{"product_id":"optimize-ai-prompts-transform-vague-requests-to-structured-xml","title":"Optimize AI Prompts: Transform Vague Requests to Structured XML","description":"\u003ch3\u003eOptimize AI Prompts: Transform Vague Requests to Structured XML\u003c\/h3\u003e\n\u003cp\u003eThis AI agent skill transforms vague, high-level prompts into precise and structured XML prompts for reliable execution by coding agents such as Claude Code, Cursor, and Codex. Its two operational modes—execute and plan—allow for automatic execution or review before execution.\u003c\/p\u003e\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eTransforms input requests into structured XML prompts.\u003c\/li\u003e\n  \u003cli\u003eOffers two modes: \n    \u003cul\u003e\n      \u003cli\u003e\n\u003cstrong\u003eExecute\u003c\/strong\u003e (default): Automatically generates and executes XML prompts.\u003c\/li\u003e\n      \u003cli\u003e\n\u003cstrong\u003ePlan\u003c\/strong\u003e: Generates XML for review and approval before execution.\u003c\/li\u003e\n    \u003c\/ul\u003e\n  \u003c\/li\u003e\n  \u003cli\u003eUtilizes a headless generator for prompt improvement.\u003c\/li\u003e\n  \u003cli\u003eOverrides generator models on a per-prompt basis using specific tokens.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers using AI coding agents like Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eTeams looking to refine request inputs for more reliable execution.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eImproving vague input requests to generate XML prompts for coding agents.\u003c\/li\u003e\n  \u003cli\u003ePlanning complex code changes before actual execution of prompts.\u003c\/li\u003e\n  \u003cli\u003eVerifying rough change requests with structured criteria before coding.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eCompatible with Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eUses agent skills and prompt improvement tools for XML generation.\u003c\/li\u003e\n  \u003cli\u003eSupports model override through tokens (e.g., \u003ccode\u003emodel:fable\u003c\/code\u003e or \u003ccode\u003emodel=gpt-6-sol\u003c\/code\u003e).\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\u003eowenob1\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/owenob1\/prompt-improver\" rel=\"nofollow noopener\" target=\"_blank\"\u003eowenob1\/prompt-improver\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":53055104549175,"sku":"MCP-OWENOB1-PROMPT-IMPROVER-PROMPT-IMPROVER","price":19.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/8ejiMyVGlObPCQSJh_I-D_c4ca0760e9f944b59eda3dae2bad86c5.jpg?v=1790510667","url":"https:\/\/mcpcart.com\/products\/optimize-ai-prompts-transform-vague-requests-to-structured-xml","provider":"SPF PRO","version":"1.0","type":"link"}