The Phishing Detection Tool is a free add-on designed for Chrome users to enhance their online security by identifying and blocking malicious websites. It employs a machine learning model called GRAPHISH, which accurately detects phishing URLs that closely resemble legitimate sites. This tool is essential for preventing unintentional exposure of sensitive information such as banking credentials and personal data.

With a reported accuracy rate of 95-98% based on tests with 1000 URLs from PhishTank, this tool effectively identifies new phishing threats by analyzing domain names, URL strings, and website content. As phishing attacks continue to rise, traditional detection methods often fall short, making this innovative machine learning approach a vital resource for safeguarding against online scams.