service-debugging
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.
How do I install this agent skill?
npx skills add https://github.com/c0x12c/ai-toolkit --skill service-debuggingIs this agent skill safe to install?
- Gen Agent Trust Hubfail
The skill defines a debugging process for backend services. It includes a command that reveals sensitive environment variables (secrets, API keys) by printing them to the console. It also reads application logs, which are potentially untrusted inputs that could facilitate indirect prompt injection attacks.
- Socketpass
No alerts
- Snykpass
Risk: LOW · No issues
What does this agent skill do?
Service Debugging
Structured approach to investigating and fixing service issues. Symptoms in, root cause out.
When to Use
- API endpoint returning errors (4xx, 5xx)
- Performance degradation or slow queries
- Service not starting or crashing
- Data inconsistency between services
- After a deploy when something broke
- User reports "something is broken"
Process
1. Gather Symptoms
Before touching code, collect:
- What's broken? (specific endpoint, feature, or behavior)
- When did it start? (after a deploy? gradually? suddenly?)
- Who's affected? (all users, specific users, specific data?)
- Error messages? (logs, HTTP responses, stack traces)
2. Check the Obvious
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
3. Narrow Down
| 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 |
4. Reproduce
- Can you trigger the bug locally?
- What's the minimal request that fails?
- Does it fail consistently or intermittently?
5. Find Root Cause
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/
6. Fix and Verify
- Write a test that reproduces the bug (red)
- Fix the code (green)
- Run full test suite
- Test manually if it's a user-facing issue
See
common-issues.mdfor a catalog of frequently seen bugs and their fixes.
Gotchas
- Don't fix the symptom, fix the cause. Adding a null check that hides a data issue means the data issue will bite you later.
- Check the deploy log before blaming the code. Config changes, environment variable updates, and infra changes cause more outages than code bugs.
- "It works on my machine" usually means environment difference. Compare local env vars, database state, and service versions with the target environment.
- Intermittent failures are usually race conditions. If it fails 1 in 10 times, look for concurrent access, shared mutable state, or connection pool exhaustion.
- Don't restart the service as your first debugging step. You'll lose the state that helps you diagnose. Read logs first, then restart if needed.
- Soft-deleted records are the #1 "data missing" cause. Always check
deleted_at IS NULLin your queries.
Rules
- Always gather symptoms before changing code
- Write a failing test before fixing
- Check recent git history — most bugs are regressions
- Don't deploy a fix without understanding the root cause
- Document the incident if it affected users
How can the creator link this skill?
Add the canonical catalog link to the repository README so users can inspect current installs and available audits. The publishing guide covers the complete discovery path.
<a href="https://skillzs.dev/skills/c0x12c/ai-toolkit/service-debugging">View service-debugging on skillZs</a>