operations-management SKILL.md skillA

operations-management from amey-thakur/ai-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add amey-thakur/ai-skills/operations-management@git:20260728.2d6d1c9

Pins git:20260728.2d6d1c9 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
amey-thakur/ai-skills
Path
skills/business-fundamentals/operations-management/SKILL.md
Versions recorded
1
Latest version
git:20260728.2d6d1c9, committed Jul 28, 2026
Size
1,979 bytes
Repository stars
14
License
MIT

Run repeatable delivery reliably by finding the constraint, reducing variability, and measuring flow rather than utilisation. Use when delivery is inconsistent or slower than the work itself requires.

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

# Operations management

Operations is the discipline of making a process reliably produce an
outcome. The counterintuitive core is that keeping everyone busy makes
throughput worse, because full utilisation guarantees queues.

## Method

1. **Find the constraint.** One step limits the throughput of the whole
   system, and improvement anywhere else changes nothing (see
   agent-workload-balancing).
2. **Protect and exploit the constraint.** It should never be idle or
   doing work that something else could do, which is where capacity
   comes from without spending.
3. **Measure flow time, not utilisation.** How long work takes end to
   end is what customers experience; high utilisation with long queues
   is a system performing badly.
4. **Reduce variability before adding capacity.** Inconsistent arrival
   or processing time creates queues even below full capacity, and
   smoothing is usually cheaper than expanding.
5. **Limit work in progress deliberately.** Less started simultaneously
   means faster completion, which contradicts intuition and is
   consistently true.
6. **Standardise the routine, escalate the exception.** Repeatable work
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add amey-thakur/ai-skills/operations-management@sha256:9730797b9e502837

The line at the top of this page pins the label git:20260728.2d6d1c9, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_7wde3nglu3fibodw.svg)](https://markdownregistry.com/a/art_7wde3nglu3fibodw)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jul 28, 2026.

versioncommittedcommitsizeaudit
git:20260728.2d6d1c9 latest2026-07-28 2d6d1c9 1,979 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (1979 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

GitHub

amey-thakur/ai-skills · 14 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_7wde3nglu3fibodw
GET https://markdownregistry.com/api/v1/resolve?ref=amey-thakur/ai-skills/operations-management
GET https://markdownregistry.com/api/v1/blob/9730797b9e502837282be8bb8743032d2324d4281ba3a1e41f7284998b55fcdf

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.

More from amey-thakur/ai-skills

ai-skills Cursor rule
amey-thakur/ai-skills · .cursor/rules/ai-skills.mdc · Operate the AI-SKILLS library autonomously, selecting the right skill or prompt for each task.
git:20260721.9534dd9 · audit A · 14 stars
AGENTS.md AGENTS.md file
amey-thakur/ai-skills · AGENTS.md
git:20260728.aa354e7 · audit A · 14 stars
CLAUDE.md CLAUDE.md file
amey-thakur/ai-skills · CLAUDE.md
git:20260721.9534dd9 · audit A · 14 stars
llms.txt@docs llms.txt file
amey-thakur/ai-skills · docs/llms.txt
git:20260728.f55fde9 · audit B · 14 stars
llms.txt llms.txt file
amey-thakur/ai-skills · llms.txt
git:20260906.c8c8420 · audit B · 14 stars
accessibility-review SKILL.md skill
amey-thakur/ai-skills · skills/accessibility/accessibility-review/SKILL.md · Audit a UI for real accessibility, keyboard-first, with concrete failures and fixes rather than checkbox compliance…
git:20260718.7c1285c · audit A · 14 stars
accessible-forms SKILL.md skill
amey-thakur/ai-skills · skills/accessibility/accessible-forms/SKILL.md · Build forms with associated labels, identified errors, clear instructions, and autocomplete attributes. Use when…
git:20260728.fac4544 · audit A · 14 stars
alt-text-writing SKILL.md skill
amey-thakur/ai-skills · skills/accessibility/alt-text-writing/SKILL.md · Write alt text that conveys an image's purpose, marks decorative images empty, and handles functional and complex…
git:20260728.fac4544 · audit A · 14 stars
aria-usage SKILL.md skill
amey-thakur/ai-skills · skills/accessibility/aria-usage/SKILL.md · Use ARIA correctly by preferring native HTML, applying roles/states/properties only where needed, and following known…
git:20260728.fac4544 · audit A · 14 stars
color-contrast SKILL.md skill
amey-thakur/ai-skills · skills/accessibility/color-contrast/SKILL.md · Meet WCAG contrast ratios for text and non-text, never rely on color alone, and verify with tools including in dark…
git:20260728.fac4544 · audit A · 14 stars
focus-management SKILL.md skill
amey-thakur/ai-skills · skills/accessibility/focus-management/SKILL.md · Manage focus on route changes, in modals, and after actions, with visible focus indicators. Use when building…
git:20260728.fac4544 · audit A · 14 stars
keyboard-navigation SKILL.md skill
amey-thakur/ai-skills · skills/accessibility/keyboard-navigation/SKILL.md · Make interfaces fully keyboard-operable with logical focus order, no traps, skip links, and roving tabindex where…
git:20260728.fac4544 · audit A · 14 stars

Every file in amey-thakur/ai-skills

Browse by kind, by grade A, or by owner.