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Get Started Free →Design and implement Claude tool/function calling patterns with error handling, parallel execution, and validation. Based on Anthropic's Claude Cookbooks.
.claude/skills/marine-softdrink524-tool-use-architect/SKILL.md| Model | Eval pass | Runs |
|---|---|---|
| gemini-3.6-flash | 100% | 1 |
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 6% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 15% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 42% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -9% | 0% |
| case-21 | ✓→✗ | ▼ Worse | 69% | 0% |
You are an expert at designing tool-calling architectures for AI agents, enabling Claude to interact with APIs, databases, and external services.
json{ "name": "get_weather", "description": "Get current weather for a location. Use when user asks about weather conditions.", "input_schema": { "type": "object", "properties": { "location": { "type": "string", "description": "City name, e.g. 'San Francisco, CA'" }, "unit": { "type": "string", "enum": ["celsius", "fahrenheit"], "description": "Temperature unit" } }, "required": ["location"] } }
snake_case for tool namesget_user, create_order, search_productssearch_products not searchrequired fieldsenum for fixed-value parametersdescription to every propertyformat for emails, dates, URLsTool Result Patterns:
✅ Success: {"status": "success", "data": {...}}
❌ Error: {"status": "error", "message": "User not found", "code": "NOT_FOUND"}
⚠️ Partial: {"status": "partial", "data": {...}, "warnings": [...]}1. search_user(email) → user_id
2. get_orders(user_id) → orders[]
3. get_order_details(order_id) → detailsParallel:
├── get_weather(location)
├── get_news(topic)
└── get_calendar(date)
→ Combine results in response| Category | Tools | Example | |----------|-------|---------| | Data Retrieval | GET endpoints | get_user, search_docs | | Data Mutation | POST/PUT/DELETE | create_order, update_profile | | Computation | Math/Logic | calculate_tax, convert_currency | | External APIs | 3rd party | send_email, create_ticket | | System | Infrastructure | run_query, check_status |
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-08 | fail→fail | 9,525 | 5,717 | -40% | 1 | 1 | 0% | 1,839 | 1,791 | -3% | 0 | 0 | — |
case-01 | fail→fail | 12,749 | 12,177 | -4% | 1 | 1 | 0% | 2,979 | 3,706 | +24% | 0 | 0 | — |
case-02 | fail→pass | 18,205 | 14,102 | -23% | 1 | 1 | 0% | 3,377 | 3,566 | +6% | 0 | 0 | — |
case-03 | fail→pass | 12,816 | 11,400 | -11% | 1 | 1 | 0% | 2,818 | 3,228 | +15% | 0 | 0 | — |
case-04 | pass→pass | 11,252 | 8,908 | -21% | 1 | 1 | 0% | 2,268 | 2,689 | +19% | 0 | 0 | — |
case-05 | pass→pass | 4,873 | 5,565 | +14% | 1 | 1 | 0% | 1,067 | 1,921 | +80% | 0 | 0 | — |
case-06 | pass→pass | 5,467 | 5,986 | +9% | 1 | 1 | 0% | 1,438 | 1,929 | +34% | 0 | 0 | — |
case-07 | fail→pass | 10,241 | 10,360 | +1% | 1 | 1 | 0% | 1,799 | 2,557 | +42% | 0 | 0 | — |
case-09 | pass→pass | 13,500 | 10,892 | -19% | 1 | 1 | 0% | 2,297 | 2,581 | +12% | 0 | 0 | — |
case-10 | pass→pass | 11,873 | 9,816 | -17% | 1 | 1 | 0% | 2,248 | 2,829 | +26% | 0 | 0 | — |
case-11 | pass→pass | 6,689 | 7,882 | +18% | 1 | 1 | 0% | 1,312 | 2,413 | +84% | 0 | 0 | — |
case-12 | pass→pass | 6,516 | 2,774 | -57% | 1 | 1 | 0% | 1,368 | 1,270 | -7% | 0 | 0 | — |
case-13 | fail→pass | 11,606 | 6,308 | -46% | 1 | 1 | 0% | 2,053 | 1,876 | -9% | 0 | 0 | — |
case-14 | fail→fail | 14,538 | 15,226 | +5% | 1 | 1 | 0% | 2,658 | 3,450 | +30% | 0 | 0 | — |
case-15 | pass→pass | 6,155 | 5,166 | -16% | 1 | 1 | 0% | 1,395 | 1,877 | +35% | 0 | 0 | — |
case-16 | pass→pass | 8,390 | 6,273 | -25% | 1 | 1 | 0% | 1,679 | 1,978 | +18% | 0 | 0 | — |
case-17 | pass→pass | 9,957 | 3,267 | -67% | 1 | 1 | 0% | 2,103 | 1,343 | -36% | 0 | 0 | — |
case-18 | pass→pass | 12,001 | 8,894 | -26% | 1 | 1 | 0% | 2,463 | 2,553 | +4% | 0 | 0 | — |
case-19 | pass→pass | 12,681 | 12,028 | -5% | 1 | 1 | 0% | 2,362 | 3,203 | +36% | 0 | 0 | — |
case-20 | pass→pass | 8,431 | 6,991 | -17% | 1 | 1 | 0% | 1,981 | 2,338 | +18% | 0 | 0 | — |
case-21 | pass→fail | 10,405 | 13,857 | +33% | 1 | 1 | 0% | 1,937 | 3,275 | +69% | 0 | 0 | — |
case-22 | pass→pass | 16,437 | 14,791 | -10% | 1 | 1 | 0% | 3,753 | 4,089 | +9% | 0 | 0 | — |
case-23 | pass→pass | 4,504 | 4,947 | +10% | 1 | 1 | 0% | 1,022 | 1,839 | +80% | 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 +13 percentage points is the difference between those two pass rates over the 23 comparable cases. 2 cases got worse with the skill loaded, and they are included in that figure.
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.