks
Stripe mode separation, webhook verification, subscription state, retry behavior, entitlement checks, and callback security.
Product UX
Broken first-run flows, confusing states, weak error recovery, mobile layout issues, and trust problems that hurt conversion.
Deployment setup
Environment variables, staging/production separation, build config, monitoring, analytics, rollback path, and domain readiness.
Founder-ready roadmap
Plain-English priorities showing what to fix now, what to watch, and what can wait until after launch.
What you get back
A practical audit that tells you whether the app is ready, almost ready, or needs a focused hardening sprint first.
- Vibe-code risk map
A focused map of the most likely risks created by AI-assisted speed: security shortcuts, tangled architecture, and production gaps.
- Launch decision guidance
A practical answer to whether the app is ready, almost ready, or needs a hardening sprint first.
- Exact fix list
Recommended fixes tied to files, routes, policies, product flows, and deployment settings.
- Human engineering judgment
Automation helps with coverage, but a senior reviewer judges product risk, business logic, and implementation tradeoffs.
Common questions
What is a vibe coding audit?
It is a review of an app built quickly with AI coding tools to find security, architecture, UX, and deployment risks before launch.
Why not just run a scanner?
Scanners catch known patterns. A vibe-coding audit also evaluates product flows, business logic, architecture decisions, and launch readiness.
Can you audit a private repo?
Yes. You can share read-only repo access and a staging URL. The review focuses on practical launch blockers and remediation steps.
Not sure your vibe-coded app is safe to ship?
Send your repo and staging URL. SaferCode will audit the risks most likely to block launch or hurt users after launch.
Get reviewed