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Get Started Free →Agile product ownership toolkit for Senior Product Owner including INVEST-compliant user story generation, sprint planning, backlog management, and velocity tracking. Use for story writing, sprint planning, stakeholder communication, and agile ceremonies.
.claude/skills/davila7-agile-product-owner/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | -50% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -64% | 0% |
| case-15 | ✗→✓ | ▲ Improved | -73% | 0% |
| case-16 | ✗→✓ | ▲ Improved | -70% | 0% |
| case-20 | ✗→✓ | ▲ Improved | -54% | 0% |
Complete toolkit for Product Owners to excel at backlog management and sprint execution.
Generates well-formed user stories with acceptance criteria from epics.
Usage:
python scripts/user_story_generator.pypython scripts/user_story_generator.py sprint [capacity]Features:
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | 5,523 | 6,842 | +24% | 1 | 1 | 0% | 1,026 | 550 | -46% | 0 | 0 | — |
case-02 | fail→pass | 5,147 | 1,666 | -68% | 1 | 1 | 0% | 917 | 456 | -50% | 0 | 0 | — |
case-03 | fail→pass | 7,060 | 1,608 | -77% | 1 | 1 | 0% | 1,138 | 407 | -64% | 0 | 0 | — |
case-04 | pass→pass | 5,737 | 2,888 | -50% | 1 | 1 | 0% | 861 | 645 | -25% | 0 | 0 | — |
case-05 | pass→pass | 9,680 | 5,709 | -41% | 1 | 1 | 0% | 1,926 | 1,079 | -44% | 0 | 0 | — |
case-06 | pass→pass | 12,728 | 5,341 | -58% | 1 | 1 | 0% | 1,990 | 1,043 | -48% | 0 | 0 | — |
case-07 | pass→pass | 22,538 | 7,893 | -65% | 1 | 1 | 0% | 2,068 | 1,539 | -26% | 0 | 0 | — |
case-08 | pass→pass | 14,816 | 8,459 | -43% | 1 | 1 | 0% | 2,452 | 1,492 | -39% | 0 | 0 | — |
case-09 | pass→pass | 5,368 | 1,766 | -67% | 1 | 1 | 0% | 879 | 408 | -54% | 0 | 0 | — |
case-10 | pass→pass | 6,728 | 1,953 | -71% | 1 | 1 | 0% | 1,139 | 472 | -59% | 0 | 0 | — |
case-11 | pass→pass | 3,577 | 4,802 | +34% | 1 | 1 | 0% | 543 | 865 | +59% | 0 | 0 | — |
case-12 | pass→pass | 3,965 | 2,696 | -32% | 1 | 1 | 0% | 567 | 578 | +2% | 0 | 0 | — |
case-13 | pass→pass | 5,525 | 4,032 | -27% | 1 | 1 | 0% | 921 | 728 | -21% | 0 | 0 | — |
case-14 | pass→pass | 2,891 | 4,421 | +53% | 1 | 1 | 0% | 545 | 554 | +2% | 0 | 0 | — |
case-15 | fail→pass | 12,223 | 2,081 | -83% | 1 | 1 | 0% | 1,949 | 535 | -73% | 0 | 0 | — |
case-16 | fail→pass | 7,992 | 1,918 | -76% | 1 | 1 | 0% | 1,443 | 432 | -70% | 0 | 0 | — |
case-17 | pass→pass | 2,772 | 2,738 | -1% | 1 | 1 | 0% | 379 | 538 | +42% | 0 | 0 | — |
case-18 | pass→pass | 3,977 | 3,591 | -10% | 1 | 1 | 0% | 663 | 684 | +3% | 0 | 0 | — |
case-24 | pass→pass | 19,293 | 14,136 | -27% | 1 | 1 | 0% | 3,283 | 2,690 | -18% | 0 | 0 | — |
case-19 | pass→pass | 7,225 | 6,437 | -11% | 1 | 1 | 0% | 1,519 | 1,516 | -0% | 0 | 0 | — |
case-20 | fail→pass | 6,378 | 1,914 | -70% | 1 | 1 | 0% | 1,066 | 495 | -54% | 0 | 0 | — |
case-21 | fail→pass | 2,745 | 1,180 | -57% | 1 | 1 | 0% | 375 | 341 | -9% | 0 | 0 | — |
case-22 | pass→pass | 13,544 | 14,676 | +8% | 1 | 1 | 0% | 2,447 | 2,722 | +11% | 0 | 0 | — |
case-23 | pass→pass | 16,837 | 12,026 | -29% | 1 | 1 | 0% | 3,927 | 2,805 | -29% | 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. 24 cases were attempted. The headline lift of +25 percentage points is the difference between those two pass rates over the 24 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.