Readability checked is handled by this skill in a customer-readable, reusable workflow.
Duplication reviewed is handled by this skill in a customer-readable, reusable workflow.
What is this?
A demo can work while the code underneath is already becoming expensive to change. Code Quality Starter is the early review pass for AI-written code: naming, function size, duplication, side effects, error handling, logging safety, testability, and small refactor opportunities. It helps the buyer decide whether the code is good enough to keep building on, or whether the next feature will make the mess harder to repair.

When this helps
- Code quality findings
- Refactor suggestions
- Risk notes
- Next checks
- The app works in a demo, but every new change seems to break something else.
- The codebase is growing across more files and you are no longer sure whether the current foundation is safe to keep building on.
- You need an early review of what should be cleaned, separated, or rewritten before technical debt becomes expensive.
- It is not a full security audit or production release gate. It is a focused starter review for code quality.
Cleaner code direction -> Less hidden quality debt -> Better follow-up prompts
Asking AI whether code is good often returns broad advice, not the concrete risks a non-expert owner needs before trusting the work. Code Quality Starter is stronger because it produces focused findings, practical refactor suggestions, and risk notes that point to the next checks. The buyer can see where the code is fragile instead of relying on a vague reassurance. Boundary: It is not a full security audit or production release gate; it is a starter review for practical code quality.
Included interface patterns
A plain-English checklist for AI-generated code, diffs, and small fixes.
Naming, responsibility, duplication, errors, logs, testability, and verification checks.A safe planning template before non-trivial edits.
Scope, constraints, smallest safe change, verification command, and recovery note.A final report that tells the user what changed, what was verified, and what risk remains.
Clean-code handoff summary for owner review.