| name | search-builder |
| description | Build and extend the search system. Use when adding search routes, indexing, ranking, filters, or search analytics. |
| category | build |
| step | 9 |
| version | v1.0 |
| inputs | ["user request","existing backend/app/search/ structure","database/schemas/search.sql","api/contracts/search.json"] |
| outputs | ["Search routes (backend/app/search/routes.py)","Search services (backend/app/search/services.py)","Search indexing (backend/app/search/indexing.py)","Search ranking (backend/app/search/ranking.py)","Frontend search components"] |
Search Builder Skill
Purpose
Build and extend the search and discovery system for DZIRE_v1.
When To Use
- Add new search filters or sort options
- Update search ranking weights
- Rebuild or update the search index
- Add search analytics or admin insights
- Build search UI components (SearchBar, SearchResults, SearchFilters)
Source Structure
backend/app/search/
├── models.py — SearchIndex, SearchQueryLog ORM models
├── schemas.py — Pydantic request/response schemas
├── routes.py — FastAPI route handlers
├── services.py — Business logic
├── indexing.py — Index population and refresh
└── ranking.py — Weighted ranking score computation
Ranking Formula
score = title_match*3 + tag_match*2 + category_match*1.5 + recency + popularity + seo_score + personalization
Conventions
- Follow existing FastAPI + SQLAlchemy async patterns
- Use Pydantic v2
model_validate() for ORM → schema conversion
- Register router in
backend/app/main.py under # Step 9 routers
- See
docs/search.md for full documentation
References
