Answer the 5-category checklist
Test coverage, error handling, auth review, secrets management, and dependency review are each rated yes/partial/no.
PRODUCTION-READINESS AUDIT
Vibe-Coded App Production-Readiness Audit
Answer a 5-category checklist about your AI-generated app and get a calculated production-readiness score with a detailed breakdown.
- Uses your inputs in a transparent calculation
- Instant result with practical next steps
- No signup required
Planning guidance only. Validate important decisions with customer evidence and your delivery team.
YOUR INPUTS
Build your result
Complete every field. The result updates only when you choose Calculate.
How it works
We calculate a weighted score
Each category is worth an equal share of 100 points, with partial credit for partial coverage, giving a transparent 0-100 score.
Get category-specific remediation steps
Next steps target your weakest categories first, so the highest-risk gaps get addressed before new features.
Continue learning: Hidden risks of building an MVP entirely with AI · From AI-generated code to production-ready MVP
Frequently asked questions
Does this scan my actual code?
No. This audit is based entirely on the checklist answers you provide — it does not scan your actual codebase, dependencies, or infrastructure. Accuracy depends on how honestly you answer each category.
Why is authentication review weighted the same as the others?
All 5 categories represent genuinely distinct risk areas, so each carries an equal 20-point share. If you want to prioritise, treat auth and secrets management as the two to fix first regardless of overall score.
What does 'partial' credit mean?
Partial answers score half the category's points — for example some tests but big gaps, or dependencies spot-checked but not systematically reviewed.
Is a low score a reason to panic?
No — most AI-generated apps start with real gaps in these categories. The score is meant to focus a hardening pass, not to be a verdict on the app's viability.
How is this different from a security scanner?
A scanner inspects real code and dependencies automatically. This tool is a structured self-assessment checklist — faster, but only as accurate as your answers.
How We Compare
| Feature | MVPHub | Cursor | Lovable |
|---|---|---|---|
| Multi-category weighted readiness score | Included | Not included | Not included |
| Per-category breakdown with remediation steps | Included | Not included | Not included |
| AI code generation | Not included | Included | Included |
| Automated dependency/security scanning | Not included | Limited | Limited |
Cursor and Lovable help generate application code but don't score its production-readiness. MVPHub's audit gives a fast, structured self-assessment across the categories that matter most before real users arrive.
Related tools
Embed this tool
Add this tool to your site with the canonical iframe below. It remains hosted and maintained by MVPHub.