ai-operating-economics SKILL.md skillA
ai-operating-economics from magnus919/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add magnus919/agent-skills/ai-operating-economics@git:20260821.1291f95Pins git:20260821.1291f95 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- magnus919/agent-skills
- Path
ai-operating-economics/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260821.1291f95, committed Aug 21, 2026
- First version recorded
- Aug 21, 2026
- Size
- 19,789 bytes
- Repository stars
- 140
- License
- MIT
Use when deciding whether an AI-enabled workflow should be adopted, scaled, constrained, redesigned, or retired, and the decision must connect business outcomes, worker or user effects, quality guardrails, full operating cost, telemetry, uncertainty, and accountable governance. Do not use for a standalone financial model, infrastructure cost calculation, agent evaluation design, runtime operations, or general AI governance; route those details to the neighboring specialist skills.
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
# AI Operating Economics ## Overview AI initiatives are operating interventions, not merely model purchases or ROI spreadsheets. Their value depends on what work changes, who benefits, what quality or risk changes with it, what the complete intervention costs, and whether the organization can observe and govern those changes. This skill provides the cross-domain decision spine for evaluating an AI-enabled workflow. It does not replace financial modeling, product measurement, statistical inference, agent evaluation, runtime operations, or AI governance. It makes those inputs meet in one accountable decision record. The core question is not “Did the model make people faster?” It is: “What changed in this workflow, for whom, at what full cost, with what outcome and countermetric evidence, and what authority should the organization grant next?” ## Entry Points | Starting state | Start with | Primary artifact or route | |---|---|---| | Idea or proposed AI workflow | Steps 1–2 | `templates/ai-initiative-evidence-record.md` | | Existing pilot or outcome data | Steps 3–7 | `references/evidence-method.md` plus the evidence record | …
Read the whole file at its exact version.
How to install
mdr add magnus919/agent-skills/ai-operating-economics@sha256:c99e03600cd503cbThe line at the top of this page pins the label git:20260821.1291f95, 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_rz75s6bxlpgjjvob)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Aug 21, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260821.1291f95 latest | 2026-08-21 | 1291f95 | 19,789 B | A | view · diff |
| git:20260821.94b7231 | 2026-08-21 | 94b7231 | 14,748 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 (19789 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
magnus919/agent-skills · 140 stars · license MIT · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_rz75s6bxlpgjjvob GET https://markdownregistry.com/api/v1/resolve?ref=magnus919/agent-skills/ai-operating-economics GET https://markdownregistry.com/api/v1/blob/c99e03600cd503cb02f0689bb43d6e24621a76b3935de696b7fca554f59d855a
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.