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agent-auditor

A Python tool for auditing the compliance and effectiveness of Claude Code skills.

Install & Use

Copy this prompt and send it to your AI assistant (Claude / Cursor / TRAE / Codex / WorkBuddy etc.) to auto-install:

Help me install this AI Skill: agent-auditor.
It is used for: A Python tool for auditing the compliance and effectiveness of Claude Code skills.
Full Skill content: https://321skill.com/skills/agent-auditor/raw/index.md
Read that page and install it.

The prompt includes a link to the full Skill content. You can also view the full content.

Agent Auditor is an auditing tool specifically designed for Claude Code skills, aiming to address the compliance and reliability issues developers face when creating and deploying skills. Through automated checks, it ensures that skills adhere to Anthropic's official specifications and can be reliably invoked by the system, thereby preventing skill failures due to formatting errors or design flaws.

The tool offers three usage modes: Quick Mode performs deterministic validation via the Python SDK and is instantly free; Explain Mode calls an AI to provide in-depth analysis of issues and repair suggestions; Hybrid Mode outputs structured JSON data, facilitating integration with other agents or systems. Users only need to provide the skill directory path to run the audit.

It is well-suited for agent developers, full-stack developers, and operations engineers responsible for skill quality assurance. These roles need to ensure the quality and compliance of Claude Code skills during development, testing, or deployment.

It is recommended that developers run this tool for quality checks after completing skill development, before committing to a repository, or prior to deployment. For complex issues, Explain Mode can be used to obtain detailed AI suggestions. Note that Explain Mode incurs a small API call fee.

Key Features

Unlike general-purpose code inspection tools, it specializes in deep auditing against the official specifications for Claude Code skills and can verify a skill's automatic triggering capability. Its Hybrid Mode outputs structured JSON, providing convenience for integration into agent workflows.

Limitations

The tool primarily targets Claude Code skills and is not suitable for auditing skills from other AI platforms (e.g., OpenAI GPTs) or general software projects.

FAQ

What specific issues can Agent Auditor check?

It can check skill structure compliance, YAML formatting, file integrity, description quality, and automatic invocation potential, specifically including B1-B5 blocking issues and W1-W2 warning issues.

Does using Explain Mode (--explain) require payment?

Yes, Explain Mode calls the Claude AI for analysis, costing approximately $0.004 per call, while Quick Mode and Hybrid Mode are completely free.

Installation guide for AI assistants

If your AI coding assistant (Claude Code, Cursor, TRAE etc.) can see this page, send it this message to auto-install:

Visit https://321skill.com/skills/agent-auditor/raw/index.md to read the original Skill definition (Markdown format) for agent-auditor, and install it according to the instructions.