CI/CD Pipeline QE Orchestrator

<default_to_action> When orchestrating quality across CI/CD pipeline:

1. ANALYZE pipeline phases: commit, build, test, staging, production
2. SELECT optimal skills and agents for each phase
3. CONFIGURE quality gates with measurable thresholds
4. EXECUTE with parallel agent coordination
5. ADAPT strategy based on risk, complexity, and environment

Quick Phase Selection:

• Commit (Shift-Left) → TDD, code review, unit tests
• Build → Coverage analysis, mutation testing, flaky detection
• Integration → API contracts, performance, security
• Staging → Chaos testing, visual regression, accessibility
• Production (Shift-Right) → Synthetic monitoring, RUM, compliance

Critical Success Factors:

• Quality gates block bad deployments
• Agents coordinate through memory namespaces
• Adapt strategy based on risk level </default_to_action>

Quick Reference Card

When to Use

• Designing pipeline test strategies
• Implementing quality gates
• Coordinating multiple QE agents
• Shift-left and shift-right testing

Phase-Agent Matrix

Phase	Primary Agents	Key Skills
Commit	qe-test-generator, qe-requirements-validator	tdd-london-chicago, shift-left
Build	qe-test-executor, qe-coverage-analyzer, qe-flaky-test-hunter	test-automation, mutation-testing
Test	qe-api-contract-validator, qe-performance-tester, qe-security-scanner	api-testing, performance, security
Staging	qe-chaos-engineer, qe-visual-tester, qe-deployment-readiness	chaos-engineering, accessibility
Prod	qe-production-intelligence, qe-quality-analyzer	shift-right, compliance

Quality Gate Thresholds

Phase	Metric	Threshold	Blocking
Commit	Unit coverage	> 80%	Yes
Build	All tests pass	100%	Yes
Build	Mutation score	> 70%	No
Test	API contracts	No breaking changes	Yes
Test	p95 response	< 200ms	Yes
Test	Security critical	0	Yes
Staging	Deployment readiness	> 85%	Yes

Fleet Configuration

• Topology: hierarchical
• Max Agents: 10 per phase
• Coordination: aqe/* memory namespace

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Pipeline Phases

Phase 1: Commit (Shift-Left)

Goal: Catch defects early, ensure testability

Agents:

• qe-test-generator - Generate unit tests
• qe-requirements-validator - BDD scenarios, INVEST criteria

Skills: shift-left-testing, tdd-london-chicago, code-review-quality

// Parallel execution
Task("Generate Tests", "Create unit tests for new methods", "qe-test-generator")
Task("Validate Requirements", "Check BDD scenarios", "qe-requirements-validator")

Gates: Unit coverage > 80%, Static analysis clean, Code review approved

---

Phase 2: Build

Goal: Validate integration, ensure coverage

Agents:

• qe-test-executor - Run test suites
• qe-coverage-analyzer - Coverage gaps (O(log n))
• qe-flaky-test-hunter - Detect/stabilize flaky tests
• qe-regression-risk-analyzer - Minimal regression suite

Skills: test-automation-strategy, mutation-testing, regression-testing

Task("Execute Tests", "Run full suite, store in aqe/test-results/*", "qe-test-executor")
Task("Coverage Analysis", "Identify gaps", "qe-coverage-analyzer")
Task("Flaky Detection", "Analyze test history", "qe-flaky-test-hunter")

Gates: All tests pass, Coverage > 90% critical paths, No new flaky tests

---

Phase 3: Integration/Test

Goal: Validate contracts, performance, security

Agents:

• qe-api-contract-validator - Breaking changes detection
• qe-performance-tester - Load test critical paths
• qe-security-scanner - SAST/DAST scans
• qe-test-data-architect - Realistic test data (10k+/sec)

Skills: api-testing-patterns, performance-testing, security-testing

// Parallel testing
Task("API Contracts", "Validate for breaking changes", "qe-api-contract-validator")
Task("Performance", "Load test 1000 users", "qe-performance-tester")
Task("Security", "SAST/DAST scan", "qe-security-scanner")

Gates: No breaking API changes, p95 < 200ms, No critical vulnerabilities

---

Phase 4: Staging

Goal: Validate production-like environment, resilience

Agents:

• qe-chaos-engineer - Fault injection
• qe-visual-tester - Visual regression
• qe-deployment-readiness - Risk assessment

Skills: chaos-engineering-resilience, accessibility-testing, visual-testing

Task("Chaos Testing", "Controlled failure injection", "qe-chaos-engineer")
Task("Visual Testing", "Visual regression", "qe-visual-tester")
Task("Deployment Check", "Risk assessment", "qe-deployment-readiness")

