Zero Script QA

SkillCloud & infra

Zero Script QA - Testing methodology without test scripts. Uses structured JSON logging and real-time Docker monitoring.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Zero Script QA skill

What this skill tells your AI

The instructions your AI receives, as published by ww-w-ai/bkit-gemini in skills/zero-script-qa/SKILL.md and read by ahel’s review.

Testing methodology using structured logging instead of test scripts

Philosophy

Instead of writing and maintaining test scripts, Zero Script QA uses:

  1. Structured JSON logging for all operations
  2. Real-time Docker log monitoring
  3. Pattern-based verification

Key Principles

1. Structured Logging

// Every operation logs structured JSON
logger.info({
  event: 'user.login',
  userId: user.id,
  method: 'email',
  success: true,
  duration: 234
});

2. Log Patterns

Define expected patterns for verification:

{
  "feature": "user-login",
  "patterns": [
    {"event": "user.login", "success": true},
    {"event": "session.created"},
    {"event": "audit.login"}
  ]
}

3. Real-time Monitoring

# Monitor Docker logs in real-time
docker logs -f app-container 2>&1 | grep -E '"event":'

Usage

# Start QA monitoring
/zero-script-qa start

# Monitor specific feature
/zero-script-qa monitor user-login

# Generate QA report
/zero-script-qa report

Benefits

Traditional TestingZero Script QA
Write test scriptsDefine log patterns
Maintain test codeLogs are automatic
Flaky testsConsistent logs
Separate test envSame as production

Log Categories

  1. Business Events: User actions, transactions
  2. System Events: Startup, shutdown, errors
  3. Performance Metrics: Response times, throughput
  4. Security Events: Auth, access control

Integration

Works with:

  • Docker Compose
  • Kubernetes
  • Any JSON logging system

Signals

GitHub stars
65
Forks
16
Last commit
May 2026
Advanced
Catalog kind
skill
Gateway key
zero-script-qa
Source
github.com/ww-w-ai/bkit-gemini