cicd-pipeline-qe-orchestrator

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Original

English

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Translation

Chinese

CI/CD Pipeline QE Orchestrator

CI/CD流水线QE编排器

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

ANALYZE pipeline phases: commit, build, test, staging, production
SELECT optimal skills and agents for each phase
CONFIGURE quality gates with measurable thresholds
EXECUTE with parallel agent coordination
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>

<default_to_action> 在CI/CD流水线中编排质量工作时：

分析流水线阶段：提交、构建、测试、预发布、生产
为每个阶段选择最优技能与Agent
配置可量化阈值的质量门禁
通过并行Agent协调执行
根据风险、复杂度与环境调整策略

快速阶段选择：

提交阶段（Shift-Left）→ TDD、代码评审、单元测试
构建阶段 → 覆盖率分析、变异测试、不稳定测试检测
集成阶段 → API契约、性能、安全测试
预发布阶段 → 混沌测试、视觉回归、无障碍测试
生产阶段（Shift-Right）→ 合成监控、真实用户监控（RUM）、合规性验证

关键成功因素：

质量门禁阻止不良部署
Agent通过内存命名空间协同
根据风险等级调整策略 </default_to_action>

Quick Reference Card

快速参考卡片

When to Use

适用场景

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

设计流水线测试策略
实施质量门禁
协调多个QE Agent
左移/右移测试

Phase-Agent Matrix

阶段-Agent矩阵

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

阶段	核心Agent	关键技能
提交	qe-test-generator, qe-requirements-validator	tdd-london-chicago, shift-left
构建	qe-test-executor, qe-coverage-analyzer, qe-flaky-test-hunter	test-automation, mutation-testing
测试	qe-api-contract-validator, qe-performance-tester, qe-security-scanner	api-testing, performance, security
预发布	qe-chaos-engineer, qe-visual-tester, qe-deployment-readiness	chaos-engineering, accessibility
生产	qe-production-intelligence, qe-quality-analyzer	shift-right, compliance

Quality Gate Thresholds

质量门禁阈值

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

阶段	指标	阈值	是否阻止部署
提交	单元测试覆盖率	> 80%	是
构建	所有测试通过	100%	是
构建	变异测试得分	> 70%	否
测试	API契约	无破坏性变更	是
测试	p95响应时间	< 200ms	是
测试	严重安全漏洞	0	是
预发布	部署就绪度	> 85%	是

Fleet Configuration

集群配置

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

拓扑结构：分层式
最大Agent数量：每个阶段10个
协同方式：aqe/* 内存命名空间

Pipeline Phases

流水线阶段

Phase 1: Commit (Shift-Left)

阶段1：提交（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

javascript

// 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

目标： 尽早发现缺陷，确保可测试性

Agent：

```
qe-test-generator
```
- 生成单元测试
```
qe-requirements-validator
```
- BDD场景验证、INVEST准则检查

技能：

shift-left-testing

tdd-london-chicago

code-review-quality

javascript

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

门禁要求： 单元测试覆盖率>80%、静态分析无问题、代码评审通过

Phase 2: Build

阶段2：构建

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

javascript

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

目标： 验证集成效果，确保覆盖率达标

Agent：

```
qe-test-executor
```
- 运行测试套件
```
qe-coverage-analyzer
```
- 检测覆盖率缺口（O(log n)）
```
qe-flaky-test-hunter
```
- 检测/稳定不稳定测试
```
qe-regression-risk-analyzer
```
- 最小化回归测试套件

技能：

test-automation-strategy

mutation-testing

regression-testing

javascript

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")

门禁要求： 所有测试通过、关键路径覆盖率>90%、无新增不稳定测试

Phase 3: Integration/Test

阶段3：集成/测试

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

javascript

// 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

目标： 验证契约、性能与安全性

Agent：

```
qe-api-contract-validator
```
- 检测破坏性变更
```
qe-performance-tester
```
- 关键路径负载测试
```
qe-security-scanner
```
- SAST/DAST扫描
```
qe-test-data-architect
```
- 生成高并发真实测试数据（10k+/秒）

技能：

api-testing-patterns

performance-testing

security-testing

javascript

// 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")

门禁要求： 无API破坏性变更、p95响应时间<200ms、无严重漏洞

Phase 4: Staging

阶段4：预发布

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

javascript

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%

目标： 验证类生产环境的兼容性与韧性

Agent：

```
qe-chaos-engineer
```
- 故障注入测试
```
qe-visual-tester
```
- 视觉回归测试
```
qe-deployment-readiness
```
- 风险评估

