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Tool
Web Service
Email Security

Angler

by EggKai

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1watchers
Updated about 1 year ago
About

Angler is a machine learning-based tool designed to detect phishing emails effectively.

Detecting Phishing Emails Using Machine Learning

Primary Use Case

This tool is primarily used by individuals and organizations looking to enhance their email security by identifying phishing attempts. It provides a user-friendly interface through a web server and browser extension, making it accessible even for non-technical users.

Key Features
  • Phishing detection model using machine learning
  • Web server API for email analysis
  • Browser extension for easy access
  • Local GUI application for offline analysis
  • Command line tool for GUI-less operating systems
  • Integration with third-party services like Gmail API

Installation

  • Clone the repository using git clone
  • Set up the Flask server
  • Install required Python packages
Security Frameworks
Initial Access
Execution
Credential Access
Discovery
Impact
Usage Insights
  • Can be chained with Metasploit for automated exploitation
  • Useful for continuous security monitoring in CI/CD pipelines
  • Integrate with SIEM tools for real-time alerting
  • Enhance model with user feedback for continuous improvement
  • Utilize threat intelligence feeds to improve phishing detection accuracy

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Security Profile
Red Team80%
Blue Team30%
Purple Team50%
Details
LanguageJupyter Notebook
Open Issues0
Topics
javascript
machine-learning
phishing-detection
python3
security-scanner
spam-detection
email-phishing