graphify

Installation
CLI
npx skills add https://github.com/howell5/willhong-skills --skill graphify

Installez cette compétence avec la CLI et commencez à utiliser le flux de travail SKILL.md dans votre espace de travail.

Dernière mise à jour le 4/22/2026

willhong-skills

Skills shared by Will Hong for Claude Code and other AI agents.

Installation

npx skills add Howell5/willhong-skills

Available Skills

Skill Description
graphify Code navigation layer for AI agents — AST extraction from 12 languages, queryable knowledge graph
vitepress-tutorial Generate VitePress documentation sites for source code learning
social-polish 从核心观点生成优质社媒长文,运用 4D 框架分析,去 AI 味,6 维度评审
frontend-i18n-orchestrator Frontend 项目 i18n 全链路编排:自动探测、最少提问、分阶段改造与质量门禁

graphify

Code navigation layer for AI coding agents. Extracts AST structure from 12 programming languages via tree-sitter WASM, builds a queryable knowledge graph, and keeps it in sync as code changes.

/graphify build         # index the current project
/graphify query <name>  # find symbols by name
/graphify update <file> # re-index after editing

Features:

  • 12 languages: Python, JS/TS, Go, Rust, Java, C/C++, Ruby, C#, Kotlin, Scala, PHP
  • Deterministic AST extraction via tree-sitter WASM — no LLM needed for structure
  • Incremental updates — only re-extracts changed files
  • Call graph, inheritance, import relationships
  • Optional semantic labeling (agent-driven, no API key)

Setup: npm i -g graphify-ts (requires Bun runtime)

Source: github.com/Howell5/graphify-ts


vitepress-tutorial

Generate VitePress documentation sites for source code learning and analysis. Unlike user documentation that explains "how to use", these tutorials explain "how it's implemented".

/vitepress-tutorial [source-path] [output-path]

Examples:

/vitepress-tutorial ./apps/runner ./tutorials/runner-guide
/vitepress-tutorial ./pkg/sandbox

Features:

  • Source References: Auto-generate Source: path/to/file.go:123 annotations
  • Mermaid Diagrams: Architecture, sequence, and flow diagrams
  • Code Highlighting: Go, TypeScript, Python with line highlighting
  • Chinese-first: Content in Chinese, code comments in English
  • Standalone Deploy: Ready for Vercel, Netlify, or GitHub Pages

Workflow:

  1. Analysis - Explore source directory, identify components and architecture
  2. Planning - Generate tutorial outline and chapter structure
  3. Generation - Create VitePress project with tutorial content

Output Structure:

{output-path}/
├── package.json
├── docs/
│   ├── .vitepress/
│   │   └── config.ts
│   ├── index.md
│   ├── introduction/
│   │   ├── overview.md
│   │   └── architecture.md
│   └── {modules}/
│       ├── index.md
│       └── {topics}.md
└── README.md

social-polish

从核心观点生成可直接发布的优质社媒长文。通过 4D 框架深度分析、去 AI 味处理、6 维度评审,确保输出的内容观点鲜明、情感共鸣、语言自然。

/social-polish [你的核心观点或选题]

示例:

/social-polish 为什么大多数人学不会编程
/social-polish 远程工作三年后我发现的真相
/social-polish 年轻人为什么越来越不想结婚

特性:

  • 4D 框架分析:哲学、心理学、传播学、社会学四维度拆解选题
  • 去 AI 味处理:删除空洞过渡词、模板化开头、说教式结尾
  • 6 维度评审:观点独特性、情感共鸣度、结构清晰度、语言自然度、信息密度、传播潜力
  • 自动迭代:低于 54/60 分自动修订,最多 3 轮

适用平台: X 长推、小红书图文、微信公众号、即刻等


frontend-i18n-orchestrator

面向 React/Vue/Next/Nuxt/Vite 的项目级 i18n 改造 skill。默认先自动扫描项目,再只询问无法自动推断的业务决策,最后分阶段完成迁移与验证。

/frontend-i18n-orchestrator

特性:

  • Auto-first:先探测框架、现有 i18n 状态、文案热点,再提问
  • Ask-on-ambiguity:仅在业务策略不明确时提问(目标语言、URL 策略、fallback 等)
  • 分阶段执行:基建 -> 文案迁移 -> 本地化格式 -> 路由/SEO -> CI 治理
  • 质量门禁:缺 key、孤儿 key、硬编码回归检查
  • Claude Code 与 Codex 双端兼容

License

MIT