workflow-creator（工作流程创建者）

Workflow Creator

Create complete workflow directories with curated skills downloaded from GitHub.

Workflow Creation Process

Step 1: Create directory structure

Run scripts/create_workflow.py to initialize:

python scripts/create_workflow.py <workflow-name> --path <output-dir>

Creates (with multi-AI tool support):

workflows/<workflow-name>-workflow/
├── README.md          # User documentation (English)
├── README_cn.md       # User documentation (Chinese)
├── AGENTS.md          # AI context (auto-loaded)
├── .claude/
│   ├── settings.json
│   └── skills/        # Skills go here (primary storage)
├── .codex/
│   └── skills -> ../.claude/skills
├── .cursor/
│   └── skills -> ../.claude/skills
├── .opencode/
│   └── skill -> ../.claude/skills
├── .agents/
│   └── skills -> ../.claude/skills
├── .kilocode/
│   └── skills -> ../.claude/skills
├── .roo/
│   └── skills -> ../.claude/skills
├── .goose/
│   └── skills -> ../.claude/skills
├── .gemini/
│   └── skills -> ../.claude/skills
├── .agent/
│   └── skills -> ../.claude/skills
├── .github/
│   └── skills -> ../.claude/skills
├── skills -> .claude/skills
├── .factory/
│   └── skills -> ../.claude/skills
└── .windsurf/
    └── skills -> ../.claude/skills

Symlinks enable all AI tools to use the same skills from.claude/skills/.

Step 2: Select and download skills

1. Use the Skill Sources section below to find relevant skills
2. Download each skill using scripts/download_skill.py:

python scripts/download_skill.py <repo-url> <skill-path> --output workflows/<workflow-name>/.claude/skills/

Examples:

# Official Anthropic skills
python scripts/download_skill.py https://github.com/anthropics/skills skills/docx --output ./workflows/media-workflow/.claude/skills/

# Community skills (root level)
python scripts/download_skill.py https://github.com/gked2121/claude-skills social-repurposer --output ./workflows/media-workflow/.claude/skills/

Step 3: Generate README.md (English)

CRITICAL: Follow the exact format from workflows/marketing-pro-workflow/README.md

Required structure:

<div align="center">

# 📋 Workflow Name

### **Your AI-Powered [Domain] Team**

[← Back to AI Workflow](../../README.md)

[简体中文](./README_cn.md) | English

</div>

---

## 🎯 Who Is This For?
- **Role 1** - Use case
- **Role 2** - Use case

---

## ⚡ Quick Install
[Install commands]

---

## 📦 Skills Included (N)

### 0️⃣ Stage Name
| Skill | What It Does |
|:------|:-------------|
| `skill-name` | Description |

### 1️⃣ Next Stage
...

---

## 🔄 Complete Pipeline (N Stages)
[ASCII tree diagram]

---

## 💡 Example Workflows
[Multiple scenario examples with numbered prompts]

---

## 🔗 Skill Combinations
[Table with Goal → Skill Chain]

---

## 📄 License
MIT © [nicepkg](https://github.com/nicepkg)

Use assets/templates/README.template.md as reference.

Step 4: Generate README_cn.md (Chinese)

Create Chinese version with:

• Same structure as English README
• Professional Chinese terminology
• Link back to ../../README_cn.md

Step 5: Generate AGENTS.md

Write AI instructions covering:

• Workflow overview with pipeline diagram
• Available skills grouped by stage
• Skill usage guidelines (when to use each)
• Recommended sequences for common tasks
• Output standards
• Quality gates between phases

Important: AGENTS.md is auto-loaded by Claude Code. Keep it concise (<500 lines) and focused on actionable instructions.

Use assets/templates/AGENTS.template.md as reference.

Step 6: Update project README

After creating a workflow in the ai-workflow project, update:

1. README.md (English):

- Add new workflow to the workflow table - Add skills list under <details> section - Update skill count (e.g., "150+ skills")

1. README_cn.md (Chinese):

- Same updates in Chinese - Link to README_cn.md in workflow folder

Skill Sources

A. Skill Aggregators & Directories (for discovering skills)

B. Production-Ready Skill Repositories (for bulk import)

C. Search Strategy

When the above sources lack needed skills:

1. GitHub Search: "claude" "skills" "SKILL.md" <topic>
2. agent-skills.md Search: Browse by tags at https://agent-skills.md/tags
3. SkillsMP Search: Filter by category at https://skillsmp.com
4. Validate: Check SKILL.md has valid YAML frontmatter with name and description

D. Download Commands

# From GitHub repository
python scripts/download_skill.py https://github.com/<owner>/<repo> <skill-path> --output workflows/<workflow-name>/.claude/skills/

# Example: Download from alirezarezvani
python scripts/download_skill.py https://github.com/alirezarezvani/claude-skills skills/content-creator --output ./workflows/content-creator-workflow/.claude/skills/

# Example: Download from pluginagentmarketplace
python scripts/download_skill.py https://github.com/pluginagentmarketplace/custom-plugin-product-manager skills/user-research --output ./workflows/product-manager-workflow/.claude/skills/

Output Checklist

After workflow creation, verify:

• .claude/skills/ contains downloaded skill folders
• Each skill folder has SKILL.md
• All symlinks work (.codex/skills, .cursor/skills, .opencode/skill, .agents/skills, .kilocode/skills, .roo/skills, .goose/skills, .gemini/skills, .agent/skills, .github/skills, skills, .factory/skills, .windsurf/skills)
• README.md follows standard format with all sections
• README_cn.md created with Chinese translation
• AGENTS.md provides clear AI instructions (<500 lines)
• settings.json exists in .claude/
• Project README.md updated with new workflow
• Project README_cn.md updated with new workflow
• Skill counts updated in both README files