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Hack_SafeClick

Hack SafeClick is a cutting-edge Chrome extension, integrated with dashboard designed to protect users from phishing, scam, and malicious websites in real-time. Leveraging MERN stack and an advanced XGBoost model, the extension analyzes website URLs based on multiple factors like past URL behavior, domain checks, and clone detection to provide instant safety alerts. The extension also includes a website clone detection system, utilizing HTML structure analysis, visual similarity (SSIM), and WHOIS verification to identify fraudulent sites. With an intuitive interface, automated detection, and robust backend powered by Express API, Hack SafeClick ensures a seamless and secure browsing experience, keeping users protected from cyber threats effortlessly.

  1. Chrome Extension and Dashboard: Created a fully operational Chrome extension with an intuitive interface and a comprehensive dashboard for monitoring safety alerts and analytics.

  2. Seamless Development and Deployment: Successfully built, integrated, and deployed an optimized machine learning model, ensuring efficient real-time analysis and user protection.

To start extension:

  1. Open Developer Tools
  2. Unpack Extension by dist folder
npm run build

To start dashbaord client:

cd frontend
npm run dev

To start dashbaord server:

cd backend
cd api
nodemon server.js

Core Detection Features

  1. Malicious URL Detection (fake, phishing, spam, scam, malicious URLs)
  2. Clone URL Detection (similar type of urls - unrecognised by users)
  3. Clone Website Detection (similar cloned visuals of websites - indistinguishable by users)

Technical Stack

Screenshot 2025-02-06 100559

Tools

Screenshot 2025-02-06 102151

Malicious URL Detection Model

https://github.com/tejash05/SafeClick

Clone URL Detection Model

https://github.com/khushi505/Clone_Web_Model

Clone Website Detection Model

https://clone-6nb2.onrender.com/check-clone

Extension

https://github.com/HARSHSINGH3118/SafeClick

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