readme-generator by aws-samples
This skill should be used when users want to create or improve README.md files for their projects. It generates professional documentation following the Deep Insight/Strands SDK style - comprehensive yet focused, with clear structure and practical examples.
Content & Writing
304 Stars
166 Forks
Updated Dec 2, 2025, 03:31 AM
Why Use This
This skill provides specialized capabilities for aws-samples's codebase.
Use Cases
- Developing new features in the aws-samples repository
- Refactoring existing code to follow aws-samples standards
- Understanding and working with aws-samples's codebase structure
Install Guide
2 steps- 1
Skip this step if Ananke is already installed.
- 2
Skill Snapshot
Auto scan of skill assets. Informational only.
Valid SKILL.md
Checks against SKILL.md specification
Source & Community
Repository aws-ai-ml-workshop-kr
Skill Version
master
Community
304 166
Updated At Dec 2, 2025, 03:31 AM
Skill Stats
SKILL.md 437 Lines
Total Files 1
Total Size 0 B
License NOASSERTION
---
name: readme-generator
description: This skill should be used when users want to create or improve README.md files for their projects. It generates professional documentation following the Deep Insight/Strands SDK style - comprehensive yet focused, with clear structure and practical examples.
---
# README Generator
## Overview
Generate professional README.md files that follow the Deep Insight/Strands SDK style: clear structure, progressive disclosure, and balanced depth. This skill uses Claude Code's native tools (Read, Glob, Grep) to explore codebases and creates user-friendly documentation.
**Target style**: Deep Insight README - professional, visual, and user-focused.
## When to Use This Skill
Use this skill when:
- Creating a new README.md from scratch
- Improving an existing README with better structure and balance
- Adopting the Deep Insight/Strands SDK documentation style
- Converting technical documentation to user-friendly format
Do NOT use this skill for:
- API-only documentation (use API doc generators instead)
- Internal technical specs (use architectural docs instead)
## The Deep Insight README Pattern
### Structure
1. **Center-aligned header** with logo, title, tagline, badges, and quick navigation links
2. **Latest News** - Recent updates and releases
3. **Why [Project]?** - Value proposition with key benefits
4. **Quick Start** - Get running in 2 minutes (install + basic example)
5. **Demo** - Video/screenshots with sample outputs
6. **Installation** - Detailed setup instructions
7. **Architecture** - System overview with diagrams
8. **Contributing** - Brief welcome with contribution areas
9. **License** - Clear license type
10. **Acknowledgments/Contributors** - Credits and team info
### Key Principles
- **Visual first**: Logo, centered layout, badges, architecture diagrams
- **Balanced depth**: Substantial enough to be useful, focused enough to stay readable
- **Progressive disclosure**: Quick value at top, details further down
- **Code-first**: Show working examples, not just descriptions
- **Professional yet accessible**: Clear language without excessive jargon
## README Generation Workflow
### Step 1: Explore the Codebase
Use Claude Code's native tools to gather essential information:
**Project structure:**
```
Use Glob to find key files:
- Entry points: main.py, app.py, *.ipynb
- Config: pyproject.toml, requirements.txt, .env.example
- Assets: logos, screenshots, diagrams in assets/
- Docs: CLAUDE.md, existing README, CONTRIBUTING.md
```
**Dependencies and frameworks:**
```
Use Read to examine:
- pyproject.toml or requirements.txt for dependencies
- Key imports in main files to identify frameworks
- .env.example for required configuration
```
**Key features:**
```
Use Read to understand:
- Main entry point logic
- Command-line arguments or API endpoints
- Output artifacts or deliverables
```
### Step 2: Build the README
Create sections following the Deep Insight pattern:
#### 1. Header Section with Logo
```markdown
<div align="center">
<div>
<img src="./assets/project_logo.png" alt="Project Name" width="110px" height="210px">
</div>
<h1 style="margin-top: 10px;">Project Name</h1>
<h2>Concise value proposition in one sentence</h2>
<div align="center">
<a href="https://github.com/user/repo/graphs/commit-activity"><img alt="GitHub commit activity" src="https://img.shields.io/github/commit-activity/m/user/repo"/></a>
<a href="https://github.com/user/repo/blob/master/LICENSE"><img alt="License" src="https://img.shields.io/badge/LICENSE-MIT-green"/></a>
<a href="https://www.python.org/downloads/"><img alt="Python" src="https://img.shields.io/badge/python-3.12+-blue.svg"/></a>
</div>
<p>
<a href="#why-project">Why Project?</a>
◆ <a href="#quick-start">Quick Start</a>
◆ <a href="#demo">Demo</a>
◆ <a href="#installation">Installation</a>
◆ <a href="#architecture">Architecture</a>
</p>
</div>
```
**Key points**:
- Logo at the top, adjust size as needed
- Title with reduced margin (`margin-top: 10px`)
- Navigation links with ◆ separator
#### 2. Latest News
Show recent updates in reverse chronological order:
```markdown
## *Latest News* 🔥
- **[2025/10]** Released [Project Workshop](link) (Korean)
- **[2025/10]** Added support for Claude Sonnet 4.5 with enhanced reasoning capabilities
