AI Agent Definition Quality Audit: Optimize Your Claude Code

Product Title: AI Agent Definition Quality Audit: Optimize Your Claude Code

The AI Agent Definition Quality Audit skill is designed to evaluate and classify agent definitions found within Claude Code's directory or designated repository. Each agent definition is assessed and assigned a verdict to streamline its functionality and performance.

What this skill does

• Audits every agent definition located under /agents/*.md.
• Assigns a verdict to each agent definition: Keep, Improve, Update, Merge, Demote to skill, Dissolve, or Retire.
• Applies approved edits directly, maintaining coherent and refined definitions.
• Uses a dual-layer cost model to handle both residency and invocation costs.
• For the residency, audits the agent's description for its inclusion density in session listings.
• Evaluates the body of the agent on invocation quality when it is triggered through delegation.
• Transfers agent definitions that merit demotion into skills if a suitable predefined guideline exists.

Who it is for

This skill is intended for developers and teams using AI coding agents within the Claude Code environment. It is especially beneficial for those managing and optimizing multiple agent definitions to ensure high-quality performance.

Use cases

• System administrators auditing and refining numerous Claude Code agent definitions for productivity gains.
• Development teams seeking to standardize and improve the quality of custom AI agents within their repositories.
• Technical leads optimizing team workflows by demoting low-impact agents to skills, thereby reducing overhead.

Technical details

• Utilizes tools such as agent-knowledge-cycle, aiapplication, and agent-stocktake for comprehensive audits.
• Integrates directly with the Claude Code environment to apply changes on an 'apply' branch effectively.
• Addresses hybrid cost issues by separating residency density from invocation quality.

Source & Licence

This package is built on open-source work published by shimo4228 (shimo4228/akc-cycle) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

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