GuardianBees

GuardianBees is an open-source home network guard. Families have no visibility into what their devices do, and standard routers only block ports or categories. A lightweight local detector (Isolation Forest) learns each home’s normal traffic and flags unusual activity within seconds. Flagged windows are then analysed by a Meta model, which decides whether the activity is likely benign or suspicious, explains why, and suggests what to check. The project runs on the user’s own machine, and only aggregated traffic features are used, never raw packets.