Agent skill

Cicd Pipeline Qe Orchestrator

by proffesor-for-testing in proffesor-for-testing/agentic-qe

Orchestrate quality engineering across CI/CD pipeline phases.

MITAuto-check passedTesting & QA

Install Cicd Pipeline Qe Orchestrator

skills CLI
$ npx skills add proffesor-for-testing/agentic-qe --skill cicd-pipeline-qe-orchestrator -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install proffesor-for-testing/agentic-qe cicd-pipeline-qe-orchestrator --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .claude/skills && cp -r skills-src/assets/skills/cicd-pipeline-qe-orchestrator .claude/skills/cicd-pipeline-qe-orchestrator && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
cicd-pipeline-qe-orchestrator
GitHub stars
495
Token cost
~2.7k tokens
SKILL.md length
596 words
Files
8 (incl. scripts)
Skills in repo
93
Repo updated
First seen
Licence
MIT

At a glance

Orchestrate quality engineering across CI/CD pipeline phases.

  • Works in 5 steps: Commit (Shift-Left) → Build → Integration/Test → …
  • Designing test strategies
  • SKILL.md covers Quick Reference Card, Pipeline Phases, Complete Pipeline Example and Adaptive Strategy, plus 5 more sections
  • Planning quality gates

What it does

Cicd Pipeline Qe Orchestrator is an agent skill from proffesor-for-testing/agentic-qe. Orchestrate quality engineering across CI/CD pipeline phases. Use when designing test strategies, planning quality gates, or implementing shift-left/shift-right testing.

Its SKILL.md is about 2.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files, including scripts (for example `README.md`, `evals/cicd-pipeline-qe-orchestrator.yaml` and `resources/workflows/microservice-pipeline.md`).

It sits in Testing & QA, covering CI/CD, Quality gates and Test strategy. The repository describes itself as: Agentic QE Fleet is an open-source AI-powered QA/QE platform designed for use with Coding Agents (works best with Claude Code) featuring specialized agents and skills to support… The licence is MIT.

When your agent uses it

  • Designing test strategies
  • Planning quality gates
  • Implementing shift-left/shift-right testing

Example prompts

  • “/cicd-pipeline-qe-orchestrator”

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Commit (Shift-Left)
  2. Build
  3. Integration/Test
  4. Staging
  5. Production (Shift-Right)

What it can do on your machine

Read from SKILL.md and the folder at commit 1363bc7. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/, which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Cicd Pipeline Qe Orchestrator loads about 2.7k tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 596 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~50
When it runs · the whole SKILL.md, loaded when a task matches
~2.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from proffesor-for-testing/agentic-qe at commit 1363bc7, republished under its MIT licence (© proffesor-for-testing). 596 words, ~2,684 tokens.

Download SKILL.mdSave it as .claude/skills/cicd-pipeline-qe-orchestrator/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.
name
cicd-pipeline-qe-orchestrator
description
Orchestrate quality engineering across CI/CD pipeline phases. Use when designing test strategies, planning quality gates, or implementing shift-left/shift-right testing.
category
infrastructure
priority
critical
tokenEstimate
1300
agents
qe-fleet-commander, qe-test-generator, qe-test-executor, qe-coverage-analyzer, qe-quality-gate, qe-deployment-readiness
implementation_status
optimized
optimization_version
1
last_optimized
2025-12-02
dependencies
agentic-quality-engineering, shift-left-testing
quick_reference_card
true
tags
cicd, pipeline, orchestration, quality-gates, shift-left, shift-right, fleet

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
PhasePrimary AgentsKey Skills
Commitqe-test-generator, qe-requirements-validatortdd-london-chicago, shift-left
Buildqe-test-executor, qe-coverage-analyzer, qe-flaky-test-huntertest-automation, mutation-testing
Testqe-api-contract-validator, qe-performance-tester, qe-security-scannerapi-testing, performance, security
Stagingqe-chaos-engineer, qe-visual-tester, qe-deployment-readinesschaos-engineering, accessibility
Prodqe-production-intelligence, qe-quality-analyzershift-right, compliance
Quality Gate Thresholds
PhaseMetricThresholdBlocking
CommitUnit coverage> 80%Yes
BuildAll tests pass100%Yes
BuildMutation score> 70%No
TestAPI contractsNo breaking changesYes
Testp95 response< 200msYes
TestSecurity critical0Yes
StagingDeployment readiness> 85%Yes
Fleet Configuration
  • Topology: hierarchical
  • Max Agents: 10 per phase
  • Coordination: aqe/* memory namespace

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

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


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

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


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

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


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

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%


Show full SKILL.md (227 more words)Show less
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