- **[2025/09]** Released Project framework with multi-agent architecture
```
#### 3. Why [Project]?
Value proposition with key benefits:
```markdown
## Why Project Name?
Brief description of the transformation or value provided.
- **🎨 Benefit 1** - Description
- **🔒 Benefit 2** - Description
- **🤖 Benefit 3** - Description
- **📊 Benefit 4** - Description
- **🚀 Benefit 5** - Description
```
#### 4. Quick Start
Minimal commands to get running (2-3 steps max):
```markdown
## Quick Start
\`\`\`bash
# 1. Clone and setup environment
git clone https://github.com/user/repo.git
cd repo-directory
./setup.sh # or your setup command
# 2. Configure credentials/environment (if needed)
cp .env.example .env
# Edit .env with your configuration
# 3. Run basic example
python main.py --example "basic task"
\`\`\`
> **Prerequisites**: List key requirements (e.g., Python 3.12+, API keys, system dependencies)
>
> **Need more options?** See [Installation](#installation) section below for detailed setup instructions and alternative configuration methods.
```
#### 5. Demo
Video and sample outputs:
```markdown
## Demo
### Use Case Title
> **Task**: "Detailed task description"
>
> **Workflow**: Input (data source) → Process (natural language prompt) → Output (deliverables with analysis)
[▶️ Watch Full Demo on YouTube](video-url)
### Sample Outputs
📄 [Output 1](link) | 📄 [Output 2](link)
```
#### 6. Installation
Complete setup with configuration:
```markdown
## Installation
This section provides detailed installation instructions and alternative configuration options. For a quick setup, see [Quick Start](#quick-start) above.
### Environment Setup
\`\`\`bash
# Clone the repository
git clone https://github.com/user/repo.git
cd repo-directory
# Install dependencies (choose your method)
pip install -r requirements.txt
# OR
poetry install
# OR
./setup.sh
\`\`\`
The setup automatically:
- Installs required dependencies
- Sets up virtual environment
- Configures initial settings
### Configuration
Provide multiple configuration options for flexibility:
**Option 1: Configuration File (Recommended)**
\`\`\`bash
cp config.example.yaml config.yaml
# Edit config.yaml with your settings
\`\`\`
**Option 2: Environment Variables**
\`\`\`bash
# Direct export (session-based)
export API_KEY=your_api_key
export ENVIRONMENT=production
\`\`\`
**Option 3: .env File (Persistent)**
\`\`\`bash
# Copy example file and edit
cp .env.example .env
# Edit .env with your configuration
\`\`\`
> **Security Note**: Never commit files with real credentials to version control. Sensitive files should be in \`.gitignore\`.
```
#### 7. Architecture
System overview with visual diagram and optional text-based architecture:
```markdown
## Architecture
### System Overview
<div align="center">
<img src="./assets/architecture.png" alt="Project Architecture" width="750">
</div>
### Component Architecture (Optional)
For complex systems, include text-based diagrams to explain flow:
\`\`\`
┌─────────────────────────────────────────────────────────┐
│ User Input │
│ (Entry Point) │
└──────────────────────┬──────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────┐
│ COMPONENT A (Primary Handler) │
│ • Responsibility 1 │
│ • Responsibility 2 │
│ • Responsibility 3 │
└──────────────────────┬──────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────┐
│ COMPONENT B (Processor) │
│ • Processing step 1 │
│ • Processing step 2 │
└──────────┬──────────┬──────────┬────────────────────────┘
│ │ │
┌─────┘ ┌─────┘ ┌─────┘
▼ ▼ ▼
┌─────────┐ ┌─────────┐ ┌─────────┐
│ MODULE1 │ │ MODULE2 │ │ MODULE3 │
│ │ │ │ │ │
│ Task A │ │ Task B │ │ Task C │
└─────────┘ └─────────┘ └─────────┘
\`\`\`
### Key Design Decisions
Explain architectural choices:
- **Pattern Used**: Description of architectural pattern (e.g., microservices, event-driven)
- **Technology Stack**: Key frameworks and libraries
- **Scalability**: How the system scales
```
#### 8. Contributing
```markdown
## Contributing
We welcome contributions! See [CONTRIBUTING.md](CONTRIBUTING.md) for details.
