In current online space, users frequently come across various forms of suspicious addresses that direct into harmful and bad websites. Such paths, which might appear through public networks, spam emails, plus ad ads, may guide users toward malicious pages, bad-quality sites, even even adult plus sensitive platforms that remain far from recommended