xiaohongshu
xiaohongshu
kpi-verification-pass-rate
KPI for measuring first-pass verification success. Tracks how often verification passes on the first attempt. Use to reduce wasted cycles from verification failures.
Full skill instructions
Definition: The percentage of times ./verify.sh passes on the first attempt.
Every failed verification attempt:
A high first-pass rate means fewer wasted cycles and faster development.
First-Pass Success Rate - Percentage of verification runs that pass without prior failures.
Formula:
Pass Rate = (Successful First Attempts) / (Total First Attempts) × 100%
| Performance | Pass Rate |
|---|---|
| Poor | <50% |
| Acceptable | 50-70% |
| Good | 70-90% |
| Excellent | >90% |
Before each verify run, note:
Track via CI metrics when available.
Before running full verification, run quick checks:
# Quick lint check (fastest)
npm run lint:check
# Type check (catches most issues)
npm run typecheck
These catch ~80% of issues in seconds.
After each code change:
# Run affected tests only
npm run test -- --only-changed
Configure your editor to show:
Catch issues before you even run verify.
Before importing a package:
# Check if it exists and exports what you need
ls packages/<package-name>/src
Don't assume a port exists - verify first.
Each failure is data:
Record patterns in typescript-coding skill.
| Stage | Common Causes | Prevention |
|---|---|---|
| Format | Forgot to format | Auto-format on save |
| Lint | Unused imports, missing types | Check lint before commit |
| Type | Wrong types, missing exports | Run typecheck frequently |
| Test | Logic errors, missing mocks | Write tests first |
| Build | Missing exports, circular deps | Check imports carefully |
Before running ./verify.sh:
xiaohongshu
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