DRL: Defend URL is a free Chrome extension designed to protect users from phishing attacks by utilizing advanced AI technology. It analyzes URLs to determine their safety, leveraging a model trained on comprehensive datasets including Kaggle and ISCXThis tool aims to identify malicious URLs before users can access them, thus preventing potential theft of personal information and assets.

With the increasing sophistication of phishing schemes, which can lead to significant financial losses, DRL: Defend URL addresses this pressing issue by improving the detection efficiency of phishing sites. By employing a BERT-based approach, the extension analyzes not only the URL strings but also various derived features, allowing it to adapt to diverse domains and enhance defense mechanisms against real-time cyber threats.