Gates: Chaos tests pass, No visual regressions, Readiness > 85%

---

Phase 5: Production (Shift-Right)

Goal: Monitor real usage, validate compliance

Agents:

• qe-production-intelligence - Incident → test scenarios
• qe-quality-analyzer - Quality metrics and trends

Skills: shift-right-testing, compliance-testing

Task("Production Intelligence", "Convert incidents to tests", "qe-production-intelligence")
Task("Quality Analysis", "Production metrics", "qe-quality-analyzer")

Gates: Synthetic monitors pass, Error rate < 0.1%, Compliance validated

---

Complete Pipeline Example

// Phase 1: Commit
Task("TDD Generation", "Generate tests for new features", "qe-test-generator")
Task("Requirements", "Validate BDD scenarios", "qe-requirements-validator")

// Phase 2: Build
Task("Execute Tests", "Full suite with coverage", "qe-test-executor")
Task("Coverage", "Analyze gaps", "qe-coverage-analyzer")
Task("Flaky Hunt", "Stabilize flaky tests", "qe-flaky-test-hunter")

// Phase 3: Integration
Task("API Contracts", "Check breaking changes", "qe-api-contract-validator")
Task("Performance", "1000 user load test", "qe-performance-tester")
Task("Security", "SAST/DAST scans", "qe-security-scanner")

// Phase 4: Staging
Task("Chaos", "Fault injection testing", "qe-chaos-engineer")
Task("Visual", "Visual regression", "qe-visual-tester")
Task("Readiness", "Deployment assessment", "qe-deployment-readiness")

// Phase 5: Production
Task("Intelligence", "Convert incidents", "qe-production-intelligence")
Task("Quality Gate", "Final validation", "qe-quality-gate")

---

Adaptive Strategy

By Risk Level

Risk	Strategy	Agents
Critical	All phases, manual gates	Full fleet
High	Automated gates, comprehensive	10+ agents
Medium	Smart selection, risk-based	5-8 agents
Low	Minimal regression, fast	2-3 agents

By Application Type

Type	Focus Skills	Primary Agents
API	api-testing, contract, performance	api-contract-validator, performance-tester
Web UI	visual-testing, accessibility	visual-tester, accessibility
Mobile	mobile-testing, compatibility	performance-tester, visual-tester
Backend	database-testing, security	security-scanner, performance-tester

---

Agent Coordination Hints

Memory Namespace

aqe/pipeline/
├── phase-results/*         - Results from each phase
├── quality-gates/*         - Gate validation results
├── orchestration-plan/*    - Selected skills and agents
├── test-plan/generated     - Test plans
├── coverage/gaps           - Coverage analysis
├── security/findings       - Security results
└── performance/results     - Performance data

Fleet Orchestration

Task("Fleet Orchestration",
     "Coordinate 10 agents across phases: commit (2), build (3), test (3), staging (2)",
     "qe-fleet-commander")

Blackboard Events

Event	Trigger	Subscribers
phase:commit:complete	Commit phase done	build agents
coverage:gap:detected	Gap found	test-generator
security:finding:critical	Vulnerability	quality-gate
quality:gate:evaluated	Gate decision	fleet-commander

---

Quality Gate Configuration

{
  "commit": {
    "gates": [
      { "metric": "unit_coverage", "threshold": 80, "blocking": true },
      { "metric": "static_analysis_critical", "max": 0, "blocking": true }
    ]
  },
  "build": {
    "gates": [
      { "metric": "all_tests_passed", "threshold": 100, "blocking": true },
      { "metric": "mutation_score", "threshold": 70, "blocking": false }
    ]
  },
  "integration": {
    "gates": [
      { "metric": "api_breaking_changes", "max": 0, "blocking": true },
      { "metric": "performance_p95_ms", "threshold": 200, "blocking": true },
      { "metric": "security_critical", "max": 0, "blocking": true }
    ]
  }
}

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Troubleshooting

Issue	Cause	Solution
OOM during tests	Running all tests in parallel	Use batched execution
Pipeline too slow	Comprehensive testing every commit	Smart test selection
Gates always failing	Thresholds too strict	Analyze trends, adjust

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Related Skills

• agentic-quality-engineering - Fleet coordination
• shift-left-testing - Early defect detection
• shift-right-testing - Production monitoring
• chaos-engineering-resilience - Resilience testing

---

Remember

The CI/CD Pipeline QE Orchestrator provides:

• Phase-based strategy with optimal skill/agent selection
• Quality gates that block bad deployments
• Adaptive strategy based on risk and context
• Full fleet coordination through memory namespaces

With Agents: Use qe-fleet-commander for multi-agent orchestration. Coordinate through aqe/* memory namespace. Batch operations for efficiency.