Shap Model Explainability

Quality score: 70/100 · Category: General · Sub-category: general-misc

ai:agenttype:audit

Model interpretability via SHAP (Shapley values from game theory). Covers explainer choice (Tree, Deep, Linear, Kernel, Gradient, Permutation), feature attribution, and plots (waterfall, beeswarm, bar, scatter, force, heatmap). Use to explain ML predictions, rank features, debug models, audit fairness, or compare models. Works with tree, deep, linear, and black-box models.

What this skill does

Shap Model Explainability is a production-ready Claude Code skill (quality score 70/100) in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/shap-model-explainability/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Shap Model Explainability skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/shap-model-explainability
curl -L https://claudskills.com/skills/shap-model-explainability/SKILL.md \
  -o ~/.claude/skills/shap-model-explainability/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/shap-model-explainability/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/shap-model-explainability/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\shap-model-explainability\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

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Part of ClaudSkills — the open registry for Claude Code skills. · What's New · Install guide · About · llms.txt

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