# datarobot-model-explainability

> Claude/Codex skill by [@datarobot-oss](https://omgskills.com/library/datarobot-oss/index.md) · 32 stars · Updated 2026-10-23

Tools and guidance for model explainability, prediction explanations, feature impact analysis, SHAP values, SHAP distributions, anomaly assessment, and model diagnostics. Use when analyzing model explanations, feature impact, SHAP values, SHAP distributions, anomaly assessment, or diagnosing model behavior.

Tags: agy-plugin, agy-skill, antigravity-plugin, antigravity-skill, antigravity-skills, chatgpt-plugin, claude-skills, codex-plugin, codex-skill, codex-skills, cursor-plugins, gemini-cli-extension, skills

## Install

```sh
git clone https://github.com/datarobot-oss/datarobot-agent-skills /tmp/datarobot-agent-skills && ln -s /tmp/datarobot-agent-skills/skills/datarobot-model-explainability ~/.claude/skills/datarobot-model-explainability
```

## From README

DataRobot Model Explainability Skill This skill covers SHAP insights, XEMP prediction explanations, anomaly explanations, and model diagnostics. SDK version: Use datarobot\>=3.6.0 for the full API set in this skill (ShapDistributions was added in 3.6; ShapMatrix, ShapImpact, and ShapPreview are available in datarobot\>=3.4.0). Use from datarobot.insights import ShapMatrix, ... with entityid=modelid — not legacy datarobot.models.ShapMatrix (projectid / datasetid). ShapMatrix, ShapImpact, ShapPreview, and ShapDistributions are the canonical SHAP API. The older dr.PredictionExplanations (XEMP-based) remains available but is the secondary path.

## Links

- HTML page: https://omgskills.com/library/datarobot-oss/datarobot-agent-skills/skills/datarobot-model-explainability/
- GitHub: https://github.com/datarobot-oss/datarobot-agent-skills
- Author: [@datarobot-oss](https://omgskills.com/library/datarobot-oss/index.md)

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