skill-forge

Develop Claude Code skills with a structured 12-step design process.

1|Updated May 10, 2026
One-click install
npx skills add https://github.com/Cuki2910/M2G-NET --skill skill-forge-cuki2910
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: skill-forge
Source: https://github.com/Cuki2910/M2G-NET/tree/main/.agents/skills/skill-forge
Command: npx skills add https://github.com/Cuki2910/M2G-NET --skill skill-forge-cuki2910

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill addresses the issue of inconsistent and inefficient skill creation in Claude Code by providing a structured framework and best practices.

Core Features & Use Cases

  • Structured Skill Design: Offers a 12-step design process to create high-quality skills.
  • Progressive Loading: Ensures SKILL.md stays lean and loads necessary details on demand.
  • Keyword Bombing: Assists in writing trigger-rich descriptions that match user intent.
  • Workflow Optimization: Provides a workflow checklist with ⚠️/⛔ markers for step-by-step guidance.
  • Script Encapsulation: Allows deterministic operations to be executed without context cost.
  • Question-Style Instructions: Improves output consistency by focusing on specific questions.
  • Confirmation Gates: Ensures critical operations are reviewed before execution.
  • Pre-Delivery Checklist: Ensures quality control before packaging a skill.
  • Parameter System: Offers flexibility and control through flags and partial execution.
  • Reference Organization: Helps in managing and loading domain-specific context efficiently.
  • CLI + Skill Pattern: Provides an alternative to MCP servers for command-line tool integration.
  • Iron Law: Establishes an unbreakable rule for skill development.
  • Anti-Pattern Documentation: Lists common mistakes to avoid.
  • Quick Start: Offers a simple command to start the skill creation process.

Quick Start

Use the /skill-forge command to initiate the skill creation process.

Frequently Asked Questions about skill-forge

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

FAQPage Schema
How do I create Claude Code skills with structured design and progressive loading?

Creating Claude Code skills with structured design involves using a 12-step design process that ensures SKILL.md stays lean and loads necessary details on demand. This approach provides techniques for skill architecture, workflow design, prompt engineering, and packaging.

What is the best way to optimize AI skill design for workflow consistency?

Optimizing AI skill design for workflow consistency requires a structured framework with best practices, utilizing a workflow checklist with warning markers for step-by-step guidance and confirmation gates to ensure critical operations are reviewed before execution.

How does progressive loading work in Claude Code skill architecture?

Progressive loading in Claude Code skill architecture works by keeping the SKILL.md file lean and loading necessary domain-specific context and details on demand, ensuring efficient execution without context cost for deterministic operations.

Can I use script encapsulation to execute deterministic operations in Claude Code?

Yes, script encapsulation allows deterministic operations to be executed without context cost in Claude Code. It provides flexibility and control through a parameter system with flags and partial execution.

What are common anti-patterns to avoid during Claude Code skill creation?

Common anti-patterns during Claude Code skill creation include inconsistent design and inefficient context loading. Avoiding these mistakes requires following an established iron law for skill development and using a pre-delivery checklist for quality control.

Does Claude Code skill development require understanding of specific design principles?

Yes, Claude Code skill development requires understanding of Claude Code skill structure and design principles, including keyword bombing for trigger-rich descriptions and question-style instructions to improve output consistency.