SKILLKnowledge Work

ai-firstify

プラグイン: AI-Firstify
ソース: GitHub で見る ↗

説明

AI設計思想（人工知能を中心に据えた設計方法）に沿うよう、プロジェクトを分析・再構築・立ち上げます。プロジェクトのレビュー、監査、改善、「AI中心化」、あるいは新規プロジェクトの立ち上げを求められたときに使用します。 7つの観点（次元）にわたる詳細な分析を実施し、既存プロジェクトの積極的な再構築を行うか、発見的な質問を通じて新しいプロジェクトのセットアップをガイドします。 TechWolf AI-First Bootcamp（AI中心設計の集中講座）に基づいた9つの設計原則と7つの設計パターンをもとにしています。

原文を表示

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.

ユースケース

プロジェクトのレビューが必要なとき
既存プロジェクトを監査・改善するとき
AI中心化への再構築を検討するとき
新規プロジェクト立ち上げをガイドするとき

本文

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

原文・著作権は Anthropic および各プラグイン作者に帰属します。日本語訳は Claude API による自動翻訳です。

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.