ClaudSkills / General / orchestration-frameworks

AI Fluency Check

Q: What is a Claude Code skill and how does the AI Fluency Check 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. AI Fluency Check 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: orchestration-frameworks · Last updated: 2026-05-26

ai:claude

/ai-fluency-check と入力されたときだけ起動するAIフルーエンシー自己評価スキル。Anthropicの4D AI Fluency Framework（Delegation / Description / Discernment / Diligence）に基づく18項目のルーブリックを使い、対話的に自己評価する。過去の評価記録と比較して成長を可視化し、研究根拠にもとづく改善アドバイスと参考文献を提供する。ユーザーが /ai-fluency-check と明示的に入力した場合のみ使用すること。自動起動・推測起動は一切しない。

What this skill does

AI Fluency Check is a community-contributed Claude Code skill in the orchestration-frameworks sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-fluency-check/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The AI Fluency Check 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 88,000+ 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/ai-fluency-check
curl -L https://claudskills.com/skills/ai-fluency-check/SKILL.md \
  -o ~/.claude/skills/ai-fluency-check/SKILL.md

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

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

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 AI Fluency Check Claude Code skill?

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

What does the AI Fluency Check 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 AI Fluency Check skill?

Use AI Fluency Check when your Claude Code task falls under the General category — specifically in the orchestration frameworks 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 AI Fluency Check" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the AI Fluency Check 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. AI Fluency Check 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/toiee-kameda/libehub-skills/blob/e690fd74ba51070404638b70269c929f54c703ef/skills/ai-fluency-check/SKILL.md
Author: toiee-kameda

Cite this skill

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

APA

toiee-kameda. (2026). AI Fluency Check [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ai-fluency-check/

BibTeX

@misc{ai-fluency-check-2026,
  author    = {toiee-kameda},
  title     = {AI Fluency Check [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ai-fluency-check/}
}

Embed this skill

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Badge

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

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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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