Phishing Link Detector System (Chrome Extension)

This lite chrome plugin aims to detect phishing websites and warn the user. It is built with a objective of privacy, so that the user browsing data need not collected for classification. The classification is done on the client side with one-time download of classifier model.

Dataset: UCI Repository
Technique: Random Forest Classifier

Requirements

Python3.11
sklearn==0.19.2
numpy==1.15.0
liac-arff==2.2.2

Documentation

• Wiki - Complete reference
• Prepare the dataset
• Train and Export the model
• Install plugin

Screenshot

F1 score: 0.905

Links to few phishing sites: PDF, PhishTank

References

Intelligent phishing website detection using random forest classifier

Created by @naman1102 & @thehimanshu23