product-economics SKILL.md skillA

product-economics from avelikiy/great_cto is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add avelikiy/great_cto/product-economics@git:20260904.214434d

Pins git:20260904.214434d in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
avelikiy/great_cto
Path
skills/product-economics/SKILL.md
Versions recorded
1
Latest version
git:20260904.214434d, committed Sep 4, 2026
Size
6,439 bytes
Repository stars
112
License
MIT

Does this product make money at a price someone will pay? Forces contribution margin, a price with a stated basis, and a bottom-up market size — each number labelled measured / assumed / unknown, so a guess can never be read as a calculation.

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

# Product economics

A product can pass every gate this pipeline has — architecture reviewed, tests
green, security signed off, deployed — and still lose money on every user. The
pipeline is silent about that, and silence reads as approval.

This is the missing question, and it is three questions:

1. **Does a unit pay for itself?** (contribution margin)
2. **What is the price, and on what basis?** (pricing)
3. **Are there enough units to matter?** (market size, bottom-up)

## The rule that makes this worth doing

**Every number carries its provenance**, in the notation the brief already
uses — do not invent a second vocabulary for this:

- `[source: <where it was read>]` — an invoice, a usage log, a competitor's
  published price with the date you checked it
- `[assumption]` — you made it up, and saying so is the point

`artifact-lint` already rejects a figure carrying neither. That rule was written
for the Problem section; it binds here at least as hard, because arithmetic
launders provenance: an `[assumption]` conversion rate and a `[source:]` one are
indistinguishable once they have been multiplied together, and the product of
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add avelikiy/great_cto/product-economics@sha256:96104c53b9f380fa

The line at the top of this page pins the label git:20260904.214434d, 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_wrbrcvzqo73qkdpn.svg)](https://markdownregistry.com/a/art_wrbrcvzqo73qkdpn)

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

Versions

The registry has recorded 1 version of this file, committed on Sep 4, 2026.

versioncommittedcommitsizeaudit
git:20260904.214434d latest2026-09-04 214434d 6,439 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 (6439 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

avelikiy/great_cto · 112 stars · license MIT · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wrbrcvzqo73qkdpn
GET https://markdownregistry.com/api/v1/resolve?ref=avelikiy/great_cto/product-economics
GET https://markdownregistry.com/api/v1/blob/96104c53b9f380fa0185aa688db8d7492848fc494268e6d08ae8179e54a14841

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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