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Pattern library discovery for pattern-first development. Use BEFORE implementing any new feature, creating components, writing API routes, or adding database operations. Ensures existing patterns are checked first.
Passed 17 of 20 test cases with the skill, and 5 of 20 without it.
and 15 more in the full report
14 fixed5 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
When a matching template is located in the pattern library, what are the three action steps to complete the task?
| Checked | Without skill | With skill |
|---|---|---|
| States the actions to copy, customize, and validate | Missed | Passed |
The instructions your model reads when the skill loads.
Enforce pattern-first development by checking the pattern library before implementing new functionality.
ALWAYS check patterns before writing new code:
ls patterns_library/api/ # API route patterns
ls patterns_library/ui/ # UI component patterns
ls patterns_library/database/ # Database patterns
ls patterns_library/testing/ # Testing patterns
See patterns_library/README.md for the complete index.
If pattern exists: Copy, customize, validate.
If missing: Search codebase, implement following conventions, report gap.
| If you need to... | Use this pattern |
|---|
test cases passed, vs 5 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.