{"product_id":"optimize-ai-agent-instructions-with-karpathy-principles","title":"Optimize AI Agent Instructions with Karpathy Principles","description":"\u003ch3\u003eOptimize AI Agent Instructions with Karpathy Principles\u003c\/h3\u003e\n\n\u003cp\u003e\nThis skill audits and rewrites AI agent instruction files, including \u003ccode\u003eCLAUDE.md\u003c\/code\u003e, \u003ccode\u003eGEMINI.md\u003c\/code\u003e, and \u003ccode\u003e.github\/copilot-instructions.md\u003c\/code\u003e within any repository. By applying Karpathy's four behavioral principles, it ensures these files are authoritative and specific to each platform, rather than mere copies. \n\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eTriggers the optimization process upon specific user commands, such as \"optimize my CLAUDE.md\" or \"audit agent instructions\".\u003c\/li\u003e\n    \u003cli\u003eExamines instruction files for stale or foreign content, removing any discrepancies.\u003c\/li\u003e\n    \u003cli\u003eApplies explicit behavioral principles to guide AI behavior effectively.\u003c\/li\u003e\n    \u003cli\u003eEnsures integration with platform-specific sections for each file.\u003c\/li\u003e\n    \u003cli\u003eTransforms files to be authoritative and concise.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eDevelopers collaborating with AI coding agents like Claude Code, Cursor, and Codex.\u003c\/li\u003e\n    \u003cli\u003eTechnical teams requiring precise and curated AI instruction files.\u003c\/li\u003e\n    \u003cli\u003eProject maintainers looking to standardise AI behaviors within their repositories.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eDevelopers wishing to apply Karpathy principles to AI agent files for consistency and reliability.\u003c\/li\u003e\n    \u003cli\u003eTeams requiring an audit and automated clean-up of instruction files to remove outdated or irrelevant content.\u003c\/li\u003e\n    \u003cli\u003eProjects demanding cohesive and clear AI directives across diverse platforms.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eUtilizes the \u003ccode\u003eoptimize-agent-instructions\u003c\/code\u003e functionality for comprehensive audits.\u003c\/li\u003e\n    \u003cli\u003eOperates on any project type, not constrained to agent-plugins-skills alone.\u003c\/li\u003e\n    \u003cli\u003eFacilitates seamless integration with instruction files in GitHub repositories.\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\u003erichfrem\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/richfrem\/agent-plugins-skills\" rel=\"nofollow noopener\" target=\"_blank\"\u003erichfrem\/agent-plugins-skills\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":52890509738295,"sku":"MCP-RICHFREM-AGENT-PLUGINS-SKILLS-OPTIMIZE-AGENT-INSTRUCTIONS","price":26.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/3gFB6Ljw_XvkqbVW3xgbE_910370bab2d44efba6632957b4ea003a.jpg?v=1787562159","url":"https:\/\/mcpcart.com\/products\/optimize-ai-agent-instructions-with-karpathy-principles","provider":"SPF PRO","version":"1.0","type":"link"}