Creates RPC-style endpoint following layered architecture (Controller → Manager → Repository). Use when creating new API endpoints or CRUD operations.
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Structured debugging runbook for backend services. Use when investigating production issues, API errors, performance problems, or when something broke and you need to find why.
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See how to installReview the instructions the agent will receive before you install.
Structured approach to investigating and fixing service issues. Symptoms in, root cause out.
Before touching code, collect:
Run these first — they catch 80% of issues:
# Recent deploys (did someone push something?)
git log --oneline -10
# Service health
curl -s http://localhost:8080/health | jq .
# Recent errors in logs
grep -i "error\|exception\|fatal" logs/app.log | tail -20
# Database connectivity
psql -h $DB_HOST -U $DB_USER -d $DB_NAME -c "SELECT 1"
# Environment variables (missing or wrong?)
env | grep -i "DB_\|API_\|SECRET_" | sort
| Symptom | Check First |
|---|---|
| 500 errors | Stack trace in logs → find the throwing line |
| 404 errors | Route registration → is the controller loaded? |
| 401/403 errors | Auth config → is @Secured correct? Token valid? |
| Slow response | Database → run EXPLAIN on the slow query |
| Timeout | External service → is the downstream API responding? |
| Data missing | Soft delete → is deleted_at set? Wrong query filter? |
| Service won't start | Bean creation → check @Factory and @Singleton wiring |
Use git bisect if it's a regression:
git bisect start
git bisect bad HEAD
git bisect good <last-known-good-commit>
# Test each commit until you find the one that broke it
Use grep to find related code:
# Find where the error message comes from
grep -r "error message text" --include="*.kt" src/
# Find all callers of a broken function
grep -r "functionName" --include="*.kt" src/
See
common-issues.mdfor a catalog of frequently seen bugs and their fixes.
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Creates RPC-style endpoint following layered architecture (Controller → Manager → Repository). Use when creating new API endpoints or CRUD operations.
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Write blog posts, guides, tutorials, and long-form content. Sounds like a real person, not AI. Use when the user wants polished written content.
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Design RPC-style APIs with layered architecture (Controller → Manager → Repository). Use when creating new API endpoints, designing API contracts, or reviewing API patterns.
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Run real browser QA with Playwright. Use when testing a frontend feature, verifying UI before PR, smoke testing after deploy, or investigating reported visual bugs.
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CI/CD pipeline patterns for GitHub Actions, PR automation, and deployment workflows. Use when setting up CI, fixing broken pipelines, automating PR checks, or configuring deployment.
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