Optimize AI Prompts: Transform Vague Requests to Structured XML
Optimize AI Prompts: Transform Vague Requests to Structured XML
Couldn't load pickup availability
Optimize AI Prompts: Transform Vague Requests to Structured XML
Optimize AI Prompts: Transform Vague Requests to Structured XML
This 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.
What this skill does
- Transforms input requests into structured XML prompts.
- Offers two modes:
- Execute (default): Automatically generates and executes XML prompts.
- Plan: Generates XML for review and approval before execution.
- Utilizes a headless generator for prompt improvement.
- Overrides generator models on a per-prompt basis using specific tokens.
Who it is for
- Developers using AI coding agents like Claude Code, Cursor, and Codex.
- Teams looking to refine request inputs for more reliable execution.
Use cases
- Improving vague input requests to generate XML prompts for coding agents.
- Planning complex code changes before actual execution of prompts.
- Verifying rough change requests with structured criteria before coding.
Technical details
- Compatible with Claude Code, Cursor, and Codex.
- Uses agent skills and prompt improvement tools for XML generation.
- Supports model override through tokens (e.g.,
model:fableormodel=gpt-6-sol).
Source & Licence
This package is built on open-source work published by owenob1 (owenob1/prompt-improver) and distributed under MIT. The original licence text and copyright notice are included in your download.
Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.
Your 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.
Delivery & Support
- Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
- Format: ZIP archive containing the skill files, documentation and the original licence.
- Support: support@mcpcart.com — we aim to reply within 2 business days.
- Updates: updates are included only where stated on this page.
Refunds
This 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.
Claude, 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.
Trusted by Developers & Marketers
Here's what buyers say about the skills they use every day.
Ran it on a client's Google Ads account and it flagged wasted spend we'd been missing for months. Paid for itself on day one.
Optimize Ad Spend: Ad Account AuditorWe finally caught broken conversion tags before launch instead of after. The pre-launch checklist alone is worth the price.
Optimize Conversion Tracking: Pre-Launch QADropped it into Claude Code and my LCP went from 4.1s to 1.9s in an afternoon. It explains every fix it suggests, so I actually learned something too.
Optimize Core Web VitalsOur agency uses it as the final review step on every PR now. It catches security issues our linters never did.
Optimize Your Code: Best Practices & SecurityMade WCAG 2.2 compliance actually manageable. It walked through our whole storefront and produced a fix list our devs could work from directly.
Enhance Web Accessibility: WCAG 2.2As an expat freelancer in France, the DGFIP simulation saved me a very expensive appointment with an accountant. Incredibly thorough.
AI Tax Audit Skill: DGFIP Fiscal ControlWorks with both Cursor and Claude Code exactly as advertised. Setup took less than five minutes with the included README.
Optimize Profits: AI Conversion Value MapperInstant delivery, clean files, clear docs. This is how digital products should be sold. Already bought three more skills.
AI Comptable: French AccountingSupport answered my install question within a couple of hours on a Sunday. The skill itself has become part of my daily workflow.
Optimize Core Web Vitals