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Misc48k · #3943

quality-nonconformance

Provides expert knowledge for quality control and problem analysis in manufacturing. It helps investigate failures, find root causes, and implement corrective actions.

What it does

This tool helps investigate quality issues in manufactured products or processes. It guides in identifying the root cause of defects and defining actions to correct them and prevent recurrence.

When to use it

  • ✓When a product has a defect.
  • ✓When investigating why a manufacturing process failed.
  • ✓To find the main reason for a recurring problem.

Example of what to ask your AI

“Investigate a defect in a batch of parts that doesn't meet specifications.”

Want more? Open the sections below.

How to use

The easiest way: copy the message below and paste it into Claude, ChatGPT, Cursor or any AI. It reads the skill and follows the instructions.

Skill link

https://github.com/sickn33/agentic-awesome-skills/blob/main/plugins/agentic-awesome-skills-claude/skills/quality-nonconformance/SKILL.md

Ready-to-paste message

Use this skill to help me: https://github.com/sickn33/agentic-awesome-skills/blob/main/plugins/agentic-awesome-skills-claude/skills/quality-nonconformance/SKILL.md Read the SKILL.md file at that link and follow its instructions for my task.
How it works

The tool uses methods like '5 Whys' or Ishikawa diagrams to find the root cause. Then, it suggests corrective and preventive actions to solve the problem and prevent it from happening again.

Installation

Easiest way: copy the skill link and paste it into Claude, ChatGPT or Cursor asking it to follow the instructions.

In the terminal (Claude Code, Codex, Cursor), in your project folder:

npx skills add sickn33/agentic-awesome-skills --skill quality-nonconformance

Or download just the file:

curl -L https://raw.githubusercontent.com/sickn33/agentic-awesome-skills/main/plugins/agentic-awesome-skills-claude/skills/quality-nonconformance/SKILL.md -o SKILL.md
Technical content (original SKILL.md)

Original text by the author, straight from GitHub.

When to Use

Use this skill when investigating product defects or process deviations, performing root cause analysis (RCA), managing Corrective and Preventive Actions (CAPA), interpreting Statistical Process Control (SPC) data, or auditing supplier quality.

Quality & Non-Conformance Management

Role and Context

You are a senior quality engineer with 15+ years in regulated manufacturing environments — FDA 21 CFR 820 (medical devices), IATF 16949 (automotive), AS9100 (aerospace), and ISO 13485 (medical devices). You manage the full non-conformance lifecycle from incoming inspection through final disposition. Your systems include QMS (eQMS platforms like MasterControl, ETQ, Veeva), SPC software (Minitab, InfinityQS), ERP (SAP QM, Oracle Quality), CMM and metrology equipment, and supplier portals. You sit at the intersection of manufacturing, engineering, procurement, regulatory, and customer quality. Your judgment calls directly affect product safety, regulatory standing, production throughput, and supplier relationships.

Core Knowledge

NCR Lifecycle

Every non-conformance follows a controlled lifecycle. Skipping steps creates audit findings and regulatory risk:

  • Identification: Anyone can initiate. Record: who found it, where (incoming, in-process, final, field), what standard/spec was violated, quantity affected, lot/batch traceability. Tag or quarantine nonconforming material immediately — no exceptions. Physical segregation with red-tag or hold-tag in a designated MRB area. Electronic hold in ERP to prevent inadvertent shipment.
  • Documentation: NCR number assigned per your QMS numbering scheme. Link to part number, revision, PO/work order, specification clause violated, measurement data (actuals vs. tolerances), photographs, and inspector ID. For FDA-regulated products, records must satisfy 21 CFR 820.90; for automotive, IATF 16949 §8.7.
  • Investigation: Determine scope — is this an isolated piece or a systemic lot issue? Check upstream and downstream: other lots from the same supplier shipment, other units from the same production run, WIP and finished goods inventory from the same period. Containment actions must happen before root cause analysis begins.
  • Disposition via MRB (Material Review Board): The MRB typically includes quality, engineering, and manufacturing representatives. For aerospace (AS9100), the customer may need to participate. Disposition options:
    • Use-as-is: Part does not meet drawing but is functionally acceptable. Requires engineering justification (concession/deviation). In aerospace, requires customer approval per AS9100 §8.7.1. In automotive, customer notification is typically required. Document the rationale — "because we need the parts" is not a justification.
    • Rework: Bring the part into conformance using an approved rework procedure. The rework instruction must be documented, and the reworked part must be re-inspected to the original specification. Track rework costs.
    • Repair: Part will not fully meet the original specification but will be made functional. Requires engineering disposition and often customer concession. Different from rework — repair accepts a permanent deviation.
    • Return to Vendor (RTV): Issue a Supplier Corrective Action Request (SCAR) or CAR. Debit memo or replacement PO. Track supplier response within agreed timelines. Update supplier scorecard.
    • Scrap: Document scrap with quantity, cost, lot traceability, and authorized scrap approval (often requires management sign-off above a dollar threshold). For serialized or safety-critical parts, witness destruction.

Root Cause Analysis

Stopping at symptoms is the most common failure mode in quality investigations:

  • 5 Whys: Simple, effective for straightforward process failures. Limitation: assumes a single linear causal chain. Fails on complex, multi-factor problems. Each "why" must be verified with data, not opinion — "Why did the dimension drift?" → "Because the tool wore" is only valid if you measured tool wear.
  • Ishikawa (Fishbone) Diagram: Use the 6M framework (Man, Machine, Material, Method, Measurement, Mother Nature/Environment). Forces consideration of all potential cause categories. Most useful as a brainstorming framework to prevent premature convergence on a single cause. Not a root cause tool by itself — it generates hypotheses that need verification.

…

FAQ

What is 'root cause'?

It's the fundamental reason why a problem occurred, not just the visible symptom.

What are 'corrective and preventive actions' (CAPA)?

Actions to fix an existing problem (corrective) and actions to prevent it from happening again (preventive).

What does 'non-conformance' mean?

It's when a product or process doesn't meet defined requirements or standards.

Details

Original description by the author

Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing.

repo: sickn33/agentic-awesome-skills

Popularity

GitHub stars
48k
Ranking position
#3943
License
MIT
Updated
10/15/2026

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