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Get Started Free →(구명칭 호환 스텁) `moai-seller:commerce-marketplace-coupang-ads`로 이름 변경됨. 직접 호출하지 않는다.
.claude/skills/modu-ai-commerce-coupang-ad-optimizer/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✓→✗ | ▼ Worse | -9% | 0% |
| case-21 | ✓→✓ | ＝ Same ✓ | 1% | 0% |
| case-22 | ✓→✓ | ＝ Same ✓ | -17% | 0% |
| case-23 | ✓→✓ | ＝ Same ✓ | 4% | 0% |
| case-03 | ✓→✓ | ＝ Same ✓ | 15% | 0% |
이 스킬은 moai-seller:commerce-marketplace-coupang-ads로 이름이 변경되었습니다 (marketplace- 패밀리 편입). 쿠팡 광고 최적화 작업은 moai-seller:commerce-marketplace-coupang-ads를 사용하세요. 이 스텁은 기존 호출 호환을 위해 유지됩니다.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-21 | pass→pass | 13,828 | 12,530 | -9% | 1 | 1 | 0% | 2,388 | 2,416 | +1% | 0 | 0 | — |
case-22 | pass→pass | 19,458 | 14,339 | -26% | 1 | 1 | 0% | 3,024 | 2,511 | -17% | 0 | 0 | — |
case-23 | pass→pass | 16,445 | 16,652 | +1% | 1 | 1 | 0% | 2,521 | 2,630 | +4% | 0 | 0 | — |
case-03 | pass→pass | 11,215 | 11,621 | +4% | 1 | 1 | 0% | 1,167 | 1,344 | +15% | 0 | 0 | — |
case-01 | pass→pass | 4,549 | 9,290 | +104% | 1 | 1 | 0% | 899 | 724 | -19% | 0 | 0 | — |
case-02 | pass→pass | 13,899 | 4,865 | -65% | 1 | 1 | 0% | 1,713 | 876 | -49% | 0 | 0 | — |
case-04 | pass→pass | 14,770 | 11,294 | -24% | 1 | 1 | 0% | 1,811 | 1,266 | -30% | 0 | 0 | — |
case-05 | pass→pass | 5,056 | 5,767 | +14% | 1 | 1 | 0% | 993 | 1,125 | +13% | 0 | 0 | — |
case-06 | fail→fail | 10,971 | 15,779 | +44% | 1 | 1 | 0% | 1,118 | 2,051 | +83% | 0 | 0 | — |
case-07 | pass→fail | 5,053 | 9,369 | +85% | 1 | 1 | 0% | 955 | 868 | -9% | 0 | 0 | — |
case-08 | pass→pass | 7,637 | 9,685 | +27% | 1 | 1 | 0% | 835 | 899 | +8% | 0 | 0 | — |
case-09 | pass→pass | 8,302 | 8,751 | +5% | 1 | 1 | 0% | 1,632 | 669 | -59% | 0 | 0 | — |
case-10 | pass→pass | 9,926 | 13,411 | +35% | 1 | 1 | 0% | 1,602 | 1,585 | -1% | 0 | 0 | — |
case-11 | pass→pass | 14,985 | 9,055 | -40% | 1 | 1 | 0% | 1,677 | 1,689 | +1% | 0 | 0 | — |
case-12 | pass→pass | 10,791 | 13,160 | +22% | 1 | 1 | 0% | 1,795 | 1,440 | -20% | 0 | 0 | — |
case-13 | pass→pass | 10,485 | 10,080 | -4% | 1 | 1 | 0% | 868 | 847 | -2% | 0 | 0 | — |
case-14 | pass→pass | 6,928 | 10,256 | +48% | 1 | 1 | 0% | 1,166 | 957 | -18% | 0 | 0 | — |
case-15 | pass→pass | 5,460 | 9,116 | +67% | 1 | 1 | 0% | 849 | 663 | -22% | 0 | 0 | — |
case-16 | pass→pass | 12,286 | 11,078 | -10% | 1 | 1 | 0% | 1,148 | 1,087 | -5% | 0 | 0 | — |
case-17 | pass→pass | 6,687 | 11,776 | +76% | 1 | 1 | 0% | 1,112 | 1,256 | +13% | 0 | 0 | — |
case-18 | pass→pass | 7,058 | 12,200 | +73% | 1 | 1 | 0% | 1,043 | 1,192 | +14% | 0 | 0 | — |
case-19 | fail→fail | 11,951 | 11,473 | -4% | 1 | 1 | 0% | 1,151 | 1,080 | -6% | 0 | 0 | — |
case-20 | pass→pass | 12,303 | 10,451 | -15% | 1 | 1 | 0% | 2,215 | 1,792 | -19% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 23 cases were attempted. The headline lift of -100 percentage points is the difference between those two pass rates over the 23 comparable cases. 1 case got worse with the skill loaded, and it is included in that figure.
Other measured skills in the registry, with their headline benchmark lift.