skills/skill-creator

Generate SKILL.md files with vocabulary routing, anti-patterns, and behavioral instructions.

150|17|Updated Mar 27, 2026

Search Tags:#anti-patterns #prompt engineering #skill creation #Claude skills #behavioral design #expert vocabulary

Ready to run

npx skills add https://github.com/jdforsythe/forge --skill skills-skill-creator

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: skills/skill-creator
Source: https://github.com/jdforsythe/forge/tree/main/skills/skill-creator
Command: npx skills add https://github.com/jdforsythe/forge --skill skills-skill-creator

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill streamlines the creation of structured, expert-level Claude Skills by applying evidence-based design principles, reducing trial-and-error, and ensuring high trigger reliability.

Core Features & Use Cases

Structured Skill Generation: Produces SKILL.md files with detailed vocabularies, anti-pattern checklists, and behavioral instructions.
Research-Backed Design: Implements vocabulary routing, U-shaped attention, and progressive disclosure to optimize performance.
Use Case: Ideal for developing domain-specific skills such as code review, project planning, or content moderation, ensuring they trigger reliably and produce high-quality outputs.

Quick Start

Describe your desired skill task, and invoke this skill to generate a comprehensive SKILL.md with all necessary sections including vocabulary, anti-patterns, and examples.

Frequently Asked Questions about skills/skill-creator

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

FAQPage Schema

How do I create a Claude skill with reliable trigger vocabulary and anti-pattern detection?▼

To create a Claude skill with reliable trigger vocabulary and anti-pattern detection, define a domain-specific task and generate a structured SKILL.md file. This process embeds behavioral instructions, expert vocabulary routing, and anti-pattern checklists to ensure high-quality, predictable outputs.

What is vocabulary routing and how does it optimize Claude skill performance?▼

Vocabulary routing is a behavioral design technique that maps specific expert terms to corresponding instructions within a SKILL.md file. It optimizes Claude skill performance by ensuring the AI reliably activates the correct domain-specific behaviors based on the user's input context.

Can I use prompt engineering techniques like progressive disclosure for domain-specific skill creation?▼

Yes, you can apply prompt engineering techniques like progressive disclosure and U-shaped attention for domain-specific skill creation. These research-backed design principles structure the SKILL.md file to focus attention on critical instructions and reduce trial-and-error during generation.

What's the best way to structure a SKILL.md file for code review or project planning tasks?▼

The best way to structure a SKILL.md file for code review or project planning is to systematically divide it into vocabulary routing, anti-pattern checklists, behavioral instructions, and varied examples. This structure ensures reliable activation and expert-level outputs for specialized tasks.

Why does my custom Claude skill fail to trigger reliably during domain-specific conversations?▼

A custom Claude skill fails to trigger reliably when it lacks structured vocabulary routing and detailed behavioral instructions. Generating a SKILL.md file with evidence-based design principles and anti-pattern checklists reduces trial-and-error and ensures consistent activation.

Do I need expert vocabulary to build high-quality Claude skills effortlessly?▼

Yes, expert vocabulary is required to build high-quality Claude skills. Defining domain-specific terms allows the skill generator to implement vocabulary routing within the SKILL.md file, which ensures the resulting behavioral instructions trigger reliably in actual conversations.