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aipm-error-analysis

100 / 100 · Low risk

Fine to try.

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

Reads 50 to 100 real AI outputs with you and turns them into an error analysis log with open codes, failure types grouped by axial coding, counts per type and the three to fix first. Use for "run aipm-error-analysis", "error analysis", "what is actually going wrong with our AI", "read our transcripts", "build a failure taxonomy", "code these LLM outputs", "our eval scores mean nothing", "where do I start with 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-error-analysis' ] || [ -L ~/.agents/skills/'aipm-error-analysis' ]; then echo 'A skill folder named aipm-error-analysis 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 "$d" checkout --quiet '95f01806ca43f6ee788d0579743e35853b695930' -- 'packs/ai-product-managers-pack/skills/aipm-error-analysis' && mkdir -p ~/.agents/skills && cp -R "$d"/'packs/ai-product-managers-pack/skills/aipm-error-analysis' ~/.agents/skills/'aipm-error-analysis' && 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-error-analysis' ~/.claude/skills/'aipm-error-analysis' (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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