技能：

chaos-engineering-resilience

accessibility-testing

visual-testing

javascript

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")

门禁要求： 混沌测试通过、无视觉回归、就绪度>85%

Phase 5: Production (Shift-Right)

阶段5：生产（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

javascript

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

目标： 监控真实用户使用情况，验证合规性

Agent：

```
qe-production-intelligence
```
- 将事件转化为测试场景
```
qe-quality-analyzer
```
- 分析质量指标与趋势

技能：

shift-right-testing

compliance-testing

javascript

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

门禁要求： 合成监控通过、错误率<0.1%、合规性验证通过

Complete Pipeline Example

完整流水线示例

javascript

// 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")

javascript

// 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

自适应策略

By Risk Level

按风险等级划分

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

风险等级	策略	Agent配置
关键	全阶段覆盖+人工门禁	完整集群
高	自动化门禁+全面测试	10+个Agent
中	智能选择+基于风险的测试	5-8个Agent
低	最小化回归测试+快速执行	2-3个Agent

By Application Type

按应用类型划分

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

类型	重点技能	核心Agent
API	api-testing, contract, performance	api-contract-validator, performance-tester
Web UI	visual-testing, accessibility	visual-tester, accessibility
移动应用	mobile-testing, compatibility	performance-tester, visual-tester
后端	database-testing, security	security-scanner, performance-tester

Agent Coordination Hints

Agent协同提示

Memory Namespace

内存命名空间

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

aqe/pipeline/
├── phase-results/*         - 各阶段结果
├── quality-gates/*         - 门禁验证结果
├── orchestration-plan/*    - 选定的技能与Agent
├── test-plan/generated     - 生成的测试计划
├── coverage/gaps           - 覆盖率分析缺口
├── security/findings       - 安全检测结果
└── performance/results     - 性能测试数据

Fleet Orchestration

集群编排

typescript

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

typescript

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

Blackboard Events

黑板事件

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

事件	触发条件	订阅者
`phase:commit:complete`	提交阶段完成	构建阶段Agent
`coverage:gap:detected`	发现覆盖率缺口	测试生成Agent
`security:finding:critical`	发现严重漏洞	质量门禁
`quality:gate:evaluated`	门禁决策完成	集群指挥官Agent

Quality Gate Configuration

质量门禁配置

json

{
  "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 }
    ]
  }
}

json

{
  "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 }
    ]
  }
}

Troubleshooting

故障排查

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

问题	原因	解决方案
测试过程中内存不足	并行运行所有测试	使用批量执行方式
流水线执行过慢	每次提交都执行全面测试	智能选择测试用例
门禁总是不通过	阈值设置过严	分析趋势，调整阈值

Related Skills

Remember

注意事项

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.

CI/CD流水线QE编排器提供：

基于阶段的策略：为每个阶段选择最优技能与Agent
质量门禁：阻止不良部署
自适应策略：根据风险与场景调整
完整集群协同：通过内存命名空间实现

使用Agent提示：使用

qe-fleet-commander

进行多Agent编排。通过

aqe/*

内存命名空间协同。采用批量操作提升效率。

cicd-pipeline-qe-orchestrator

Original

Translation

CI/CD Pipeline QE Orchestrator

CI/CD流水线QE编排器

Quick Reference Card

快速参考卡片

When to Use

适用场景

Phase-Agent Matrix

阶段-Agent矩阵

Quality Gate Thresholds

质量门禁阈值

Fleet Configuration

集群配置

Pipeline Phases

流水线阶段

Phase 1: Commit (Shift-Left)

阶段1：提交（Shift-Left）

Phase 2: Build

阶段2：构建

Phase 3: Integration/Test

阶段3：集成/测试

Phase 4: Staging

阶段4：预发布

Phase 5: Production (Shift-Right)

阶段5：生产（Shift-Right）

Complete Pipeline Example

完整流水线示例

Adaptive Strategy

自适应策略

By Risk Level

按风险等级划分

By Application Type

按应用类型划分

Agent Coordination Hints

Agent协同提示

Memory Namespace

内存命名空间

Fleet Orchestration

集群编排

Blackboard Events

黑板事件

Quality Gate Configuration

质量门禁配置

Troubleshooting

故障排查

Related Skills

相关技能

Remember

注意事项