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


Complete Pipeline Example

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

By Risk Level
RiskStrategyAgents
CriticalAll phases, manual gatesFull fleet
HighAutomated gates, comprehensive10+ agents
MediumSmart selection, risk-based5-8 agents
LowMinimal regression, fast2-3 agents
By Application Type
TypeFocus SkillsPrimary Agents
APIapi-testing, contract, performanceapi-contract-validator, performance-tester
Web UIvisual-testing, accessibilityvisual-tester, accessibility
Mobilemobile-testing, compatibilityperformance-tester, visual-tester
Backenddatabase-testing, securitysecurity-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
typescript
Task("Fleet Orchestration",
     "Coordinate 10 agents across phases: commit (2), build (3), test (3), staging (2)",
     "qe-fleet-commander")
Blackboard Events
EventTriggerSubscribers
phase:commit:completeCommit phase donebuild agents
coverage:gap:detectedGap foundtest-generator
security:finding:criticalVulnerabilityquality-gate
quality:gate:evaluatedGate decisionfleet-commander

Quality Gate Configuration

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

IssueCauseSolution
OOM during testsRunning all tests in parallelUse batched execution
Pipeline too slowComprehensive testing every commitSmart test selection
Gates always failingThresholds too strictAnalyze trends, adjust


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.

© proffesor-for-testing, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 7 other files (scripts) in assets/skills/cicd-pipeline-qe-orchestrator of proffesor-for-testing/agentic-qe.

  • SKILL.md
  • README.md
  • evals/cicd-pipeline-qe-orchestrator.yaml
  • resources/workflows/microservice-pipeline.md
  • resources/workflows/mobile-pipeline.md
  • resources/workflows/monolith-pipeline.md
  • schemas/output.json
  • scripts/validate-config.json

Open the folder on GitHubat commit 1363bc7

Compare with similar skills

Cicd Pipeline Qe Orchestrator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

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Cicd Pipeline Qe Orchestrator this skillproffesor-for-testing/agentic-qe495—~2.7kAutomated safety check: PassMIT
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Test Automatoraiskillstore/marketplace4339 repos~2.8kAutomated safety check: PassNone
QA LeadIbrahim-3d/orchestrator-supaconductor381—~2.5kAutomated safety check: PassAGPL-3.0
Shift Left Testingpetrkindlmann/qa-skills170—~6.7kAutomated safety check: PassMIT
Eval SkillsLeoYeAI/openclaw-master-skills2.2k—~4.3kAutomated safety check: PassMIT

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Categories

Questions about Cicd Pipeline Qe Orchestrator

What does Cicd Pipeline Qe Orchestrator do?

Orchestrate quality engineering across CI/CD pipeline phases. Cicd Pipeline Qe Orchestrator is an agent skill from proffesor-for-testing/agentic-qe. Orchestrate quality engineering across CI/CD pipeline phases.

When should I use Cicd Pipeline Qe Orchestrator?

Cicd Pipeline Qe Orchestrator fits situations like: designing test strategies; planning quality gates; implementing shift-left/shift-right testing.

How do I install Cicd Pipeline Qe Orchestrator in Claude Code?

Run `npx skills add proffesor-for-testing/agentic-qe --skill cicd-pipeline-qe-orchestrator -a claude-code`. Or copy the skill folder (assets/skills/cicd-pipeline-qe-orchestrator in proffesor-for-testing/agentic-qe) into .claude/skills/cicd-pipeline-qe-orchestrator in your project. Claude Code loads it when a task matches its description.

How do I install Cicd Pipeline Qe Orchestrator in Codex?

Run `npx skills add proffesor-for-testing/agentic-qe --skill cicd-pipeline-qe-orchestrator -a codex`. Or copy the skill folder (assets/skills/cicd-pipeline-qe-orchestrator in proffesor-for-testing/agentic-qe) into .agents/skills/cicd-pipeline-qe-orchestrator in your project. Codex loads it when a task matches its description.

Can I use Cicd Pipeline Qe Orchestrator in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add proffesor-for-testing/agentic-qe --skill cicd-pipeline-qe-orchestrator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cicd-pipeline-qe-orchestrator, .gemini/skills/cicd-pipeline-qe-orchestrator, .github/skills/cicd-pipeline-qe-orchestrator and .opencode/skills/cicd-pipeline-qe-orchestrator in your project.

What does Cicd Pipeline Qe Orchestrator need to run?

SKILL.md names no scripts, command-line tools or credentials: Cicd Pipeline Qe Orchestrator is instructions for the agent only.

Does Cicd Pipeline Qe Orchestrator access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Cicd Pipeline Qe Orchestrator safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Cicd Pipeline Qe Orchestrator use?

Cicd Pipeline Qe Orchestrator is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Cicd Pipeline Qe Orchestrator use?

About 2.7k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Cicd Pipeline Qe Orchestrator?

Skills that share tags, products or a category with Cicd Pipeline Qe Orchestrator: Cross-Platform Cloud Verification (warpdotdev/warp, 65k stars), Test Automator (aiskillstore/marketplace, 433 stars), QA Lead (Ibrahim-3d/orchestrator-supaconductor, 381 stars) and Shift Left Testing (petrkindlmann/qa-skills, 170 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cicd Pipeline Qe Orchestrator?

proffesor-for-testing (a GitHub user) maintains it in proffesor-for-testing/agentic-qe, which has 495 GitHub stars. The repository holds 93 skills in this directory. The repository was last updated on October 9, 2026.

Source: proffesor-for-testing/agentic-qe on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.