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aipm-synthetic-test-data

100 / 100 · Low risk

Fine to try.

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

Generates synthetic test cases only for the gaps a real golden dataset cannot cover, each marked synthetic, checked by a person against real cases and reported apart from the headline score. Use for "run aipm-synthetic-test-data", "synthetic test data", "generate edge cases", "we do not have enough test cases", "test cases for rare inputs", "fake data for evals", "cover other languages in our evals", 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-synthetic-test-data' ] || [ -L ~/.agents/skills/'aipm-synthetic-test-data' ]; then echo 'A skill folder named aipm-synthetic-test-data 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 "$d" checkout --quiet '95f01806ca43f6ee788d0579743e35853b695930' -- 'packs/ai-product-managers-pack/skills/aipm-synthetic-test-data' && mkdir -p ~/.agents/skills && cp -R "$d"/'packs/ai-product-managers-pack/skills/aipm-synthetic-test-data' ~/.agents/skills/'aipm-synthetic-test-data' && 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-synthetic-test-data' ~/.claude/skills/'aipm-synthetic-test-data' (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