Describe your app's characteristics
Enter your tech stack, whether it has tests, documentation, authentication, or payments, and list known issues one per line.
CURSOR / GITHUB COPILOT / REPLIT / LOVABLE COMPARISONS
Vibe to Code
Describe your vibe-coded app's characteristics — stack, tests, docs, auth, payments, and known issues — and get a structured architecture outline, prioritized technical-debt list, and next steps for a clean developer handoff.
- Updates live — no submit button
- Rules-based, not AI-generated text
- All input stays in your browser
Results update automatically as you change any field.
Handoff readiness score 0/100
Architecture outline
Prioritized technical debt
Suggested next steps
How it works
Rules-based generation builds your plan
A handoff readiness score is computed from your inputs, a general architecture outline is tailored to your stack and flags, and known issues are matched against common patterns (security, performance, bugs, duplication) to generate a prioritized debt list.
Get a structured migration plan
See your readiness score, a documented architecture outline ready to drop into a README, a High/Medium/Low prioritized technical-debt list, and concrete next steps.
Continue learning: AI coding tool limitations compared · Which AI coding tool is best for MVP development?
Frequently asked questions
Is the generated text written by an AI model?
No — this tool uses transparent, rules-based logic that matches your inputs against known patterns (e.g. keywords like "crash" or "slow" in your listed issues) to generate the outline and debt list. It runs entirely in your browser.
What does the readiness score measure?
How close your app is to being ready for a clean developer handoff, based on the presence of tests and documentation, the number of known issues, and whether it has authentication or payments (both of which need a security review before handoff).
My known issues weren't matched to a specific debt item — why?
The tool matches common keywords (secrets, performance, crashes, duplication, style) to generate specific guidance. An unmatched issue still appears in the debt list as a general "investigate and triage" item so nothing is dropped.
Does this actually restructure my code?
No — it generates a planning document (architecture outline, prioritized debt list, next steps) for you or a developer to act on. It doesn't touch your codebase.
Should I use this before or after choosing to hand off to developers?
Either — running it before a handoff gives you a documentation head start that makes the handoff faster and cheaper; running it after helps a new developer get oriented quickly.
How We Compare
| Feature | MVPHub | Hiring a developer to audit the codebase manually | Generic technical-debt checklist templates |
|---|---|---|---|
| Generates a plan from your specific app characteristics | Included | Included | Not included |
| Instant and free | Included | Not included | Included |
| Prioritized by severity (High/Medium/Low) | Included | Limited | Not included |
| Built specifically for vibe-coded app handoffs | Included | Not included | Not included |
A manual developer audit is thorough but costs time and money before you even know the scope, and generic checklists aren't tailored to your app. MVPHub gives an instant, specific starting plan from your own inputs.
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