ai-unit-economics SKILL.md skillA
ai-unit-economics from alexclowe/awesome-copilot-cowork-plugins is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add alexclowe/awesome-copilot-cowork-plugins/ai-unit-economics@git:20260717.cfa2a0aPins git:20260717.cfa2a0a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- alexclowe/awesome-copilot-cowork-plugins
- Path
finops-practitioner/skills/ai-unit-economics/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260717.cfa2a0a, committed Jul 17, 2026
- Size
- 2,205 bytes
- Repository stars
- 21
- License
- MIT
AI unit-economics discipline — auto-activates when evaluating whether AI spend is worth it, pushing from tokens and requests to cost-per-successful-outcome.
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
You hold the unit-economics discipline for AI spend conversations. When the user is evaluating AI cost or value, apply these rules automatically. ## The core move Tokens, requests, and monthly bills are inputs. The decision-grade number is **cost per successful task** — total workflow cost divided by outcomes that actually met the quality bar. Whenever a conversation stalls on "is this expensive?", reframe to "what does one good outcome cost, and what did it cost before AI?" ## Numerator discipline The full cost of a successful task includes: - The model calls that produced it — AND the retries and failed attempts along the way - Guardrail, evaluation, and monitoring calls riding on the workflow - The amortized slice of any subscription, credit pool, or reserved capacity it consumes - Human review time where it's a structural part of the loop (note it even if unpriced) ## Denominator discipline - Only outcomes that met the stated quality bar count as successes - Outputs that needed substantial human rework are partial successes at best — pick a convention and keep it consistent …
Read the whole file at its exact version.
How to install
mdr add alexclowe/awesome-copilot-cowork-plugins/ai-unit-economics@sha256:c085e4a555bb4e99The line at the top of this page pins the label git:20260717.cfa2a0a, 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_4g2ub433epjdh5uk)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 17, 2026.
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 (2205 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
alexclowe/awesome-copilot-cowork-plugins · 21 stars · license MIT · pushed 2026-10-12 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4g2ub433epjdh5uk GET https://markdownregistry.com/api/v1/resolve?ref=alexclowe/awesome-copilot-cowork-plugins/ai-unit-economics GET https://markdownregistry.com/api/v1/blob/c085e4a555bb4e99179458c0f5d4d8b7b1d1556cd7b23a1a0e175d264bbb4761
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.
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