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Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
Passed 17 of 22 test cases with the skill, and 11 of 22 without it.
and 4 more in the full report
6 fixed11 passed either way5 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are implementing search functionality for prediction markets that combines vector embedding generation with relational database fetching. Write a TypeScript service class that coordinates embedding generation, vector similarity matching, and repository data fetching.
| Checked | Without skill | With skill |
|---|---|---|
| The service class accepts a repository instance via constructor dependency injection. | Passed | Passed |
| The search method computes similarity scores and sorts fetched entities by matching score. | Missed | Passed |
The instructions your model reads when the skill loads.
Backend architecture patterns and best practices for scalable server-side applications.
// ✅ Resource-based URLs
GET /api/markets # List resources
GET /api/markets/:id # Get single resource
POST /api/markets # Create resource
PUT /api/markets/:id # Replace resource
PATCH /api/markets/:id # Update resource
DELETE /api/markets/:id # Delete resource
// ✅ Query parameters for filtering, sorting, pagination
GET /api/markets?status=active&sort=volume&limit=20&offset=0
// Abstract data access logic
interface MarketRepository {
findAll(filters?: MarketFilters): Promise<Market[]>
findById(id: string): Promise<Market | null>
create(data: CreateMarketDto): Promise<Market>
update(id: string, data: UpdateMarketDto): Promise<Market>
delete(id: string): Promise<void>
}
class SupabaseMarketRepository implements MarketRepository {
async findAll(filters?: MarketFilters): Promise<Market[]> {
let query = supabase.from('markets').select('*')
if (filters?.status) {
query = query.eq('status', filters.status)
}
test cases passed, vs 11 / 22 without
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