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aipm-eval-rubric

100 / 100 · Low risk

Fine to try.

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

Writes an eval rubric with one binary pass or fail check per failure type, the grader for each check (code, model or human), real pass and fail examples, and which checks block a release. Use for "run aipm-eval-rubric", "eval rubric", "pass fail criteria for our AI", "how should we grade outputs", "our 1 to 5 scores mean nothing", "code grader or LLM grader", "which failures block a release", part of the Claude for AI Product Managers Pack by 90n.

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