Design AI Benchmarking

Q: What is a Claude Code skill and how does the Design AI Benchmarking 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. Design AI Benchmarking 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: design-creative · Last updated: 2026-06-07

ai:llm type:review

Design and validity review for studies that benchmark one or more AI systems against a human-expert panel as the reference. Covers the evaluation question and arm definition, decoupled multi-dimensional rubrics with anchors, planted calibration probes, reviewer-panel construction, inter-rater reliability targets, LLM-as-judge versus human-as-judge adjudication, construct-independence guards, and a structured rating-export schema. Use before data collection on an AI-vs-expert evaluation.

About this skill (catalog notes)

Design AI Benchmarking includes at least one code block. The SKILL.md runs to about 1,407 words, in the catalog's typical mid-range.

Source: aperivue.com/skills
Original author: Aperivue
Indexed lastmod: 2026-06-07
Catalog position: General · design-creative
Indexed related skills: 10

How Design AI Benchmarking fits the catalog

Design AI Benchmarking sits in the General category under the design-creative sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

What this skill does

Design AI Benchmarking is a community-contributed Claude Code skill in the design-creative sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/design-ai-benchmarking/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Design AI Benchmarking 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 120,000+ 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/design-ai-benchmarking
curl -L https://claudskills.com/skills/design-ai-benchmarking/SKILL.md \
  -o ~/.claude/skills/design-ai-benchmarking/SKILL.md

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

Skills live at ~/.claude/skills/design-ai-benchmarking/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\design-ai-benchmarking\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 Design AI Benchmarking Claude Code skill?

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

What does the Design AI Benchmarking 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 Design AI Benchmarking skill?

Use Design AI Benchmarking when your Claude Code task falls under the General category — specifically in the design creative 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 Design AI Benchmarking" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Design AI Benchmarking 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. Design AI Benchmarking 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/design-ai-benchmarking/SKILL.md
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). Design AI Benchmarking [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/design-ai-benchmarking/

BibTeX

@misc{design-ai-benchmarking-2026,
  author    = {Aperivue},
  title     = {Design AI Benchmarking [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/design-ai-benchmarking/}
}

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