Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add summarybotng/summarybot-ng --skill cicd-pipeline-qe-orchestratorgit clone --depth 1 https://github.com/summarybotng/summarybot-ngWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/summarybotng/summarybot-ng/cicd-pipeline-qe-orchestrator)<a href="https://agentmods.dev/skills/summarybotng/summarybot-ng/cicd-pipeline-qe-orchestrator"><img src="https://agentmods.dev/badge/skills/summarybotng/summarybot-ng/cicd-pipeline-qe-orchestrator/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/summarybotng/summarybot-ng/cicd-pipeline-qe-orchestrator"><img src="https://agentmods.dev/badge/skills/summarybotng/summarybot-ng/cicd-pipeline-qe-orchestrator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00041 | $0.02613 |
| Opus 5 | $0.00020 | $0.01307 |
| Sonnet 5 | $0.00008 | $0.00523 |
| Haiku 4.5 | $0.00004 | $0.00261 |
Grade A, and why
cicd-pipeline-qe-orchestrator scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 322 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CI/CD Pipeline QE Orchestrator
<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>
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 |
What ships with it
7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 7d ago First seen · 322 lines · 41 tokens per session scan A db2f5e84d969
cicd-pipeline-qe-orchestrator is a skill published in the GitHub repository summarybotng/summarybot-ng (2 stars, last pushed 3mo ago), licensed MIT. It adds 41 tokens to every session and 2,613 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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