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IIITD - SilentScan Phishing Detection System

Privacy-first phishing detection system with Chrome extension and AI-powered backend.

Components

Backend (FastAPI)

  • AI Phishing Detection: BERT model fine-tuned for phishing
  • Fuzzy Logic: Advanced risk scoring
  • WebSocket: Real-time notifications
  • Privacy-First: Only hashed data stored
  • GPU Accelerated: RTX 4060 support

Chrome Extension

  • Privacy-First: All PII scrubbing happens locally
  • Real-time Scanning: Instant phishing risk detection
  • Hashed URLs: SHA-256 hashed before transmission
  • Demo-Ready: Network tab shows sanitized data

Installation

Backend

cd backend
pip install -r requirements.txt
python3 app.py

Chrome Extension

npm install
npm run build
# Load dist/ folder in Chrome Extensions

Architecture

  1. Content Script: Extracts and scrubs PII locally
  2. Backend API: AI + Fuzzy Logic risk scoring
  3. WebSocket: Real-time dashboard notifications
  4. Database: Only hashed URLs and numeric scores

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