quality-management SKILL.md skillA
quality-management from cbrock84/headcount is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add cbrock84/headcount/quality-management@git:20260916.e72e404Pins git:20260916.e72e404 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- cbrock84/headcount
- Path
plugins/operations/skills/quality-management/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260916.e72e404, committed Sep 16, 2026
- First version recorded
- Aug 29, 2026
- Size
- 4,065 bytes
- Repository stars
- 2,543
- License
- MIT
Builds quality into operations — defining standards, catching defects at the right point, root cause analysis, and continuous improvement. Use this to reduce a defect or error rate, design quality controls into a process, run a root cause analysis, respond to a customer quality complaint, or set up quality metrics that drive behavior.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Quality management Inspection at the end sorts good from bad. It never makes anything good. Quality is decided by the process that produced the work, so that is where the effort belongs. ## Define quality as the customer experiences it A standard nobody outside the team recognizes is a preference. State quality in terms a customer would agree with: correct, on time, complete, usable — with a threshold, so conformance is a fact rather than an opinion. Then distinguish: - **Specification quality** — does it match what was specified? - **Fitness for purpose** — does the specification serve the actual need? A process can hit specification perfectly while producing something nobody wants. Only the second question protects against that. ## Catch defects where they are cheap Cost of correction rises steeply with distance from the point of creation. Order of preference: 1. **Prevent** — make the defect impossible. Constraints, defaults, required fields, fixtures. 2. **Detect at source** — the person doing the work sees the error immediately. 3. **Detect downstream** — the next step catches it. Slower, and adds rework. …
Read the whole file at its exact version.
How to install
mdr add cbrock84/headcount/quality-management@sha256:27c97c98e72ed565The line at the top of this page pins the label git:20260916.e72e404, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_noh77fsb2zvoef5q)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Aug 29, 2026 and Sep 16, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260916.e72e404 latest | 2026-09-16 | e72e404 | 4,065 B | A | view · diff |
| git:20260916.bc432c0 | 2026-09-16 | bc432c0 | 3,726 B | A | view · diff |
| git:20260901.49e89d6 | 2026-09-01 | 49e89d6 | 3,726 B | A | view · diff |
| git:20260829.2464776 | 2026-08-29 | 2464776 | 3,002 B | A | view · diff |
| git:20260829.42b4a27 | 2026-08-29 | 42b4a27 | 3,003 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4065 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
cbrock84/headcount · 2,543 stars · license MIT · pushed 2026-10-18 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_noh77fsb2zvoef5q GET https://markdownregistry.com/api/v1/resolve?ref=cbrock84/headcount/quality-management GET https://markdownregistry.com/api/v1/blob/27c97c98e72ed565d15a50d283ee0393a28522d383dc44cda15361360df59d89
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.