### Quick Start for Contributors
\`\`\`bash
# Fork the repository on GitHub, then clone your fork
git clone https://github.com/YOUR_USERNAME/repo.git
cd repo-path
# Follow installation steps above
# Create feature branch
git checkout -b feature/your-feature-name
# Make changes, test, then commit and push
git add .
git commit -m "Add feature: description"
git push origin feature/your-feature-name
\`\`\`
### Contribution Areas
- **Feature Development**: Add new features and capabilities
- **Bug Fixes**: Fix issues and improve stability
- **Documentation**: Improve guides, examples, and tutorials
- **Testing**: Add tests and improve test coverage
- **Performance**: Optimize code and improve efficiency
- **Design**: Improve UI/UX and visual elements
```
#### 9. License
```markdown
## License
This project is licensed under the **MIT License** - see the [LICENSE](LICENSE) file for details.
```
#### 10. Acknowledgments/Contributors
```markdown
## Acknowledgments
### Philosophy (Optional)
> **"Your project philosophy or motto"**
Brief description of project values, inspiration, or approach.
## Contributors
**Option 1: Simple List**
- **Name** - Role
- [Email](mailto:email) · [GitHub](https://github.com/username)
**Option 2: Table Format (for multiple contributors)**
| Name | Role | Contact |
|------|------|---------|
| **Person 1** | Lead Developer | [Email](mailto:email1) · [LinkedIn](url) · [GitHub](url) |
| **Person 2** | Contributor | [Email](mailto:email2) · [LinkedIn](url) · [GitHub](url) |
| **Person 3** | Documentation | [Email](mailto:email3) · [LinkedIn](url) · [GitHub](url) |
---
<div align="center">
<p>
<strong>Built with ❤️ by [Team Name]</strong><br>
<sub>Your project mission or tagline</sub>
</p>
</div>
```
## Writing Guidelines
### Visual Elements
- **Logo**: Size to 110x210px or adjust proportionally
- **Images**: Center-align with `<div align="center">`, size to ~750px width
- **Badges**: Use relevant badges only (commit activity, license, Python version)
- **Navigation**: Use ◆ separator between links
### Content
- **Latest News**: Most recent first, use `[YYYY/MM]` format
- **Benefits**: Use emojis for visual appeal
- **Code blocks**: Always specify language
- **Links**: Descriptive text, not "click here"
### Structure
- Center-align header section
- Progressive disclosure (quick value → details)
- Clear heading hierarchy (H1 → H2 → H3)
- Keep paragraphs short (3-4 lines max)
## Best Practices
1. **Follow the Deep Insight pattern** - Visual, professional structure
2. **Use center alignment** - Header and diagrams
3. **Include logo** - Brand identity at top
4. **Show real examples** - Actual commands and outputs
5. **Link to resources** - Videos, workshops, sample outputs
6. **Credit contributors** - Team info at bottom
7. **Add Latest News** - Keep users informed of updates
## Common Pitfalls to Avoid
- Missing logo or visual elements
- Not center-aligning header
- Outdated "Latest News" section
- Missing demo video or screenshots
- Generic placeholder text
- Broken internal links
- Inconsistent formatting
## Validation
Before finalizing, verify:
1. **Visual appeal**: Logo, centered header, proper spacing
2. **Completeness**: All essential sections present
3. **Accuracy**: All commands and links work
4. **Clarity**: Non-technical user can follow
5. **Style**: Matches Deep Insight pattern
A well-written README enables users to:
- Understand what it does in 30 seconds
- See visual proof (logo, diagrams, demos)
- Get it running in 2-5 minutes
- Find detailed resources if needed
- Feel confident about the project's quality
Name Size