AI Skill Creator: Design & Optimize Skills for Claude, Cursor, Codex

AI Skill Creator: Design & Optimize Skills for Claude, Cursor, Codex

The AI Skill Creator is a tool designed for developers and teams to create new skills, modify existing ones, and optimize their performance for AI agents like Claude, Cursor, and Codex. It provides a structured framework to evaluate and refine skills through qualitative and quantitative analyses, ensuring skill efficiency and effectiveness.

What this skill does

• Define the desired functionality and initial design of a new skill.
• Draft the skill and test it by running it with Claude-access.
• Assist users in evaluating outputs qualitatively and quantitatively.
• Develop or adjust evaluation metrics, guiding users through interpretation.
• Use the eval-viewer/generate_review.py script to review skill performance metrics.
• Refine the skill based on detailed feedback until satisfactory results are achieved.
• Expand the test set and perform iterative testing at a larger scale for enhanced assurance.

Who it is for

This skill is intended for developers and development teams that utilize AI coding agents such as Claude, Cursor, and Codex. It benefits those involved in AI skill development and optimization, requiring efficient evaluation methodologies.

Use cases

• Developing a new AI skill from the ground up for bespoke applications.
• Refining existing skills to align with newly defined business requirements.
• Conducting performance benchmarking for AI skill enhancements.
• Optimizing skill descriptions for improved triggering in AI environments.

Technical details

• Integrates with 3d-generation, aiapplication, and skill-creator tools.
• Supports Claude Code, Cursor, and Codex AI agents.
• Executes evaluations using the eval-viewer/generate_review.py script.
• Facilitates both qualitative and quantitative skill performance analysis methodologies.

Source & Licence

This package is built on open-source work published by scenario-labs (scenario-labs/skills) 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.