This project is a browser-based phishing detection system implemented as a Chrome Extension that leverages machine learning models to identify and block phishing websites in real-time. It is part of a research initiative focused on enhancing web security through intelligent URL and content-based analysis.

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This repository contains the codebase for PhishShield: URL Phishing Detection using Machine Learning, a machine learning project designed to detect phishing URLs through a browser extension.

AI-powered phishing detection Chrome extension with FastAPI backend and XGBoost ML model.

Chrome extension for real-time phishing detection.

Real-time phishing detection browser extension

PhishShield is a Chrome Extension powered by a FastAPI backend and a trained XGBoost ML model that detects phishing websites in real-time using both URL features and Google Safe Browsing API.

This is a web extension which will block the scam and probable phisshing urls by acting as a middle-man in between.

A real-time phishing detection browser extension powered by machine learning

Phishing Detection Browser Extension

PhishShield is a lightweight Chrome extension that protects users from phishing, malware, and suspicious websites by automatically scanning visited URLs using the VirusTotal API. Every time you load a website, PhishShield quietly checks the link in the background and alerts you immediately if it’s dangerous. No clicks required.

A Chrome extension that detects and blocks phishing attempts in real-time

Phishshield is a diagnostic tool to detect spam emails and their content it is a web-based and also integration of browser extension

PhishShield is a real-time URL scanning Chrome extension that detects phishing links instantly using AI-based analysis, helping users browse safely by blocking suspicious and harmful websites.

PhishShield is a smart browser extension that detects and blocks phishing websites in real time, protecting users from scams, fake logins, and data theft with one-click safety alerts.

PhishShield is a browser extension with an integrated machine learning backend that detects and blocks phishing websites and malicious emails. It uses URL and email feature extraction, an XGBoost classification model, and a simple Chrome extension interface to provide real-time phishing protection.

PhishShield > A lightweight Chrome extension that scans all links on the current page and alerts users about suspicious or potentially phishing links in real time. 🔍 Detects domains like .ru, URL shorteners like bit.ly, and others with basic pattern matching. Built to demonstrate browser scripting, extension APIs, and user security tools.

PhishShield: Real-time Phishing URL Detector What this is: - A Chrome extension + local Python server that detect phishing in real-time. - Color-coded risk, hover tips on links, auto-block dangerous pages, and “Go back/Proceed” actions. - Uses ML (scikit-learn), VirusTotal, WHOIS, and OpenPhish feed.

PhishShield is an AI-powered Chrome extension and web app designed to detect phishing websites in real time. It analyzes URLs, SSL certificates, domain history, and blacklist data to assess website legitimacy, assigning an AI trust score for user safety. The extension provides instant pop-up alerts, while the web app allows manual URL verification