SKILL.md
Pattern Discovery Skill
Purpose
Enforce pattern-first development by checking the Pattern library before implementing new functionality. This reduces code duplication, ensures consistency, and leverages battle-tested solutions.
When to Use
Invoke this skill when:
- About to create a new API route
- About to create a new UI component
- About to add database operations
- About to write integration tests
- User asks "how do I implement..." or "how should I build..."
- Starting work on any feature implementation
Pattern Discovery Protocol
ALWAYS follow this sequence before writing new code:
Step 1: Check Pattern Library
Search patterns_library/ for existing patterns:
# Find patterns by category
ls patterns_library/api/ # API route patterns
ls patterns_library/ui/ # UI component patterns
ls patterns_library/database/ # Database operation patterns
ls patterns_library/testing/ # Testing patterns
Step 2: Review Pattern Index
Check patterns_library/README.md for the complete pattern index:
| Category | Patterns Available |
|---|---|
| API | User Context, Admin Context, Webhook Handler, Zod Validation, Bonus Content |
| UI | Authenticated Page, Form with Validation, Data Table, Marketing Page |
| Database | RLS Migration, Prisma Transaction, Server Component Access |
| Testing | API Integration Test, E2E User Flow |
| Security | Input Sanitization, Rate Limiting, Secrets Management |
| CI | GitHub Actions Workflow, Deployment Pipeline |
| Config | Environment Config, Structured Logging |
Step 3: Apply or Escalate
If pattern exists:
- Read the pattern file
- Copy the code pattern
- Follow the customization guide
- Run validation commands
If pattern is missing:
- Search codebase for similar implementations
- If found, consider extracting as new pattern (BSA/ARCHitect only)
- If not found, implement from scratch following existing conventions
- Report pattern gap to BSA for future extraction
Pattern Library Structure
patterns_library/
├── README.md # Pattern index and usage guide
├── api/
│ ├── user-context-api.md
│ ├── admin-context-api.md
│ ├── webhook-handler.md
│ ├── zod-validation-api.md
│ └── bonus-content-delivery.md
├── ui/
│ ├── authenticated-page.md
│ ├── form-with-validation.md
│ ├── data-table.md
│ └── marketing-page.md
├── database/
│ ├── rls-migration.md
│ ├── prisma-transaction.md
│ └── server-component-direct-access.md
├── testing/
│ ├── api-integration-test.md
│ └── e2e-user-flow.md
├── security/
│ ├── input-sanitization.md
│ ├── rate-limiting.md
│ └── secrets-management.md
├── ci/
│ ├── github-actions-workflow.md
│ └── deployment-pipeline.md
└── config/
├── environment-config.md
└── structured-logging.md
Pattern Matching Guide
| If you need to... | Use this pattern |
|---|---|
| Create authenticated API endpoint | api/user-context-api.md |
| Create admin-only API endpoint | api/admin-context-api.md |
| Handle external webhooks | api/webhook-handler.md |
| Validate API input with Zod | api/zod-validation-api.md |
| Serve private downloadable content | api/bonus-content-delivery.md |
| Create protected page | ui/authenticated-page.md |
| Build form with validation | ui/form-with-validation.md |
| Display paginated data | ui/data-table.md |
| Create marketing/landing page | ui/marketing-page.md |
| Add new table with RLS | database/rls-migration.md |
| Run multi-step DB operations | database/prisma-transaction.md |
| Test API endpoints | testing/api-integration-test.md |
| Write E2E user flow tests | testing/e2e-user-flow.md |
| Sanitize user input | security/input-sanitization.md |
| Add API rate limiting | security/rate-limiting.md |
| Manage secrets/env vars | security/secrets-management.md |
| Set up CI/CD pipeline | ci/github-actions-workflow.md |
| Configure deployment stages | ci/deployment-pipeline.md |
| Load environment configuration | config/environment-config.md |
| Add structured logging | config/structured-logging.md |
Security Requirements
All patterns enforce:
- RLS Context - Database operations use
withUserContext,withAdminContext, orwithSystemContext - Authentication - Protected routes verify auth before processing
- Input Validation - All inputs validated with Zod schemas
- Error Handling - Comprehensive error handling with proper status codes
Validation Commands
After applying a pattern, run:
yarn lint && yarn type-check # All patterns
yarn test:integration # API patterns
yarn test:e2e # UI patterns
Authoritative Reference
- Pattern Index:
patterns_library/README.md - RLS Patterns: See
rls-patternsskill for database security - Frontend Patterns: See
frontend-patternsskill for UI conventions