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aipm-unit-economics

100 / 100 · Low risk

Fine to try.

By polar-bear-org/claude-skills (GitHub) · design · 54 stars · scanned at commit 95f0180

Builds an AI Unit Economics Model with cost per call, per task and per successful outcome (retries and context included), a heavy-user scenario, caching and batch levers and a comparison with the current way of doing the task. Use for "run aipm-unit-economics", "cost per task", "cost per successful outcome", "what does each AI answer cost us", "finance wants to stop the feature", "token cost model", "heavy users are eating the margin", "is the AI cheaper than a person", part of the Claude for A…

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'aipm-unit-economics' ] || [ -L ~/.agents/skills/'aipm-unit-economics' ]; then echo 'A skill folder named aipm-unit-economics already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/polar-bear-org/claude-skills' "$d" && git -C "$d" checkout --quiet '95f01806ca43f6ee788d0579743e35853b695930' -- 'packs/ai-product-managers-pack/skills/aipm-unit-economics' && mkdir -p ~/.agents/skills && cp -R "$d"/'packs/ai-product-managers-pack/skills/aipm-unit-economics' ~/.agents/skills/'aipm-unit-economics' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'aipm-unit-economics' ~/.claude/skills/'aipm-unit-economics' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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Score history

DateVersionScore
2026-11-0795f0180100