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JonathanMitchell1234
JonathanMitchell1234COMMUNITY
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skill-creator

Create and refine AI skills with SKILL.md files and test cases.

Updated Feb 27, 2026
Search Tags:#skill development#testing#prompt engineering#code generation#evaluation#ai agent
One-click install
npx skills add https://github.com/JonathanMitchell1234/Stock-Swing-Trading-Bot --skill skill-creator-jonathanmitchell1234
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: skill-creator
Source: https://github.com/JonathanMitchell1234/Stock-Swing-Trading-Bot/tree/main/.agents/skills/skill-creator
Command: npx skills add https://github.com/JonathanMitchell1234/Stock-Swing-Trading-Bot --skill skill-creator-jonathanmitchell1234

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill streamlines the entire process of creating and refining AI capabilities, from initial concept to robust performance testing.

Core Features & Use Cases

  • Skill Creation: Guides users through defining intent, interviewing for details, and writing SKILL.md files.
  • Iterative Improvement: Facilitates testing, evaluation, and rewriting of skills based on performance data.
  • Description Optimization: Enhances skill triggering accuracy through automated prompt testing and refinement.
  • Use Case: You have an idea for a new AI function, like summarizing meeting notes. Use this Skill to draft the SKILL.md, write test cases, run evaluations, and optimize the description so Claude uses it effectively.

Quick Start

Use the skill creator to help me build a new skill that can summarize meeting transcripts.

Frequently Asked Questions about skill-creator

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I build and test AI skills for code generation tasks?▼

You can optimize skill descriptions for improved triggering accuracy by running automated prompt testing and refinement. This evaluates performance data to enhance how effectively Claude uses the skill.

What is the best way to write a SKILL.md file for an AI agent?▼

The best way to write a SKILL.md file for an AI agent is to use a guided creation process that helps define intent and interview for details. This ensures the skill's core functionality is accurately captured and documented.

How do I evaluate the performance of an AI agent using test cases?▼

You evaluate the performance of an AI agent by generating and running test cases, then analyzing the benchmark results. This evaluation framework integrates with reporting tools to provide actionable performance data for iterative improvement.

Can I improve AI skill triggering accuracy through prompt engineering?▼

You can improve AI skill triggering accuracy through automated prompt engineering and description optimization. This involves testing and rewriting skills based on performance data to ensure Claude uses them effectively.

Do I need an evaluation framework to iteratively improve my AI skills?▼

You need an evaluation framework to iteratively improve your AI skills because it facilitates performance testing, analyzes benchmark results, and guides rewriting. This data-driven approach ensures robust capability refinement over time.

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