{"product_id":"ai-agent-definition-quality-audit-optimize-your-claude-code","title":"AI Agent Definition Quality Audit: Optimize Your Claude Code","description":"\u003ch3\u003eProduct Title: AI Agent Definition Quality Audit: Optimize Your Claude Code\u003c\/h3\u003e\n\n\u003cp\u003eThe 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.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eAudits every agent definition located under \u003ccode\u003e\/agents\/*.md\u003c\/code\u003e.\u003c\/li\u003e\n  \u003cli\u003eAssigns a verdict to each agent definition: Keep, Improve, Update, Merge, Demote to skill, Dissolve, or Retire.\u003c\/li\u003e\n  \u003cli\u003eApplies approved edits directly, maintaining coherent and refined definitions.\u003c\/li\u003e\n  \u003cli\u003eUses a dual-layer cost model to handle both residency and invocation costs.\u003c\/li\u003e\n  \u003cli\u003eFor the residency, audits the agent's description for its inclusion density in session listings.\u003c\/li\u003e\n  \u003cli\u003eEvaluates the body of the agent on invocation quality when it is triggered through delegation.\u003c\/li\u003e\n  \u003cli\u003eTransfers agent definitions that merit demotion into skills if a suitable predefined guideline exists.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eSystem administrators auditing and refining numerous Claude Code agent definitions for productivity gains.\u003c\/li\u003e\n  \u003cli\u003eDevelopment teams seeking to standardize and improve the quality of custom AI agents within their repositories.\u003c\/li\u003e\n  \u003cli\u003eTechnical leads optimizing team workflows by demoting low-impact agents to skills, thereby reducing overhead.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eUtilizes tools such as agent-knowledge-cycle, aiapplication, and agent-stocktake for comprehensive audits.\u003c\/li\u003e\n  \u003cli\u003eIntegrates directly with the Claude Code environment to apply changes on an 'apply' branch effectively.\u003c\/li\u003e\n  \u003cli\u003eAddresses hybrid cost issues by separating residency density from invocation quality.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003eshimo4228\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/shimo4228\/akc-cycle\" rel=\"nofollow noopener\" target=\"_blank\"\u003eshimo4228\/akc-cycle\u003c\/a\u003e) and distributed under \u003cstrong\u003eMIT\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003ePersonal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.\u003c\/p\u003e\n\u003cp\u003eYour 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.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":53476457709879,"sku":"MCP-SHIMO4228-AKC-CYCLE-AGENT-STOCKTAKE","price":59.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/5SHDtgB1z9d0jfrdhSq6w_0d9d1b6d012c45df8bf8743a55198579.jpg?v=1793523852","url":"https:\/\/mcpcart.com\/products\/ai-agent-definition-quality-audit-optimize-your-claude-code","provider":"SPF PRO","version":"1.0","type":"link"}