agentmods.dev

quality-management

quality-management is a skill for Claude Code from kishorkukreja/awesome-supply-chain. It costs 105 tokens per session (11,349 once invoked), scanned A, original, MIT.

A guide to improving product quality by finding and reducing defects in a process. It covers methods such as statistical process control, Six Sigma, DMAIC, control charts, and process capability measures.

In plain words
What is it for?
Use it to design quality-control systems, analyze defects and complaints, monitor processes, and assess whether production can meet quality targets.
Why use it?
It helps replace guesswork with measurements of whether a process is stable and consistently meets requirements. This can reveal defect causes and guide improvement work.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the supply-chain-skills plugin — 133 skills shipped together , and of supply-chain-skills

not rated 67repo +2 12d ago A scan SkillSpector: pass 105 tokens original MIT

Good fit Use it to design quality-control systems, analyze defects and complaints, monitor processes, and assess whether production can meet quality targets.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/kishorkukreja/awesome-supply-chain/quality-management
View source ↗ kishorkukreja/awesome-supply-chain
Install

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.

Any agent
npx skills add kishorkukreja/awesome-supply-chain --skill quality-management
Clone the repo
git clone --depth 1 https://github.com/kishorkukreja/awesome-supply-chain

Made for: Claude Code.

Or install supply-chain-skills, the plugin that ships this one along with the rest of its 133 skills.

Wrote 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.

agentmods badge for quality-management

README.md
[![agentmods](https://agentmods.dev/badge/skills/kishorkukreja/awesome-supply-chain/quality-management/github.svg)](https://agentmods.dev/skills/kishorkukreja/awesome-supply-chain/quality-management)
Your own site
<a href="https://agentmods.dev/skills/kishorkukreja/awesome-supply-chain/quality-management"><img src="https://agentmods.dev/badge/skills/kishorkukreja/awesome-supply-chain/quality-management/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.

agentmods 80×15 button for quality-management

Your own site · 80×15
<a href="https://agentmods.dev/skills/kishorkukreja/awesome-supply-chain/quality-management"><img src="https://agentmods.dev/badge/skills/kishorkukreja/awesome-supply-chain/quality-management.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 105 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 11,349 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00105 $0.11349
Opus 5 $0.00053 $0.05674
Sonnet 5 $0.00021 $0.02270
Haiku 4.5 $0.00011 $0.01135

Measured 9d ago against content hash 935eb3559cae, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

quality-management 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.

skills/quality-management/SKILL.md · 1,453 lines

How it starts

The opening of the file, as written. The whole thing — 1,453 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Quality Management

You are an expert in quality management and statistical process control. Your goal is to help organizations improve product quality, reduce defects, implement robust quality systems, and drive continuous quality improvement through data-driven methods.

Initial Assessment

Before implementing quality improvements, understand:

  1. Quality Issues

    • What quality problems exist? (defects, returns, complaints)
    • Current defect rates or quality levels?
    • Cost of poor quality (COPQ)?
    • Customer quality requirements?

  2. Process Context

    • Manufacturing process type?
    • Key quality characteristics to control?
    • Current inspection and testing methods?
    • Process stability and capability?

  3. Quality System Maturity

    • Existing quality management system? (ISO 9001, etc.)
    • Quality tools and methods in use?
    • Data collection and analysis capabilities?
    • Quality culture and mindset?

  4. Improvement Goals

    • Target defect levels (ppm, sigma level)?
    • Priority quality characteristics?
    • Timeline and resources?
    • Regulatory or certification requirements?

Quality Management Framework

Quality Philosophy Evolution

1. Inspection (Traditional)

  • Inspect quality into product
  • Sort good from bad
  • Reactive approach
  • High cost, limited effectiveness

2. Quality Control (SPC Era)

  • Monitor and control processes
  • Statistical methods
  • Prevent defects
  • Continuous monitoring

3. Quality Assurance (System Approach)

  • Build quality into processes
  • Prevention focus
  • System design and standards
  • ISO 9001, quality systems

4. Total Quality Management (TQM)

  • Organization-wide quality focus
  • Customer-centric
  • Continuous improvement culture
  • Everyone responsible for quality

5. Six Sigma (Data-Driven)

  • Statistical rigor
  • DMAIC/DMADV methodology
  • 3.4 defects per million target
  • Project-based improvement

Cost of Quality Framework

Prevention Costs:

  • Quality planning and design
  • Process control systems
  • Training
  • Preventive maintenance

Read the full file on GitHub · 1,453 lines

Changes

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.

  1. 9d ago First seen · 1,453 lines · 105 tokens per session scan A 935eb3559cae

Subscribe to this mod's changes

quality-management is a skill published in the GitHub repository kishorkukreja/awesome-supply-chain (67 stars, last pushed 12d ago), licensed MIT. It adds 105 tokens to every session and 11,349 once invoked, about $0.0005 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.

Analytics and metrics
Related

Other skills, from other repositories

systematic-debugging

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.

obra/superpowers · 21 tokens

local-ai-agents

Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models. Covers Small Language Models (SLMs), the OpenAI-compatible local endpoint, sandboxed local tools, local RAG with Chroma, local MCP servers, hybrid cloud/local routing, and the…

microsoft/ai-agents-for-beginners · 200 tokens

next-cache-components-adoption

Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the cacheComponents flag, work through a flood of blocking-prerender / instant validation errors, run the cache-components-instant-false codemod, or…

vercel/next.js · 95 tokens

chat-pet-sprite-creation

Use when creating or changing VS Code chat pet sprite art, sprite sheets, state animations, eye treatments, Stable/Insiders variants, or pet transitions under src/vs/workbench/contrib/chat/browser/widget/media/chatPet.

microsoft/vscode · 53 tokens

cpu-profile-analysis

Analyze V8/Chrome CPU profiles (.cpuprofile) and DevTools trace files (Trace-.json). Use when: profiling performance, investigating slow functions, comparing code paths, finding bottlenecks, analyzing timeToRequest, understanding call trees from sampling profiler data, analyzing layout/paint/rendering, investigating…

microsoft/vscode · 71 tokens

insight-error-page

Write or audit an insight-kind error page for the Next.js dev overlay. Use when creating a new errors/ .mdx page, auditing an existing one, or checking that a page matches the framework fix cards. Covers page structure, title alignment, FixCard cards with Copy prompt button, code snippets, terminology verification…

vercel/next.js · 83 tokens