skill-creator

Automate Claude skill creation, SKILL.md drafting, and iterative evaluations.

Updated May 17, 2026
One-click install
npx skills add https://github.com/cenjie/skills --skill skill-creator-cenjie
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: skill-creator
Source: https://github.com/cenjie/skills/tree/main/skills/skill-creator
Command: npx skills add https://github.com/cenjie/skills --skill skill-creator-cenjie

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires yaml, and includes scripts (resource) and references (resource) components.

What problem does it solve?

Skill teams struggle to systematically create, test, and improve Claude skills. Skill Creator provides a structured workflow to capture intent, draft SKILL.md, and orchestrate iterative evaluations across versions.

Core Features & Use Cases

  • Generate drafts of SKILL.md from user input
  • Set up eval prompts, test prompts, and evaluation criteria
  • Run iterative evaluation loops with live feedback and versioned outputs

Quick Start

Draft a basic SKILL.md for a simple task and start the evaluation loop to iterate toward a robust skill.

Frequently Asked Questions about skill-creator

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

FAQPage Schema
How do I automate Claude skill creation and draft SKILL.md files?

Automating Claude skill creation involves capturing user intent to generate SKILL.md drafts, then orchestrating iterative evaluations to refine the skill. This structured workflow ensures compatibility with optional resources like scripts and references while recording evaluation results for versioned iterations.

How do I set up iterative evaluation loops for my AI skills?

Iterative evaluation loops for AI skills are set up by defining eval prompts, test prompts, and evaluation criteria. The system then runs live feedback cycles with versioned outputs, allowing you to systematically benchmark and optimize triggering descriptions across iterations.

What is the best way to optimize triggering descriptions for Claude skills?

Optimizing triggering descriptions requires running iterative evaluation loops and analyzing live feedback. By recording evaluation results for benchmarking, you can systematically refine and improve the triggering descriptions across versioned iterations of the skill.

Do I need YAML to use this skill creation workflow?

YAML is a required dependency for this skill creation workflow. You need it to properly structure and manage the configuration files, draft SKILL.md content, and handle the versioned outputs generated during the iterative evaluation loops.

Can I use scripts and references alongside my generated skills?

Yes, the skill creation workflow ensures compatibility with optional resources such as scripts, references, and assets. You can integrate these components into your generated skills to extend functionality and provide structured context for automated documentation and evaluation.

Why are my Claude skills not triggering correctly in production?

Claude skills may not trigger correctly due to unoptimized triggering descriptions. Running iterative evaluations with live feedback and benchmarking results allows you to systematically refine descriptions and resolve triggering failures across versioned iterations.