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Research before coding: check existing code, docs, and libraries first
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Based on SOC occupation classification
Debug frontend vanilla JS issues - console errors, rendering bugs, SPA navigation, WebSocket
Automates the process of setting up the first admin user or adding new admins via the bootstrap endpoint. Includes a Python script for easy execution.
Push to remote and wait for CI to pass. If CI fails, read logs, fix bugs, and re-push. Repeat until green.
Use when building or debugging LangGraph multi-agent systems - eval-first execution, task decomposition, model routing by complexity, and cost discipline
Use when AI agent modifies API routes or backend logic - catch systematic blind spots where the same model writes and reviews code
Use when making or recording significant architectural decisions - capture context, alternatives, and rationale as structured ADRs
| name | search-first |
| description | Research before coding: check existing code, docs, and libraries first |
| Approach | When |
|---|---|
| Adopt | Existing solution fits perfectly |
| Extend | Existing solution needs minor changes |
| Build | No existing solution, or none fits |
# Search codebase
rg "pattern" --type py core/ api/
rg "pattern" --type js web/js/
# Check if a function exists
rg "def function_name" --type py
# Find where something is used
rg "function_name" --type py core/ api/ tests/
# Check installed packages
pip list | grep -i "keyword"
core/database/ (raw psycopg2) + core/orm/ (SQLAlchemy)api/routers/ (FastAPI endpoints)web/js/ (vanilla JS modules)tests/ (pytest) + pw_test/ (Playwright).env + core/database/connection.py