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ai-firstify

Analyze, re-engineer, or bootstrap projects to align with AI-first design principles.

Skill by thimslugga

IndexedMIT
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Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/thimslugga-ai-firstify

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Analyze, 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.

Use cases: design, security

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
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Runs as
Shell scripts

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/ai-firstify

What's inside

Skill name
ai-firstify
Description
Analyze, 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.
License
MIT
Instructions
47 lines in SKILL.md · view on GitHub

Before installing

  • Ships executable scripts

Files (11)

  • SKILL.md
  • anti-patterns.md · references/
  • assessment-rubric.md · references/
  • mode-audit.md · references/
  • mode-bootstrap.md · references/
  • mode-reengineer.md · references/
  • patterns.md · references/
  • principles.md · references/
  • project-structure.md · references/
  • skill-architecture.md · references/
  • validate-report.sh · scripts/

SKILL.md (first lines)

# AI-Firstify

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

From thimslugga/agent-plugins, MIT.

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Last commit (this folder)
Aug 31, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

ai-firstify skill. Agent Mart. https://agentmart.dev/skills/thimslugga-ai-firstify (last updated 2026-10-24)