Does it require manual testing?

While it encourages human evaluation, it automates the execution of test cases and can run quantitative assertions to provide objective performance metrics.

How does the Skill Creator help with triggering?

It includes a specialized script to optimize the skill's description, making it more effective at signaling to Claude exactly when the skill should be activated.

What is a Claude Code Skill?

A Claude Code Skill is a specialized capability that provides domain-specific guidance, best practices, and implementation patterns to enhance Claude's behavior during specific tasks.

Can I use this to improve existing skills?

Yes, it supports an iterative workflow where you can snapshot an existing skill, run benchmarks, and refine it based on performance delta analysis.

Skill Creator & Optimizer

Name: Skill Creator & Optimizer
Author: Shawn-Guo-CN

byShawn-Guo-CN

0•

开发者工具

Automates the creation, testing, and optimization of specialized Claude Code skills through iterative evaluation and benchmarking.

The Skill Creator is a powerful meta-utility designed to streamline the entire lifecycle of Claude Code skills. It guides users through capturing intent, researching domain-specific requirements, and generating structured SKILL.md files according to best practices. Beyond initial creation, the skill provides a robust testing framework that compares new versions against baselines, runs quantitative evaluations using assertions, and optimizes skill descriptions to ensure high triggering accuracy and reliable performance across diverse workflows.

主要功能

010 GitHub stars

02Iterative refinement loop based on qualitative user feedback

03Automated A/B testing comparing skills against baselines

04Triggering optimization to prevent skill under-triggering

05Quantitative benchmarking using custom evaluation assertions

06Guided intent capture and automated SKILL.md drafting

使用场景

01Improving the reliability of existing skills that fail to activate correctly

02Developing custom domain-specific workflows for internal development teams

03Validating the accuracy of code generation skills through structured test cases

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add shawn-guo-cn/agentfoundry-plugin-marketplace skill-creator

For use in Claude.ai and ChatGPT

Download Skill