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 personamanagmentlayer/pcl --skill quality-management-expertgit clone --depth 1 https://github.com/personamanagmentlayer/pclWrote 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/personamanagmentlayer/pcl/quality-management-expert)<a href="https://agentmods.dev/skills/personamanagmentlayer/pcl/quality-management-expert"><img src="https://agentmods.dev/badge/skills/personamanagmentlayer/pcl/quality-management-expert/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/personamanagmentlayer/pcl/quality-management-expert"><img src="https://agentmods.dev/badge/skills/personamanagmentlayer/pcl/quality-management-expert.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 | $0.00060 | $0.01014 |
| Opus 5 | $0.00030 | $0.00507 |
| Sonnet 5 | $0.00012 | $0.00203 |
| Haiku 4.5 | $0.00006 | $0.00101 |
Grade A, and why
quality-management-expert 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 6d 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 — 182 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Quality Management Expert
Build comprehensive quality management solutions including QMS implementation, audit tracking, nonconformance management, and continuous improvement programs.
Learning Objectives
- Master quality management systems (QMS)
- Understand compliance and regulatory requirements
- Implement audit management and corrective actions
- Apply continuous improvement methodologies
- Navigate quality metrics and performance tracking
Prerequisites
- Understanding of quality management principles
- Knowledge of ISO standards and frameworks
- Familiarity with audit processes
- Experience with process improvement methods
Core Concepts
Quality Management Systems (QMS)
Structured frameworks for managing quality processes, documenting procedures, tracking metrics, and ensuring compliance with standards like ISO 9001, providing systematic approach to quality assurance.
Compliance & Regulatory Management
Systems for tracking regulatory requirements, managing certifications, conducting compliance audits, and maintaining documentation to meet industry standards and legal obligations.
Audit Management
Planning, executing, and tracking internal and external audits including preparation, finding documentation, corrective action tracking, and audit report management.
Nonconformance & Corrective Action
Identification, documentation, root cause analysis, and resolution of quality issues using methodologies like 8D, 5 Whys, and fishbone diagrams with preventive action implementation.
Continuous Improvement
Systematic approaches like Six Sigma, Lean, Kaizen, and PDCA (Plan-Do-Check-Act) for ongoing process optimization, waste reduction, and quality enhancement.
Best Practices
QMS Implementation
- Define clear quality policy and objectives
- Document processes and procedures
- Implement document control system
- Train personnel on QMS requirements
- Regular management reviews
- Internal audit schedule
- Continuous improvement culture
- Risk-based thinking
What ships with it
1 file 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.
- 6d ago First seen · 182 lines · 60 tokens per session scan A a034d99a2b66
quality-management-expert is a skill published in the GitHub repository personamanagmentlayer/pcl (40 stars, last pushed yesterday), licensed Apache-2.0. It adds 60 tokens to every session and 1,014 once invoked, about $0.0003 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 2026-09-05.
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