readme-generator
Generates professional, structured project documentation following the Deep Insight SDK style.
Install
mkdir -p .claude/skills/readme-generator && curl -L -o skill.zip "https://agentskills.codes/api/skills/download/1402" && unzip -o skill.zip -d .claude/skills/readme-generator && rm skill.zipInstalls to .claude/skills/readme-generator
Activation
This is the description your AI agent reads to decide when to run this skill — the better it matches your request, the more reliably it fires.
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.Key capabilities
- →Constructs professional project headers with badges and links
- →Structures content using progressive disclosure patterns
- →Generates Quick Start and Installation guides
- →Creates balanced architecture and contributing sections
How it works
It scans the codebase via Glob/Grep and templates the output according to the Deep Insight/Strands SDK pattern for structure and readability.
Inputs & outputs
When to use readme-generator
- →Create a new README from scratch
- →Improve existing project documentation
- →Standardize documentation across projects
About this skill
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
- Center-aligned header with logo, title, tagline, badges, and quick navigation links
- Latest News - Recent updates and releases
- Why [Project]? - Value proposition with key benefits
- Quick Start - Get running in 2 minutes (install + basic example)
- Demo - Video/screenshots with sample outputs
- Installation - Detailed setup instructions
- Architecture - System overview with diagrams
- Contributing - Brief welcome with contribution areas
- License - Clear license type
- 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
<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:
## *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:
## 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):
## 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:
## 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:
## 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:
## 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
## 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
## License
This project is licensed under the **MIT License** - see the [LICENSE](LICENSE) file for details.
10. Acknowledgments/Contributors
## 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: Tab
---
*Content truncated.*
When not to use it
- →For API-only documentation
- →For complex architectural specifications
Limitations
- →Requires codebase analysis to produce meaningful content
- →Does not replace dedicated technical architectural documentation
How it compares
It prioritizes 'visual-first' design and user-centric information architecture, unlike generic README generators that output long lists of code files.
Compared to similar skills
readme-generator side by side with the closest alternatives in the catalog.
| Skill | Installs | Updated | Safety | Difficulty |
|---|---|---|---|---|
| readme-generator (this skill) | 3 | 9mo | Review | Beginner |
| doc-author | 1 | 6mo | No flags | Intermediate |
| ml-paper-writing | 48 | 6mo | Review | Advanced |
| docs-review | 10 | 7mo | No flags | Beginner |
Try saying
Example prompts that trigger this skill in your AI assistant.
More by aws-samples
View all by aws-samples →You might also like
doc-author
mintlify
Write and maintain documentation autonomously. Use when assigned to create, update, or improve documentation without direct human oversight. Always opens PRs for review. Built by Mintlify.
ml-paper-writing
davila7
Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. Includes LaTeX templates, reviewer guidelines, and citation verification workflows.
docs-review
metabase
Review documentation changes for compliance with the Metabase writing style guide. Use when reviewing pull requests, files, or diffs containing documentation markdown files.
claude-md-improver
anthropics
Audit and improve CLAUDE.md files in repositories. Use when user asks to check, audit, update, improve, or fix CLAUDE.md files. Scans for all CLAUDE.md files, evaluates quality against templates, outputs quality report, then makes targeted updates. Also use when the user mentions "CLAUDE.md maintenance" or "project memory optimization".
write-docs
tldraw
Writing SDK documentation for tldraw. Use when creating new documentation articles, updating existing docs, or when documentation writing guidance is needed. Applies to docs in apps/docs/content/.
update-docs
vercel
This skill should be used when the user asks to "update documentation for my changes", "check docs for this PR", "what docs need updating", "sync docs with code", "scaffold docs for this feature", "document this feature", "review docs completeness", "add docs for this change", "what documentation is affected", "docs impact", or mentions "docs/", "docs/01-app", "docs/02-pages", "MDX", "documentation update", "API reference", ".mdx files". Provides guided workflow for updating Next.js documentation based on code changes.