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build-ai-prototype-check

100 / 100 · Low risk

Fine to try.

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

Checks where the inputs of an AI feature inside a prototype came from and writes an AI Prototype Input Check with every hand-picked input listed, a masked share of real cases drawn at random, runs per input, picked and random results reported apart and what one good run cannot show. Use for "run build-ai-prototype-check", "the AI part worked on my three examples", "is my AI demo cherry-picked", "test the AI feature on random inputs", "how many times should I run each input", "what does one good…

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