Back to skills
SkillHub ClubShip Full StackFull StackTesting

model-explainer

This skill provides model interpretability using SHAP, LIME, and feature importance to explain why models make specific predictions. It helps build trust, debug models, and meet regulatory requirements by generating human-readable explanations for both individual predictions and overall model behavior.

Packaged view

This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.

Stars
95
Hot score
94
Updated
March 20, 2026
Overall rating
C5.1
Composite score
5.1
Best-practice grade
B81.2

Install command

npx @skill-hub/cli install anton-abyzov-specweave-model-explainer

Repository

anton-abyzov/specweave

Skill path: plugins/specweave-ml/skills/model-explainer

This skill provides model interpretability using SHAP, LIME, and feature importance to explain why models make specific predictions. It helps build trust, debug models, and meet regulatory requirements by generating human-readable explanations for both individual predictions and overall model behavior.

Open repository

Best for

Primary workflow: Ship Full Stack.

Technical facets: Full Stack, Testing.

Target audience: Development teams looking for install-ready agent workflows..

License: Unknown.

Original source

Catalog source: SkillHub Club.

Repository owner: anton-abyzov.

This is still a mirrored public skill entry. Review the repository before installing into production workflows.

What it helps with

  • Install model-explainer into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
  • Review https://github.com/anton-abyzov/specweave before adding model-explainer to shared team environments
  • Use model-explainer for development workflows

Works across

Claude CodeCodex CLIGemini CLIOpenCode

Favorites: 0.

Sub-skills: 0.

Aggregator: No.

model-explainer | SkillHub