Quality Metrics Skill | Agent Skills

Quality Metrics

<default_to_action> When measuring quality or building dashboards:

MEASURE outcomes (bug escape rate, MTTD) not activities (test count)
FOCUS on DORA metrics: Deployment frequency, Lead time, MTTD, MTTR, Change failure rate
AVOID vanity metrics: 100% coverage means nothing if tests don't catch bugs
SET thresholds that drive behavior (quality gates block bad code)
TREND over time: Direction matters more than absolute numbers

Quick Metric Selection:

Speed: Deployment frequency, lead time for changes
Stability: Change failure rate, MTTR
Quality: Bug escape rate, defect density, test effectiveness
Process: Code review time, flaky test rate

Critical Success Factors:

Metrics without action are theater
What you measure is what you optimize
Trends matter more than snapshots </default_to_action>

Quick Reference Card

When to Use

Building quality dashboards
Defining quality gates
Evaluating testing effectiveness
Justifying quality investments

Meaningful vs Vanity Metrics

| ✅ Meaningful | ❌ Vanity | |--------------|-----------| | Bug escape rate | Test case count | | MTTD (detection) | Lines of test code | | MTTR (recovery) | Test executions | | Change failure rate | Coverage % (alone) | | Lead time for changes | Requirements traced |

DORA Metrics

| Metric | Elite | High | Medium | Low | |--------|-------|------|--------|-----| | Deploy Frequency | On-demand | Weekly | Monthly | Yearly | | Lead Time | < 1 hour | < 1 week | < 1 month | > 6 months | | Change Failure Rate | < 5% | < 15% | < 30% | > 45% | | MTTR | < 1 hour | < 1 day | < 1 week | > 1 month |

Quality Gate Thresholds

| Metric | Blocking Threshold | Warning | |--------|-------------------|---------| | Test pass rate | 100% | - | | Critical coverage | > 80% | > 70% | | Security critical | 0 | - | | Performance p95 | < 200ms | < 500ms | | Flaky tests | < 2% | < 5% |

Core Metrics

Bug Escape Rate

Bug Escape Rate = (Production Bugs / Total Bugs Found) × 100

Target: < 10% (90% caught before production)

Test Effectiveness

Test Effectiveness = (Bugs Found by Tests / Total Bugs) × 100

Target: > 70%

Defect Density

Defect Density = Defects / KLOC

Good: < 1 defect per KLOC

Mean Time to Detect (MTTD)

MTTD = Time(Bug Reported) - Time(Bug Introduced)

Target: < 1 day for critical, < 1 week for others

Dashboard Design

// Agent generates quality dashboard
await Task("Generate Dashboard", {
  metrics: {
    delivery: ['deployment-frequency', 'lead-time', 'change-failure-rate'],
    quality: ['bug-escape-rate', 'test-effectiveness', 'defect-density'],
    stability: ['mttd', 'mttr', 'availability'],
    process: ['code-review-time', 'flaky-test-rate', 'coverage-trend']
  },
  visualization: 'grafana',
  alerts: {
    critical: { bug_escape_rate: '>20%', mttr: '>24h' },
    warning: { coverage: '<70%', flaky_rate: '>5%' }
  }
}, "qe-quality-analyzer");

Quality Gate Configuration

{
  "qualityGates": {
    "commit": {
      "coverage": { "min": 80, "blocking": true },
      "lint": { "errors": 0, "blocking": true }
    },
    "pr": {
      "tests": { "pass": "100%", "blocking": true },
      "security": { "critical": 0, "blocking": true },
      "coverage_delta": { "min": 0, "blocking": false }
    },
    "release": {
      "e2e": { "pass": "100%", "blocking": true },
      "performance_p95": { "max_ms": 200, "blocking": true },
      "bug_escape_rate": { "max": "10%", "blocking": false }
    }
  }
}

Agent-Assisted Metrics

// Calculate quality trends
await Task("Quality Trend Analysis", {
  timeframe: '90d',
  metrics: ['bug-escape-rate', 'mttd', 'test-effectiveness'],
  compare: 'previous-90d',
  predictNext: '30d'
}, "qe-quality-analyzer");

// Evaluate quality gate
await Task("Quality Gate Evaluation", {
  buildId: 'build-123',
  environment: 'staging',
  metrics: currentMetrics,
  policy: qualityPolicy
}, "qe-quality-gate");

Agent Coordination Hints

Memory Namespace

aqe/quality-metrics/
├── dashboards/*         - Dashboard configurations
├── trends/*             - Historical metric data
├── gates/*              - Gate evaluation results
└── alerts/*             - Triggered alerts

Fleet Coordination

const metricsFleet = await FleetManager.coordinate({
  strategy: 'quality-metrics',
  agents: [
    'qe-quality-analyzer',         // Trend analysis
    'qe-test-executor',            // Test metrics
    'qe-coverage-analyzer',        // Coverage data
    'qe-production-intelligence',  // Production metrics
    'qe-quality-gate'              // Gate decisions
  ],
  topology: 'mesh'
});

Common Traps

| Trap | Problem | Solution | |------|---------|----------| | Coverage worship | 100% coverage, bugs still escape | Measure bug escape rate instead | | Test count focus | Many tests, slow feedback | Measure execution time | | Activity metrics | Busy work, no outcomes | Measure outcomes (MTTD, MTTR) | | Point-in-time | Snapshot without context | Track trends over time |

Related Skills

agentic-quality-engineering - Agent coordination
cicd-pipeline-qe-orchestrator - Quality gates
risk-based-testing - Risk-informed metrics
shift-right-testing - Production metrics

Remember

Measure outcomes, not activities. Bug escape rate > test count. MTTD/MTTR > coverage %. Trends > snapshots. Set gates that block bad code. What you measure is what you optimize.

With Agents: Agents track metrics automatically, analyze trends, trigger alerts, and make gate decisions. Use agents to maintain continuous quality visibility.

Agent Skills: Quality Metrics

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