skills.rest
techwolf-ai
techwolf-aiOFFICIAL
Explore all skills by this author →
WebsiteGitHub

ai-firstify

Audit and restructure projects to align with AI-first design principles.

95|2|Updated Feb 27, 2026
Search Tags:#workflow#validation#audit#bootstrap#ai-first#re-engineer
One-click install
npx skills add https://github.com/techwolf-ai/ai-first-toolkit --skill ai-firstify
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ai-firstify
Source: https://github.com/techwolf-ai/ai-first-toolkit/tree/main/plugins/ai-firstify/skills/ai-firstify
Command: npx skills add https://github.com/techwolf-ai/ai-first-toolkit --skill ai-firstify

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

ai-firstify helps teams audit, restructure, and bootstrap projects to align with AI-first design principles, reducing complexity and misalignment.

Core Features & Use Cases

  • Analyzes 7 AI-first design dimensions to identify gaps and opportunities
  • Guides phase-based re-engineering and complexity reduction
  • Provides bootstrap support with discovery questions and templates for new projects
  • Enables progressive disclosure by loading references and scripts as needed

Quick Start

Initiate an audit or bootstrap workflow on the target repository to align it with AI-first principles.

Frequently Asked Questions about ai-firstify

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

FAQPage Schema
What is AI-first design and how does it align my project structure?▼

AI-first design is an approach that restructures code, content, and skills to reduce complexity and misalignment. It audits projects across 7 dimensions to identify gaps and applies phase-based re-engineering for best practices.

How do I audit an existing codebase for AI-first principles?▼

To audit an existing codebase for AI-first principles, initiate an audit workflow on the target repository. The system analyzes 7 AI-first design dimensions to identify structural gaps and opportunities for complexity reduction.

Can I bootstrap a new project with AI-first design principles?▼

Yes, you can bootstrap new projects with AI-first design principles. The workflow provides bootstrap support featuring discovery questions and templates to ensure structure and best practices from the start.

What's the best way to re-engineer a project to reduce complexity?▼

The best way to re-engineer a project for complexity reduction is through phase-based re-engineering workflows. This process uses frontmatter-based SKILL entries and deterministic validation scripts to modularize execution.

Do I need specific frontmatter formats to validate my project structure?▼

Yes, frontmatter-based SKILL entries are required to validate your project structure. The system uses a references directory and scripts for deterministic validation to ensure modular workflow execution aligns with AI-first principles.

Related Skills

Explore More Software Engineering Skills→
juanjaragavijuanjaragavi

writing-skills

Guide TDD-based writing and validation of skill documentation with rationalization tracking.

Community
Advanced
jjmartresjjmartres
40

skill-judge

Evaluate Skill design quality against official specifications and best practices.

Community
Advanced
ntaksh42ntaksh42
1

skill-generator

Create, validate, and package Claude Skills into .skill files.

Community
Intermediate
IntegralistIntegralist
2

redesign

Audit codebases for complexity, standards drift, and test coverage gaps.

Community
Advanced