Skip to main content

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 with CeWL-compatible flags
  • Silent Operation: Runs quietly by default, with optional debug output
  • 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)

Note: After installing Playwright, you only need to install the chromium-headless-shell browser:

playwright install chromium-headless-shell

⚡ Quick Start

Basic Usage

# Extract words from a website (silent by default)
cewlio https://example.com

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

# Include emails in stdout output
cewlio https://example.com -e

# Include metadata in stdout output
cewlio https://example.com -a

# Save emails and metadata to files
cewlio https://example.com --email_file emails.txt --meta_file meta.txt

More Examples

Generate word groups with counts:

cewlio https://example.com --groups 3 -c --output phrases.txt

Custom word filtering:

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

Handle JavaScript-heavy sites:

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

Extract only emails and metadata (no words):

cewlio https://example.com -e -a

Extract only emails (no words):

cewlio https://example.com -e

Extract only metadata (no words):

cewlio https://example.com -a

Save emails to file (no words to stdout):

cewlio https://example.com --email_file emails.txt

🎛️ Command-Line Options

Option Description Default
url URL to process Required
--version Show version and exit -
--output Output file for words stdout
-e, --email Include email addresses in stdout output False
--email_file Output file for email addresses -
-a, --meta Include metadata in stdout output False
--meta_file Output file for metadata -
-m, --min_word_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
-c, --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
--debug Show debug/summary output 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 38 tests covering all functionality:

  • ✅ Core functionality tests (15 tests)
  • ✅ HTML extraction tests (3 tests)
  • ✅ URL processing tests (2 tests)
  • ✅ Integration tests (3 tests)
  • ✅ CLI argument validation tests (5 tests)
  • ✅ Edge case tests (10 tests)

Total: 38 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 chromium-headless-shell

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.


🙏 Credits


📞 Support


Made with ❤️ for the security community

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

cewlio-1.2.2.tar.gz (37.3 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

cewlio-1.2.2-py3-none-any.whl (37.9 kB view details)

Uploaded Python 3

File details

Details for the file cewlio-1.2.2.tar.gz.

File metadata

  • Download URL: cewlio-1.2.2.tar.gz
  • Upload date:
  • Size: 37.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.13.3

File hashes

Hashes for cewlio-1.2.2.tar.gz
Algorithm Hash digest
SHA256 4f6a73264b34efac349da587bd52213b86db08873d4715516963dccf6041972c
MD5 7107776569cf0cb0fa49e647470276ec
BLAKE2b-256 ac6d00d6053d81dbccb6f23c02f163ad81fe0e1fa89d117617db4fea287b2675

See more details on using hashes here.

File details

Details for the file cewlio-1.2.2-py3-none-any.whl.

File metadata

  • Download URL: cewlio-1.2.2-py3-none-any.whl
  • Upload date:
  • Size: 37.9 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.13.3

File hashes

Hashes for cewlio-1.2.2-py3-none-any.whl
Algorithm Hash digest
SHA256 fb99baa7b44caaa3b6e600b25c4d6476d953e1ea65a9bf23c52db968e485c650
MD5 6d7fabc0f6984817d0735a835767728c
BLAKE2b-256 e05844637b1083c3815b948bf0b0f8b8c3faefc8e9be775778f6c6119371aee8

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page