Pick your language and risk focus
Choose the language/framework you're reviewing (JavaScript, Python, Java, C#, Go, PHP, or generic) and tick the risk areas you want covered: security, hallucinated APIs, logic errors, performance, tests.
VIBE CODING / AI-ASSISTED DEVELOPMENT
AI Code QA Checklist Generator
Pick your language and the risk areas you care about, and get a tailored checklist for reviewing AI-generated code before you merge it — security gaps, hallucinated APIs, and logic errors included.
- Rule-based item bank, no API call
- Tailored to your language and risk focus
- Copy as a markdown checklist
Language / framework
Choose a language and risk areas, then click Generate checklist to see your tailored review list here.
Your checklist
How it works
A checklist is assembled from a fixed item bank
Rule-based selection pulls universal review items, your chosen risk-area items, and language-specific checks from a maintained item bank — not an AI call, so the same inputs always produce the same checklist.
Work through it and copy it into your PR
Items are grouped by section for a clear top-to-bottom review pass. Copy the whole checklist as markdown to paste into a PR description or your own review notes.
Continue learning: How AI coding changes MVP scope decisions · How to manage and version prompts in an AI product
Frequently asked questions
Does this call an LLM to build my checklist?
No. It selects items from a fixed, hand-maintained item bank based on your language and risk-area choices — entirely client-side, no API call.
Will this catch every AI coding mistake?
No single checklist can guarantee that. It focuses reviewer attention on the failure modes most common in AI-generated code — hallucinated APIs, silent error handling, and unverified business logic — as a structured starting point, not a substitute for reading the diff.
Why does the checklist change per language?
Common AI coding pitfalls differ by ecosystem — mutable default arguments in Python, unawaited Tasks in C#, discarded errors in Go — so the language-specific section swaps items to match.
Can I add my own items?
Copy the generated markdown into your own PR template or review doc and edit freely — this gives you a solid starting checklist, not a locked-down form.
Is my code or prompt sent anywhere?
No. This tool only asks for a language and risk-area selection, not your code — nothing is uploaded or stored server-side.
How We Compare
| Feature | MVPHub | Generic PR review templates | Manual mental checklist |
|---|---|---|---|
| Tailored to AI-generated code failure modes | Included | Not included | Limited |
| Filters by language/framework | Included | Not included | Not included |
| Covers hallucinated APIs/libraries specifically | Included | Not included | Not included |
| Copy-ready markdown checklist | Included | Limited | Not included |
Generic PR templates cover process, not AI-specific risks; reviewing from memory misses items under time pressure. MVPHub assembles a checklist scoped to your language and the risk areas unique to AI-assisted code.
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