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Get Started Free →Integration with Benchling laboratory information management system
.claude/skills/paperclipai-benchling-integration/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✓→✗ | ▼ Worse | 12% | 0% |
| case-07 | ✓→✗ | ▼ Worse | 47% | 0% |
| case-01 | ✓→✓ | ＝ Same ✓ | -20% | 0% |
| case-03 | ✓→✓ | ＝ Same ✓ | 30% | 0% |
| case-04 | ✓→✓ | ＝ Same ✓ | -20% | 0% |
name: benchling-integration description: > Integration with Benchling laboratory information management system metadata: sources:
repo: K-Dense-AI/claude-scientific-skills path: scientific-skills/benchling-integration/SKILL.md commit: 1531326a593a00addad9171707e9ed43ab89ea10 attribution: K-Dense Inc. license: MIT usage: referenced
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | pass→pass | 7,294 | 5,007 | -31% | 1 | 1 | 0% | 1,452 | 1,162 | -20% | 0 | 0 | — |
case-02 | pass→fail | 5,478 | 6,716 | +23% | 1 | 1 | 0% | 1,168 | 1,310 | +12% | 0 | 0 | — |
case-03 | pass→pass | 4,553 | 4,988 | +10% | 1 | 1 | 0% | 841 | 1,095 | +30% | 0 | 0 | — |
case-04 | pass→pass | 9,044 | 6,068 | -33% | 1 | 1 | 0% | 1,705 | 1,363 | -20% | 0 | 0 | — |
case-05 | pass→pass | 4,670 | 4,897 | +5% | 1 | 1 | 0% | 644 | 1,073 | +67% | 0 | 0 | — |
case-06 | fail→fail | 5,906 | 3,149 | -47% | 1 | 1 | 0% | 1,226 | 722 | -41% | 0 | 0 | — |
case-07 | pass→fail | 4,589 | 6,479 | +41% | 1 | 1 | 0% | 831 | 1,225 | +47% | 0 | 0 | — |
case-08 | pass→pass | 18,661 | 16,835 | -10% | 1 | 1 | 0% | 3,736 | 2,534 | -32% | 0 | 0 | — |
case-09 | pass→pass | 4,999 | 3,862 | -23% | 1 | 1 | 0% | 648 | 665 | +3% | 0 | 0 | — |
case-10 | pass→pass | 4,149 | 4,409 | +6% | 1 | 1 | 0% | 771 | 936 | +21% | 0 | 0 | — |
case-11 | pass→pass | 7,479 | 7,136 | -5% | 1 | 1 | 0% | 1,100 | 1,191 | +8% | 0 | 0 | — |
case-12 | pass→pass | 6,343 | 8,044 | +27% | 1 | 1 | 0% | 1,239 | 1,825 | +47% | 0 | 0 | — |
case-13 | fail→fail | 15,064 | 6,683 | -56% | 1 | 1 | 0% | 2,353 | 1,192 | -49% | 0 | 0 | — |
case-14 | fail→fail | 6,360 | 9,323 | +47% | 1 | 1 | 0% | 1,231 | 1,576 | +28% | 0 | 0 | — |
case-15 | pass→pass | 4,814 | 3,852 | -20% | 1 | 1 | 0% | 876 | 668 | -24% | 0 | 0 | — |
case-16 | pass→pass | 11,485 | 8,923 | -22% | 1 | 1 | 0% | 2,154 | 1,867 | -13% | 0 | 0 | — |
case-17 | pass→pass | 4,415 | 2,711 | -39% | 1 | 1 | 0% | 612 | 544 | -11% | 0 | 0 | — |
case-18 | fail→fail | 5,635 | 6,520 | +16% | 1 | 1 | 0% | 1,177 | 1,347 | +14% | 0 | 0 | — |
case-19 | pass→pass | 5,726 | 4,934 | -14% | 1 | 1 | 0% | 1,063 | 994 | -6% | 0 | 0 | — |
case-20 | pass→pass | 6,624 | 5,475 | -17% | 1 | 1 | 0% | 1,232 | 1,233 | +0% | 0 | 0 | — |
case-21 | pass→pass | 6,798 | 8,012 | +18% | 1 | 1 | 0% | 1,219 | 1,654 | +36% | 0 | 0 | — |
case-22 | pass→pass | 5,343 | 3,945 | -26% | 1 | 1 | 0% | 957 | 838 | -12% | 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 -100 percentage points is the difference between those two pass rates over the 22 comparable cases. 2 cases got worse with the skill loaded, and they are included in that figure.
Other measured skills in the registry, with their headline benchmark lift.