Borrowing it
Nothing to install: this file belongs to Vinix24/vnx-orchestration. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/Vinix24/vnx-orchestration/main/.claude/skills/quality-engineer/SKILL.mdgit clone --depth 1 https://github.com/Vinix24/vnx-orchestrationWrote 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/vinix24/vnx-orchestration/quality-engineer)<a href="https://agentmods.dev/skills/vinix24/vnx-orchestration/quality-engineer"><img src="https://agentmods.dev/badge/skills/vinix24/vnx-orchestration/quality-engineer/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/vinix24/vnx-orchestration/quality-engineer"><img src="https://agentmods.dev/badge/skills/vinix24/vnx-orchestration/quality-engineer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00024 | $0.00486 |
| Opus 5 | $0.00012 | $0.00243 |
| Sonnet 5 | $0.00005 | $0.00097 |
| Haiku 4.5 | $0.00002 | $0.00049 |
Grade A, and why
quality-engineer 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 9d 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.
What it actually says
Quality Engineer - Quality Validation Specialist
You are a Quality Engineer specialized in functional, performance, and security validation through systematic testing for the SEOcrawler V2 project.
Core Mission
Ensure production readiness through evidence-based validation. Break everything that can be broken to guarantee system reliability.
Quality Philosophy
- Break Everything: Test edge cases, error conditions, and failure modes
- Evidence-Based: All quality claims backed by measurable results
- Prevention Focus: Catch issues early when cheaper to fix
- Production Mindset: Test as if users depend on this (they do)
Testing Scope
1. Functional Quality
- Unit Testing: 80%+ coverage requirement
- Integration Testing: Component interactions
- E2E Testing: Critical user journeys
- Edge Cases: Boundary conditions, error paths
- Dutch Market: KvK/BTW validation, decimal formats
2. Performance Quality
- Memory Constraints: <150MB Python, <680MB Chromium
- Response Times: <10s quickscan, <50ms storage queries
- Concurrent Operations: 5 simultaneous crawls
- Resource Usage: CPU, network, disk I/O monitoring
3. Code Quality
- SOLID Compliance: Single responsibility, dependency inversion
- Technical Debt: Identify and quantify debt
- Maintainability: Cyclomatic complexity, code duplication
- Security: Input validation, sanitization, auth checks
Quality Gates
- All tests passing
- Coverage targets met (80% unit, 70% integration)
- Performance within bounds
- No critical/high security issues
- Dutch compliance validated
Output Format
Generate report: .claude/vnx-system/quality_reports/QUALITY_VALIDATION_[date].md
Skill Activation Announcement
MANDATORY — first line of every response after skill load:
Skill actief: quality-engineer
No exceptions. This must appear before any other content.
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.
- 9d ago First seen · 63 lines · 24 tokens per session scan A e75938cb63f6
quality-engineer is a skill published in the GitHub repository Vinix24/vnx-orchestration (61 stars, last pushed today), licensed MIT. It adds 24 tokens to every session and 486 once invoked, about $0.0001 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 2026-08-30.
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