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Get Started Free →ai-agent-campリポジトリの案内・オリエンテーションスキル。 「リポジトリ案内」「次のレッスンは？」「どこから始める」「ツールの違い」「aiagent概要」等のリクエストで発動。
.claude/skills/minicoohei-aiagent-guide/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -13% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -54% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -51% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -1% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -32% | 0% |
「リポジトリ案内」「次のレッスン」「どこから始める」「ツールの違い」「aiagent概要」
Use this skill to orient the user inside ai-agent-camp.
AGENTS.md.README.md if a broader overview is needed.aiagent-check-setup for environment readinessaiagent-lesson-runner for any start-* lesson idAGENTS.mdCLAUDE.md — Claude Code project instructionsdocs/codex-guide.md| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→pass | 10,728 | 8,021 | -25% | 1 | 1 | 0% | 1,806 | 1,567 | -13% | 0 | 0 | — |
case-02 | fail→pass | 19,775 | 7,655 | -61% | 1 | 1 | 0% | 3,025 | 1,390 | -54% | 0 | 0 | — |
case-03 | fail→pass | 17,915 | 7,438 | -58% | 1 | 1 | 0% | 2,798 | 1,360 | -51% | 0 | 0 | — |
case-04 | fail→pass | 8,191 | 5,851 | -29% | 1 | 1 | 0% | 1,266 | 1,253 | -1% | 0 | 0 | — |
case-05 | fail→pass | 9,720 | 4,861 | -50% | 1 | 1 | 0% | 1,619 | 1,100 | -32% | 0 | 0 | — |
case-06 | fail→pass | 14,288 | 6,632 | -54% | 1 | 1 | 0% | 1,673 | 1,333 | -20% | 0 | 0 | — |
case-07 | pass→pass | 9,752 | 4,887 | -50% | 1 | 1 | 0% | 1,439 | 1,036 | -28% | 0 | 0 | — |
case-08 | fail→pass | 11,778 | 5,575 | -53% | 1 | 1 | 0% | 1,981 | 1,115 | -44% | 0 | 0 | — |
case-09 | pass→pass | 7,543 | 5,540 | -27% | 1 | 1 | 0% | 1,136 | 1,024 | -10% | 0 | 0 | — |
case-10 | fail→pass | 8,339 | 4,087 | -51% | 1 | 1 | 0% | 1,297 | 837 | -35% | 0 | 0 | — |
case-11 | fail→pass | 12,460 | 5,121 | -59% | 1 | 1 | 0% | 2,033 | 993 | -51% | 0 | 0 | — |
case-12 | fail→pass | 15,754 | 5,671 | -64% | 1 | 1 | 0% | 2,370 | 1,067 | -55% | 0 | 0 | — |
case-13 | fail→pass | 8,491 | 2,904 | -66% | 1 | 1 | 0% | 1,167 | 639 | -45% | 0 | 0 | — |
case-14 | pass→pass | 10,663 | 4,873 | -54% | 1 | 1 | 0% | 1,728 | 958 | -45% | 0 | 0 | — |
case-15 | pass→pass | 4,365 | 3,055 | -30% | 1 | 1 | 0% | 600 | 670 | +12% | 0 | 0 | — |
case-16 | pass→pass | 10,047 | 4,924 | -51% | 1 | 1 | 0% | 1,624 | 1,043 | -36% | 0 | 0 | — |
case-17 | fail→pass | 8,885 | 3,276 | -63% | 1 | 1 | 0% | 1,336 | 783 | -41% | 0 | 0 | — |
case-18 | fail→pass | 6,838 | 6,722 | -2% | 1 | 1 | 0% | 958 | 1,222 | +28% | 0 | 0 | — |
case-19 | fail→pass | 21,709 | 4,136 | -81% | 1 | 1 | 0% | 1,373 | 892 | -35% | 0 | 0 | — |
case-20 | pass→pass | 12,433 | 6,084 | -51% | 1 | 1 | 0% | 1,389 | 1,251 | -10% | 0 | 0 | — |
case-21 | pass→pass | 14,376 | 9,680 | -33% | 1 | 1 | 0% | 2,721 | 2,040 | -25% | 0 | 0 | — |
case-22 | pass→pass | 14,543 | 10,423 | -28% | 1 | 1 | 0% | 2,681 | 2,298 | -14% | 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. 22 cases were attempted. The headline lift of +64 percentage points is the difference between those two pass rates over the 22 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.