QualityEssential5-point gate · Any stack
Review AI code like a rival wrote it
Agents produce plausible code — plausible is not correct.
Use this when
An API that doesn't exist in the installed version
A helper duplicated because the agent didn't search
A diff touching files the task never mentioned
The quality gate
- Every AI-suggested API call verified against real docs (hallucination check)
- Dead code, unused imports, and duplicate helpers deleted before merge
- Error paths genuinely handled — not try/catch-log-continue
- Zero behavior changes outside the task's stated scope (diff read fully)
- No pasted blocks of unknown origin or incompatible license
Prove it: Pick three APIs from the diff at random and find them in the official docs for the installed version.
Install or copy
Save the download as ai-code-review/SKILL.md in your agent's supported skills directory, or copy the complete package below. Load it only when its description matches the work.
Portable SKILL.md
--- name: ai-code-review description: "Applies “Review AI code like a rival wrote it” as a repeatable product-quality gate. Use during quality work when agents produce plausible code — plausible is not correct." --- # Review AI code like a rival wrote it Apply this skill during **Quality** work. It supports Any stack. Agents produce plausible code — plausible is not correct. ## Instructions Review AI-generated code as if a very confident junior from a rival team wrote it. First, hallucination-check: every API, prop, and config key must exist in the installed version — verify against real docs, not the agent's confidence. Second, read the whole diff, not the summary: agents make silent out-of-scope changes; anything beyond the task gets reverted. Third, delete the scaffolding: dead code, unused imports, duplicated helpers the agent didn't know existed — search before accepting a 'new' utility. Fourth, inspect error handling: catch-log-continue is not handling, it's hiding. Fifth, reject pasted blocks of unknown origin. The bar is unchanged from human code: you sign what you merge. ## Detect the problem - An API that doesn't exist in the installed version - A helper duplicated because the agent didn't search - A diff touching files the task never mentioned ## Hold the gate Do not declare this phase complete until every item passes: - [ ] Every AI-suggested API call verified against real docs (hallucination check) - [ ] Dead code, unused imports, and duplicate helpers deleted before merge - [ ] Error paths genuinely handled — not try/catch-log-continue - [ ] Zero behavior changes outside the task's stated scope (diff read fully) - [ ] No pasted blocks of unknown origin or incompatible license ## Verify the result Pick three APIs from the diff at random and find them in the official docs for the installed version.
More quality skills
Want this quality gate applied to a real product decision?
Start a First Loop