{"product_id":"optimize-ai-skills-with-run-history-upgrader","title":"Optimize AI Skills with Run History Upgrader","description":"\u003ch3\u003eEnhance AI Capabilities with Run History Upgrader\u003c\/h3\u003e\n\n\u003cp\u003eUnlock the full potential of your AI agent skills with the Run History Upgrader, a powerful tool designed for seamless enhancements and upgrades. This skill leverages real run evidence and user feedback to refine and optimize existing AI agent skills, ensuring they remain effective and up-to-date without creating brand-new workflows. Perfect for developers using AI coding agents like Claude Code, Cursor, and Codex.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\n\u003cul\u003e\n  \u003cli\u003eAnalyzes recent runs, identifying recurring failures and outdated sources to enhance current skills.\u003c\/li\u003e\n  \u003cli\u003eReviews user feedback and validated workflow inputs to implement structural improvements.\u003c\/li\u003e\n  \u003cli\u003eAdds, modifies, merges, deletes, or deprecates skill components based on concrete run history analysis.\u003c\/li\u003e\n  \u003cli\u003eSupports multilingualism by writing all user-facing output in the user's language, defaulting to Chinese if undetermined.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\n\u003cul\u003e\n  \u003cli\u003eA developer identifies frequent performance issues in their AI-based application and uses this skill to analyze and address the root causes.\u003c\/li\u003e\n  \u003cli\u003eA team notices changes in platform behavior affecting their agent's function; this skill updates the skill's structure to accommodate new platform specifications.\u003c\/li\u003e\n  \u003cli\u003eA project manager receives workflow validation feedback suggesting unnecessary skill bloat and utilizes this skill to streamline operations.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\n\u003cul\u003e\n  \u003cli\u003eAgent-agnostic compatibility: Works seamlessly with Codex, Claude Code, OpenCode, OpenClaw, Hermes, and more.\u003c\/li\u003e\n  \u003cli\u003eIncludes comprehensive support for various components like `SKILL.md`, `references\/`, `scripts\/`, and `evals\/` directories.\u003c\/li\u003e\n  \u003cli\u003eAdjusts to different Python launchers and path separators, ensuring flexibility across diverse environments.\u003c\/li\u003e\n  \u003cli\u003eEmploys agent-memory and aiapplication capabilities to fully harness the potential of run-history-skill-upgrader tools.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003cp\u003eMaximize efficiency and maintain competitiveness by ensuring your AI skills adapt and grow with your needs. Implement the Run History Upgrader today to see tangible improvements and sustained performance across your AI projects.\u003c\/p\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\u003edongshuyan\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/dongshuyan\/compass-skills\" rel=\"nofollow noopener\" target=\"_blank\"\u003edongshuyan\/compass-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":52698944471351,"sku":"MCP-DONGSHUYAN-COMPASS-SKILLS-RUN-HISTORY-SKILL-UPGRADER","price":11.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/dongshuyan-compass-skills-run-history-skill-upgrader.png?v=1784549086","url":"https:\/\/mcpcart.com\/products\/optimize-ai-skills-with-run-history-upgrader","provider":"SPF PRO","version":"1.0","type":"link"}