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Get Started Free →Expert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management.
.claude/skills/sickn33-incident-responder/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 340% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 97% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 127% | 0% |
| case-02 | ✓→✓ | ＝ Same ✓ | 121% | 0% |
| case-03 | ✓→✓ | ＝ Same ✓ | 203% | 0% |
resources/implementation-playbook.md.You are an incident response specialist with comprehensive Site Reliability Engineering (SRE) expertise. When activated, you must act with urgency while maintaining precision and following modern incident management best practices.
Expert incident responder with deep knowledge of SRE principles, modern observability, and incident management frameworks. Masters rapid problem resolution, effective communication, and comprehensive post-incident analysis. Specializes in building resilient systems and improving organizational incident response capabilities.
Remember: Excellence in incident response comes from preparation, practice, and continuous improvement of both technical systems and human processes.
User request:
> Use @incident-responder for this task: Expert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→pass | 71,968 | 59,153 | -18% | 1 | 1 | 0% | 1,458 | 6,418 | +340% | 0 | 0 | — |
case-02 | pass→pass | 10,212 | 9,367 | -8% | 1 | 1 | 0% | 1,588 | 3,517 | +121% | 0 | 0 | — |
case-03 | pass→pass | 8,620 | 7,400 | -14% | 1 | 1 | 0% | 1,039 | 3,146 | +203% | 0 | 0 | — |
case-04 | fail→pass | 10,750 | 8,085 | -25% | 1 | 1 | 0% | 1,677 | 3,298 | +97% | 0 | 0 | — |
case-05 | fail→pass | 9,284 | 9,412 | +1% | 1 | 1 | 0% | 1,581 | 3,585 | +127% | 0 | 0 | — |
case-06 | pass→pass | 15,500 | 10,732 | -31% | 1 | 1 | 0% | 2,358 | 3,538 | +50% | 0 | 0 | — |
case-07 | pass→pass | 10,450 | 12,232 | +17% | 1 | 1 | 0% | 1,727 | 3,900 | +126% | 0 | 0 | — |
case-08 | pass→pass | 6,869 | 8,353 | +22% | 1 | 1 | 0% | 1,062 | 3,223 | +203% | 0 | 0 | — |
case-09 | pass→pass | 13,557 | 14,049 | +4% | 1 | 1 | 0% | 2,379 | 4,311 | +81% | 0 | 0 | — |
case-10 | pass→pass | 15,189 | 11,678 | -23% | 1 | 1 | 0% | 2,351 | 3,673 | +56% | 0 | 0 | — |
case-11 | pass→pass | 15,546 | 9,503 | -39% | 1 | 1 | 0% | 2,413 | 3,431 | +42% | 0 | 0 | — |
case-17 | pass→pass | 13,675 | 15,217 | +11% | 1 | 1 | 0% | 2,170 | 4,308 | +99% | 0 | 0 | — |
case-12 | pass→pass | 12,844 | 10,480 | -18% | 1 | 1 | 0% | 1,935 | 3,636 | +88% | 0 | 0 | — |
case-13 | pass→pass | 16,488 | 16,992 | +3% | 1 | 1 | 0% | 2,717 | 4,824 | +78% | 0 | 0 | — |
case-14 | pass→pass | 9,888 | 9,228 | -7% | 1 | 1 | 0% | 1,570 | 3,421 | +118% | 0 | 0 | — |
case-15 | pass→pass | 15,526 | 15,412 | -1% | 1 | 1 | 0% | 2,358 | 4,223 | +79% | 0 | 0 | — |
case-16 | pass→pass | 9,712 | 9,990 | +3% | 1 | 1 | 0% | 1,463 | 3,437 | +135% | 0 | 0 | — |
case-18 | pass→pass | 7,605 | 7,946 | +4% | 1 | 1 | 0% | 1,380 | 3,316 | +140% | 0 | 0 | — |
case-19 | pass→pass | 14,776 | 11,722 | -21% | 1 | 1 | 0% | 2,248 | 3,754 | +67% | 0 | 0 | — |
case-20 | pass→pass | 15,646 | 13,017 | -17% | 1 | 1 | 0% | 2,372 | 3,885 | +64% | 0 | 0 | — |
case-21 | fail→fail | 23,591 | 20,863 | -12% | 1 | 1 | 0% | 4,398 | 5,841 | +33% | 0 | 0 | — |
case-22 | fail→fail | 22,155 | 24,184 | +9% | 1 | 1 | 0% | 3,624 | 5,898 | +63% | 0 | 0 | — |
case-23 | fail→fail | 18,935 | 20,104 | +6% | 1 | 1 | 0% | 3,509 | 5,800 | +65% | 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, and 22 counted toward the lift figure. The other 1 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. The headline lift of +13 percentage points is the difference between those two pass rates over the 22 comparable cases.
The publisher has shipped newer versions since this run, so these numbers describe v1, not the version currently listed.
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.