{"product_id":"optimize-ai-agents-stocktake-audit-tool-for-claude-code","title":"Optimize AI Agents: Stocktake \u0026 Audit Tool for Claude Code","description":"\u003ch3\u003eOptimize AI Agents: Stocktake \u0026amp; Audit Tool for Claude Code\u003c\/h3\u003e\n\n\u003cp\u003e\nThe Optimize AI Agents tool is designed to audit subagent definitions within the Claude Code environment. It evaluates each agent definition for description-layer residency costs, body-layer quality, suppression instructions, staleness, and substrate absorption. Based on this analysis, the tool assigns actionable verdicts such as Keep, Improve, Update, Merge, Demote to skill, Dissolve, or Retire. This tool aids developers in maintaining efficient and relevant AI agents within their coding workflows.\n\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eAudits agent definitions located in the ~\/.claude\/agents\/*.md directory.\u003c\/li\u003e\n  \u003cli\u003eEvaluates key characteristics such as description-layer residency cost and body-layer quality.\u003c\/li\u003e\n  \u003cli\u003eProvides suppression instructions and checks for agent staleness and substrate absorption.\u003c\/li\u003e\n  \u003cli\u003eAssigns verdicts including Keep, Improve, Update, Merge, Demote to skill, Dissolve, and Retire.\u003c\/li\u003e\n  \u003cli\u003eTriggers during agent stocktakes or when a change in model generation necessitates a realignment of agent definitions.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers working with AI coding agents like Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eDevelopment teams looking to optimize and streamline their AI agent capabilities.\u003c\/li\u003e\n  \u003cli\u003eProject managers overseeing AI-driven development projects.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eConducting regular audits of AI agent definitions to ensure efficiency and relevance.\u003c\/li\u003e\n  \u003cli\u003eMitigating the risk of trigger pollution and residency cost by optimizing agent use.\u003c\/li\u003e\n  \u003cli\u003eAdjusting agent definitions when transitioning between model generations.\u003c\/li\u003e\n  \u003cli\u003eIdentifying and retiring redundant or obsolete AI agents.\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-harness and aiapplication for comprehensive audits.\u003c\/li\u003e\n  \u003cli\u003eIntegrates the agent-stocktake capability to facilitate focused assessments of agent definitions.\u003c\/li\u003e\n  \u003cli\u003eOperates seamlessly within the Claude Code environment, ensuring compatibility with existing setups.\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\/claude-harness\" rel=\"nofollow noopener\" target=\"_blank\"\u003eshimo4228\/claude-harness\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":52967654818103,"sku":"MCP-SHIMO4228-CLAUDE-HARNESS-AGENT-STOCKTAKE","price":22.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/7PDa1hZOms9xgJj5Ykr08_7937b8a4b4a941dfbeaf0418d423cbc5.jpg?v=1788948258","url":"https:\/\/mcpcart.com\/products\/optimize-ai-agents-stocktake-audit-tool-for-claude-code","provider":"SPF PRO","version":"1.0","type":"link"}