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Custom word list generator for web content

Project description

CeWLio 🕵️‍♂️✨

AI-Assisted Development Python License Tests

CeWLio is a powerful, Python-based Custom Word List Generator inspired by the original CeWL by Robin Wood. While CeWL is excellent for static HTML content, CeWLio brings modern web scraping capabilities to handle today's JavaScript-heavy websites. It crawls web pages, executes JavaScript, and extracts:

  • 📚 Unique words (with advanced filtering)
  • 📧 Email addresses
  • 🏷️ Metadata (description, keywords, author)

Perfect for penetration testers, security researchers, and anyone needing high-quality, site-specific wordlists!

🤖 AI-Assisted Development: This project was created with the help of AI tools, but solves real-world problems in web scraping and word list generation. Every line of code has been carefully reviewed, tested, and optimized for production use.


🚀 Features

  • JavaScript-Aware Extraction: Uses headless browser to render pages and extract content after JavaScript execution.
  • Modern Web Support: Handles Single Page Applications (SPAs), infinite scroll, lazy loading, and dynamic content that traditional scrapers miss.
  • Advanced Word Processing:
    • Minimum/maximum word length filtering
    • Lowercase conversion
    • Alphanumeric or alpha-only words
    • Umlaut conversion (ä→ae, ö→oe, ü→ue, ß→ss)
    • Word frequency counting
  • Word Grouping: Generate multi-word phrases (e.g., 2-grams, 3-grams)
  • Email & Metadata Extraction: Find emails from content and mailto links, extract meta tags
  • Flexible Output: Save words, emails, and metadata to separate files or stdout
  • Professional CLI: All features accessible via command-line interface
  • Comprehensive Testing: 100% test coverage

🛠️ Installation

From PyPI (Recommended)

pip install cewlio

From Source

git clone https://github.com/0xCardinal/cewlio
cd cewlio
pip install -e .

Dependencies

  • Python 3.12+
  • Playwright (for browser automation)
  • BeautifulSoup4 (for HTML parsing)
  • Requests (for HTTP handling)

⚡ Quick Start

Basic Usage

# Extract words from a website
cewlio https://example.com

# Save words to a file
cewlio https://example.com -o wordlist.txt

# Extract emails and metadata
cewlio https://example.com --email emails.txt --metadata meta.txt

Advanced Examples

Generate word groups with counts:

cewlio https://example.com --groups 3 --count -o phrases.txt

Custom word filtering:

cewlio https://example.com --min-length 4 --max-length 12 --lowercase --convert-umlauts

Handle JavaScript-heavy sites:

cewlio https://example.com -w 5 --visible

Extract only emails and metadata:

cewlio https://example.com --no-words --email emails.txt --metadata meta.txt

🎛️ Command-Line Options

Option Description Default
url URL to process Required
-o, --output Output file for words stdout
--email Output file for email addresses -
--metadata Output file for metadata -
--min-length Minimum word length 3
--max-length Maximum word length No limit
--lowercase Convert words to lowercase False
--with-numbers Include words with numbers False
--convert-umlauts Convert umlaut characters False
--count Show word counts False
--groups Generate word groups of specified size -
-w, --wait Wait time for JavaScript execution (seconds) 0
--visible Show browser window False
--timeout Browser timeout (milliseconds) 30000
--no-words Don't extract words (only emails/metadata) False

📚 API Usage

Basic Python Usage

from cewlio import CeWLio

# Create instance with custom settings
cewlio = CeWLio(
    min_word_length=4,
    max_word_length=12,
    lowercase=True,
    convert_umlauts=True
)

# Process HTML content
html_content = "<p>Hello world! Contact us at test@example.com</p>"
cewlio.process_html(html_content)

# Access results
print("Words:", list(cewlio.words.keys()))
print("Emails:", list(cewlio.emails))
print("Metadata:", list(cewlio.metadata))

Process URLs

import asyncio
from cewlio import CeWLio, process_url_with_cewlio

async def main():
    cewlio = CeWLio()
    success = await process_url_with_cewlio(
        url="https://example.com",
        cewlio_instance=cewlio,
        wait_time=5,
        headless=True
    )
    
    if success:
        print(f"Found {len(cewlio.words)} words")
        print(f"Found {len(cewlio.emails)} emails")

asyncio.run(main())

🧪 Testing

The project includes a comprehensive test suite with 33 tests covering all functionality:

  • ✅ Core functionality tests (15 tests)
  • ✅ HTML extraction tests (3 tests)
  • ✅ URL processing tests (2 tests)
  • ✅ Integration tests (3 tests)
  • ✅ Edge case tests (10 tests)

Total: 33 tests with 100% success rate

For detailed testing information and development setup, see CONTRIBUTING.md.


🐛 Troubleshooting

Common Issues

"No module named 'playwright'"

pip install playwright
playwright install

JavaScript-heavy sites not loading properly

# Increase wait time for JavaScript execution
cewlio https://example.com -w 10

Browser timeout errors

# Increase timeout and wait time
cewlio https://example.com --timeout 60000 -w 5

🤝 Contributing

We welcome contributions! Please see CONTRIBUTING.md for detailed guidelines on:

  • 🚀 Getting started with development
  • 📝 Code style and formatting guidelines
  • 🧪 Testing requirements and procedures
  • 🔄 Submitting pull requests
  • 🐛 Reporting issues
  • 💡 Feature requests

Quick start:

  1. Fork the repository
  2. Create a feature branch
  3. Make your changes
  4. Add tests for new functionality
  5. Submit a pull request

For detailed development setup and guidelines, see CONTRIBUTING.md.


📝 Changelog

v1.0.0

  • ✨ Initial release
  • 🎯 Complete word extraction with filtering
  • 📧 Email extraction from content and mailto links
  • 🏷️ Metadata extraction from HTML meta tags
  • 🔧 Professional CLI interface
  • 🧪 Comprehensive test suite (33 tests)
  • 📦 PyPI-ready packaging

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.


🙏 Credits


📞 Support


Made with ❤️ for the security community

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