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aipm-ai-success-criteria

100 / 100 · Low risk

Fine to try.

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

Writes AI Success Criteria for a model feature, one specific and measurable criterion per dimension (task fidelity, consistency, tone, privacy, context use, latency, cost), with today's baseline, a target left blank for a named person and how each will be measured. Use for "run aipm-ai-success-criteria", "define success criteria for our AI feature", "what does good mean for this model", "make it good is not a spec", "acceptance criteria for an LLM", "release bar for the assistant", "how do we m…

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-ai-success-criteria' ] || [ -L ~/.agents/skills/'aipm-ai-success-criteria' ]; then echo 'A skill folder named aipm-ai-success-criteria 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 "$d" checkout --quiet '95f01806ca43f6ee788d0579743e35853b695930' -- 'packs/ai-product-managers-pack/skills/aipm-ai-success-criteria' && mkdir -p ~/.agents/skills && cp -R "$d"/'packs/ai-product-managers-pack/skills/aipm-ai-success-criteria' ~/.agents/skills/'aipm-ai-success-criteria' && 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-ai-success-criteria' ~/.claude/skills/'aipm-ai-success-criteria' (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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