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impact-training-contribution-analysis

100 / 100 · Low risk

Fine to try.

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

Builds the argument for how far a training programme contributed to a result, producing the chain from programme to behaviour to result with the evidence for each link, the other explanations weighed for and against, and every claim marked shown, suggested or unknown. Use for "run impact-training-contribution-analysis", "contribution analysis", "how do we know it was the training", "isolate the effect of training", "did the training cause the result", "other explanations for the result", "train…

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/'impact-training-contribution-analysis' ] || [ -L ~/.agents/skills/'impact-training-contribution-analysis' ]; then echo 'A skill folder named impact-training-contribution-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 "$d" checkout --quiet '95f01806ca43f6ee788d0579743e35853b695930' -- 'packs/training-impact-pack/skills/impact-training-contribution-analysis' && mkdir -p ~/.agents/skills && cp -R "$d"/'packs/training-impact-pack/skills/impact-training-contribution-analysis' ~/.agents/skills/'impact-training-contribution-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/'impact-training-contribution-analysis' ~/.claude/skills/'impact-training-contribution-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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