PhishGuard

PhishGuard is a machine learning-powered Chrome extension that analyses every URL you visit in real time and warns you if it looks like a phishing site. Built using a Random Forest classifier trained on over 1.2 million URLs, PhishGuard achieves 95.40% accuracy without requiring page content inspection or external threat databases. Features: • Automatic real-time URL analysis • Instant red warning banner on phishing sites • Confidence score shown for every URL • Privacy-first — only the URL is analysed • Report incorrect classifications via Google Form