Model Assessment

Q: What is a Claude Code skill and how does the Model Assessment skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Model Assessment is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: general-misc · Last updated: 2026-10-04

type:audit

Use when validating or evaluating a trained medical-imaging model. Audits split leakage and validation design, computes task-correct held-out metrics (Dice + HD95, AUROC + AUPRC, FROC, calibration), and covers uncertainty/OOD and Grad-CAM explainability, each with a gate.

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Assess a trained medical-imaging model (in-house, vendor or open-weights; segmentation, classification or detection) in the order the evidence is built: Part A designs and audits the validation study, Part B computes task-correct held-out metrics, Part C adds the uncertainty / OOD / abstention layer a deployment claim needs, and Part D makes an explainability analysis survive review. Run the parts the request needs (a Grad-CAM question starts at Part D), but no metric headline is reported before the Part A split gate is green. Each part ends in a stdlib gate whose verdict is reproduced from a…

What this skill does

Model Assessment is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/model-assessment/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when validating or evaluating a trained medical-imaging model. Audits split leakage and validation design, computes task-correct held-out metrics (Dice + HD95, AUROC + AUPRC, FROC, calibration), and covers uncertainty/OOD and Grad-CAM explainability, each with a gate.

Who uses this skill

The Model Assessment Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 201,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

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

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

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

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

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.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Model Assessment Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/model-assessment/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Model Assessment skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Model Assessment skill?

Use Model Assessment when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Model Assessment" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Model Assessment skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Model Assessment is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/Aperivue/medsci-skills/blob/HEAD/skills/model-assessment/SKILL.md
License: MIT
Author: Aperivue
Website: https://aperivue.com/skills

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

Aperivue. (2026). Model Assessment [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/model-assessment/

BibTeX

@misc{model-assessment-2026,
  author    = {Aperivue},
  title     = {Model Assessment [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/model-assessment/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge

[![ClaudSkills](https://claudskills.com/badge/model-assessment.svg)](https://claudskills.com/skills/model-assessment/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)

Security scan

Grade A · scanned 2026-10-04 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/model-assessment/#security)

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

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