{"product_id":"optimize-ai-skills-real-time-analysis-for-skiphow","title":"Optimize AI Skills: Real-Time Analysis for SkipHow","description":"\u003ch3\u003eOptimize AI Skills: Real-Time Analysis for SkipHow\u003c\/h3\u003e\n\n\u003cp\u003eOptimize AI Skills: Real-Time Analysis for SkipHow allows developers to assess the performance of the SkipHow package during a real session. By analyzing session transcripts, it determines what the package instructed, what was executed by the run, and evaluates evidence to determine if the package was at fault. This tool is tailored for development insight rather than end-user deployment.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eLocates a specific session within transcripts using a text snippet provided by the user.\u003c\/li\u003e\n  \u003cli\u003eAnalyzes JSONL files to verify actual behaviors against expected commands.\u003c\/li\u003e\n  \u003cli\u003eEvaluates session data to attribute any misbehavior accurately to the package or run.\u003c\/li\u003e\n  \u003cli\u003eFacilitates the iteration of SkipHow's development based on real-world usage.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers managing AI integration through coding agents such as Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eDevelopment teams evaluating AI capabilities to optimize package performance.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDiagnosing performance issues with SkipHow during testing phases.\u003c\/li\u003e\n  \u003cli\u003eAnalyzing AI session behavior in development environments to improve reliability.\u003c\/li\u003e\n  \u003cli\u003eTracking resource utilization like time and tokens per subagent for optimization.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eWorks with JSONL transcript files located within the user's projects directory.\u003c\/li\u003e\n  \u003cli\u003eUtilizes standard file search and basic Python scripting for data extraction and analysis.\u003c\/li\u003e\n  \u003cli\u003eInvolves no standing software installation, leveraging on-the-spot scripting instead.\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\u003emzored\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/mzored\/SkipHow\" rel=\"nofollow noopener\" target=\"_blank\"\u003emzored\/SkipHow\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":52983970529591,"sku":"MCP-MZORED-SKIPHOW-DOGFOOD","price":67.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/g4TkGSGXM32-CijQKBzr1_b9c1e4bfc56643c0bb89fd09c9b25610.jpg?v=1789293712","url":"https:\/\/mcpcart.com\/products\/optimize-ai-skills-real-time-analysis-for-skiphow","provider":"SPF PRO","version":"1.0","type":"link"}