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Aperivue

Explainability skill

Renamed to /model-assessment in v6 (removed in v7).

$npx skills add Aperivue/medsci-skills --skill explainability
View this skill on GitHubAperivue/medsci-skills/skills/explainability/SKILL.md
Pack stars
376
Pack installs
6.8k
Alyn Score
50/99
Updated
16 h ago
License
MIT
– views – installs via Alyn

Aperivue

Explainability

Research

Install Explainability

Pick your agent. Every command is ready to paste.

$npx skills add Aperivue/medsci-skills --skill explainability

The open skills CLI detects your agents (Claude Code, Cursor, Codex and 70+ more) and installs to the right folder. Add -g to install globally.

01

Install it

Run the command above, or upload the folder in Claude.

02

Ask naturally

Describe the task. Your agent loads explainability when the request matches its description.

03

Name it if needed

If it does not trigger, say “use the explainability skill”. In Codex, type $explainability.

The skill itself

SKILL.md

FolderGitHub

/explainability was renamed to /model-assessment in v6.0; this redirect is removed in v7. Run /model-assessment now, passing the same arguments the user gave /explainability. Start at /model-assessment Part D, Phases 12–13 (saliency sanity checks, localisation, attribution framing).

Tips for Explainability

  • • Start a fresh session after installing so your agent picks up the new skill.
  • • It is part of a pack with 30 skills. Install only the ones you need with --skill to keep triggers precise.
  • • If two skills overlap, mention the one you want by name.

Questions about Explainability

What does the Explainability skill do?

Renamed to /model-assessment in v6 (removed in v7).

How do I install Explainability?

Run "npx skills add Aperivue/medsci-skills --skill explainability" in your project. The skills CLI installs it for Claude Code, Cursor, Codex and 70+ other agents. In Claude on the web, upload the skill folder as a ZIP under Customize > Skills.

Does Explainability work in Cursor and Codex?

Yes. Explainability uses the open SKILL.md format, so it works in Claude Code, Claude, Cursor, OpenAI Codex, Gemini CLI, GitHub Copilot and other agents that support agent skills.

Is Explainability free?

Explainability is open source on GitHub under the MIT license. It is free to install; check the license before commercial use.

Who made Explainability?

Explainability is published by Aperivue in the Aperivue/medsci-skills repository, together with 29 other skills.

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