Scamdoc is a subscription-based Firefox extension designed to enhance online security by assessing the trustworthiness of websites. Utilizing an AI algorithm called ScamPredictor, it provides real-time evaluations of site safety based on a vast database of both fraudulent and reputable sites. Users receive instant alerts through a color-coded icon that indicates risk levels, turning red for high-risk sites, ensuring users are aware of potential scams while browsing.

The extension allows users to click on the icon for detailed reports, including owner information and server data. Users can also report fraudulent sites, contributing to a safer browsing experience for everyone. Importantly, Scamdoc prioritizes user privacy, collecting no personal data while anonymously analyzing browsing habits to deliver its risk assessments.