ai-unit-economics skillA
ai-unit-economics is agent-read markdown (skill) from vandanaajaydubey111/great-pm: The unit-economics model that governs whether an AI product is viable. Forces explicit cost-per-action (token + orchestration overhead), gross-margin-per-query math, the "every feature use costs money" mental model, the cost levers (caching, model tiering, batching, local inference), and break-even analysis. The AI extension of cost-model and pricing-models — those are general; this models per-query variable cost..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
## Codex host binding - Treat references to Claude slash workflows as the equivalently named Codex skill. - Before delegating to any specialist, read the `great-pm-runtime` skill and the selected packaged role file. - Treat "invoke", "assign", "delegate", "spawn", and source Agent-tool instructions as a required Codex `spawn_agent` call with that role and a bounded assignment. - For the spawn tool's `task_name` or `agent_name` identifier, replace canonical role-name hyphens with underscores (`query-refiner-pm` → `query_refiner_pm`). Keep canonical names unchanged in prompts, filenames, verdict logs, and user-facing output; this is an internal identifier mapping, not a role rename. - Store every returned agent identifier. Never call a wait tool until a spawn has returned an identifier, and wait only on identifiers returned by successful spawns. - If `spawn_agent` is unavailable or a spawn fails, report BLOCKED; do not impersonate the specialist or wait on an empty agent set. - Resolve bundled paths from the installed GreatPM plugin root. - Ignore Claude-only model aliases, colors, turn limits, and tool allowlists. …
Read the whole file at its exact version.
How to install
mdr add vandanaajaydubey111/great-pm/ai-unit-economics@git:20260920.2cbc56dmdr add vandanaajaydubey111/great-pm/ai-unit-economics@sha256:c4f26b7d5dd105e0Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_53byupzaxatftpje)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260920.2cbc56d latest | 2026-09-20 | 2cbc56d | 15,372 B | A | view · diff |
| git:20260729.8dd5ad0 | 2026-07-29 | 8dd5ad0 | 15,195 B | A | view · diff |
| git:20260729.4a3a4d0 | 2026-07-29 | 4a3a4d0 | 15,060 B | A | view · diff |
| git:20260729.5b86b60 | 2026-07-29 | 5b86b60 | 14,564 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 (15372 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
vandanaajaydubey111/great-pm · 3 stars · license MIT · pushed 2026-09-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_53byupzaxatftpje GET https://markdownregistry.com/api/v1/resolve?ref=vandanaajaydubey111/great-pm/ai-unit-economics GET https://markdownregistry.com/api/v1/blob/c4f26b7d5dd105e0853ec331856756a9a210abca6190a3aa713e12cb57751885
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