AI-Firstify
SkillMediaAnalyze, re-engineer, or bootstrap projects to align with AI-first design principles. Use when asked to review, audit, improve, 'ai-firstify', or start a new project. Performs deep analysis across 7 dimensions, actively restructures existing projects, or guides new project setup through discovery questions. Based on the 9 design principles and 7 design patterns from the TechWolf AI-First Bootcamp.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the AI-Firstify skill
What this skill tells your AI
The instructions your AI receives, as published by techwolf-ai/ai-first-toolkit in plugins/ai-firstify/skills/ai-firstify/SKILL.md and read by ahel’s review.
Analyze and re-engineer projects to align with AI-first design principles.
Trigger
Use this skill when asked to:
- Audit mode (read-only): "review", "audit", "analyze", "check", "assess"
- Re-Engineer mode (active changes): "ai-firstify", "fix", "improve", "re-engineer", "transform"
- Bootstrap mode (new project): "start", "new project", "bootstrap", "set up", "build from scratch"
Mode 1: Audit (Read-Only Analysis)
Perform a comprehensive read-only analysis across 7 dimensions. Output a scored report with recommendations. Do NOT modify any files.
Read references/mode-audit.md for the full audit procedure and dimension checklist.
Mode 2: Re-Engineer (Active Transformation)
First, perform the full audit (Mode 1). Then actively fix issues in 7 phases: foundation, de-agentification, skill extraction, complexity reduction, context hygiene, safety hardening, workflow optimization.
Read references/mode-reengineer.md for the full re-engineering procedure.
Mode 3: Bootstrap (New Project Setup)
Guide the user through setting up a new AI-first project from scratch. Interactive: ask discovery questions, recommend architecture, scaffold, and test.
Read references/mode-bootstrap.md for the full bootstrap procedure.
Reference Files
Domain knowledge (load on demand per dimension):
- references/principles.md: All 9 AI-first design principles in depth
- references/patterns.md: All 7 design patterns with implementation guidance
- references/anti-patterns.md: Common mistakes with detection patterns and fixes
- references/skill-architecture.md: How to structure skills, sub-agents, and workflows
- references/project-structure.md: Ideal project layouts, CLAUDE.md templates, .gitignore
- references/assessment-rubric.md: Scoring criteria and report template
Load the relevant reference file for the dimension you are currently analyzing. Do not load all references at once. Use progressive disclosure.
Tools
- scripts/validate-report.sh: Validates that a generated assessment report has all required sections, dimensions, and scores
Signals
- GitHub stars
- 99
- Forks
- 3
- Last commit
- Jul 2026
Advanced
- Catalog kind
- skill
- Gateway key
ai-firstify- Source
- github.com/techwolf-ai/ai-first-toolkit