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aipm-human-in-the-loop

100 / 100 · Low risk

Fine to try.

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

Designs Human-in-the-Loop for an AI feature or agent, naming which steps a person approves, edits or takes over, the trigger for each (uncertainty, risk, amount, user request), the handoff message and context passed, a response time staff can actually meet and what is logged. Use for "run aipm-human-in-the-loop", "where should a human approve", "human in the loop design", "AI handoff to a person", "approval step for the agent", "escalation to a human", "when should the bot hand off", part of th…

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