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aipm-feedback-signals

100 / 100 · Low risk

Fine to try.

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

Designs an AI Feedback Signal Map with the signals an AI feature should log (accept, edit, retry, rephrase, abandon, escalate, rating), what each likely means, the log spec, a weekly readout and the triggers that send a conversation to review. Use for "run aipm-feedback-signals", "users never rate our AI answers", "implicit feedback for an AI feature", "what should we log for our assistant", "thumbs up thumbs down is not enough", "AI feedback loop design", "which conversations should we review"…

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