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aipm-golden-dataset

100 / 100 · Low risk

Fine to try.

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

Builds a golden dataset of 20 to 50 real cases with expected outcomes, coverage by failure type and edge case, source and version per case, and add-and-retire rules. Use for "run aipm-golden-dataset", "golden dataset", "build an eval set", "test cases for our AI feature", "did the new prompt actually help", "regression set", "capability set", "turn these failures into tests", 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-golden-dataset' ] || [ -L ~/.agents/skills/'aipm-golden-dataset' ]; then echo 'A skill folder named aipm-golden-dataset 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 "$d" checkout --quiet '95f01806ca43f6ee788d0579743e35853b695930' -- 'packs/ai-product-managers-pack/skills/aipm-golden-dataset' && mkdir -p ~/.agents/skills && cp -R "$d"/'packs/ai-product-managers-pack/skills/aipm-golden-dataset' ~/.agents/skills/'aipm-golden-dataset' && 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-golden-dataset' ~/.claude/skills/'aipm-golden-dataset' (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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