Phishing Browser Extensions ML Frameworks

Chrome and Chromium browser extensions that detect phishing attacks and malicious websites in real-time using ML/heuristics. Does NOT include standalone phishing detection APIs, email-only security tools, or general fraud detection systems unrelated to browser-based threat prevention.

There are 37 phishing browser extensions frameworks tracked. The highest-rated is picopalette/phishing-detection-plugin at 45/100 with 80 stars.

Get all 37 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=phishing-browser-extensions&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	picopalette/phishing-detection-plugin A lite chrome extension for detecting phishing sites using random forest classifier	45	Emerging	80	JavaScript
2	4darsh-Dev/CogniGaurd A web extension for identifying dark pattern on websites powered by Fine...	44	Emerging	21	Jupyter Notebook
3	SKKU-SecLab/AdFlush AdFlush - A powerful ML-based blocker for browser.	37	Emerging	65	HTML
4	cprite/phishing-detection-ext "No Phishing" provides robust, real-time protection against phishing...	37	Emerging	14	Python
5	charliegerard/dark-mode-clap-extension Chrome extension to toggle dark mode on Netlify by clapping hands 👏	34	Emerging	88	JavaScript
6	moghimi/phishdetector Google Chrome extension for detecting phishing attacks. It is a rule-based...	34	Emerging	10	JavaScript
7	SurajSanap/IndShield IndShield is a web application designed to revolutionize industrial safety...	31	Emerging	5	CSS
8	gilangcowokull/SnifTern.ai 🐙 SnifTern.ai is an AI-powered internship fraud detection platform built...	30	Emerging	2	Python
9	ArnabKumarRoy02/Phishing-attack-detection This project is our submission for the Kavach Hackathon 2023, in which we...	28	Experimental	13	Jupyter Notebook
10	Venkateeshh/DarkSurfer-Extension DarkPatternLLM is a project dedicated to detecting and combating dark...	27	Experimental	5	Jupyter Notebook
11	EduardoDePatta/stack-sift Chrome extension that classifies Sentry errors with in-browser ML. Trains...	25	Experimental	3	TypeScript
12	vneogi199/Phishing-detection-using-data-mining-Python A Chrome Extension that detects Phishing Websites and alerts the user...	25	Experimental	11	JavaScript
13	Cheat-Sheeps/chromium-extension Phishing detection extension for Chromium-based browsers using Deep Learning	24	Experimental	5	HTML
14	bhargava562/block-safe BlockSafe is an autonomous cognitive firewall protecting the human decision...	23	Experimental	2	Python
15	4darsh-Dev/dark_pattern_detector_app Dark Pattern Detection using fine Tuned BERT Model, powered by CogniGuard...	23	Experimental	4	Jupyter Notebook
16	Aditya-G-22/Gmail-Phishing-Detector-Extension- AI/ML Powered Gmail phishing detection using NLP + URL analysis with...	23	Experimental	1	Python
17	Mandar123454/Custom-Phishing-Detection-Chrome-Extension A modern Chrome extension that uses multi-layer detection (heuristics,...	21	Experimental	—	JavaScript
18	AlexPowell9/Adclipse Adclipse is a perceptual ad blocker	19	Experimental	3	JavaScript
19	Nirupam-Ghosh2004/Sentinel Privacy-first phishing & malware URL detector — dual ML engines (XGBoost +...	19	Experimental	—	Python
20	MiChaelinzo/Entra-Permission-Management-AI- The project above is a browser extension that uses machine learning to train...	18	Experimental	2	JavaScript
21	jayakrishnagaddam/Deep_Sheild_ This is a Machine Learning applied Artificial intelligence project....	17	Experimental	1	HTML
22	SouptikTaran/Pacman 🛡️ Pacman – Browser extension to detect fake reviews, false timers & dark...	14	Experimental	1	JavaScript
23	Eyefell/tech_detector Detect and analyze over 65 web technologies and security settings in one...	14	Experimental	—	—
24	RoopumDubey/shadow-chrome-extension AI-powered phishing detection Chrome extension using ML	14	Experimental	—	JavaScript
25	mrvaibhavbhardwaj/JobShield-AI JobShield AI – AI-powered system to detect fake job postings and protect job...	14	Experimental	—	Jupyter Notebook
26	AbdallahSalah003/PURE-ML A complete machine learning system for phishing URL detection	14	Experimental	—	Python
27	WHITELOTUS4/chscdn.github.io Cavernous Hoax Scanner CDN (CHSCDN) is a web-based Content Delivery Network...	13	Experimental	—	JavaScript
28	Phishing-Detection-System/Detection-Chrome-Extension Chrome Extension Phishing Detection tool	13	Experimental	10	Jupyter Notebook
29	kenttibusiness/scamnet 🔍 Generate weak password dictionaries and high-concurrency scanning tools,...	13	Experimental	—	Shell
30	GamePointAnalytics/dark-pattern-detector An AI-powered Chrome extension that detects and highlights manipulative dark...	13	Experimental	—	JavaScript
31	akriti04gupta/SmartShield SmartShield is a powerful malware detection and secure image-sharing system...	11	Experimental	2	TypeScript
32	Ad-Web-Comic/securedispatch-progrem You Can Read The SecureDispatch Documentation	11	Experimental	—	JavaScript
33	Cheat-Sheeps/geekfest-2023 Chrome extension to detect fraudulent websites using deep learning. A...	10	Experimental	2	—
34	palchhinparihar/DeepShield DeepShield empowers individuals, journalists, and organizations to verify...	10	Experimental	1	JavaScript
35	urcuqui/SpamShieldAI SpamShieldAI is a web-based application that leverages artificial...	10	Experimental	1	Jupyter Notebook
36	SaibaDev/Protego-Web-extension Protego browser extension captures URL and analyze it using machine learning...	10	Experimental	2	JavaScript
37	SaibaDev/Protego Your shield against scam and fraud	10	Experimental	2	JavaScript

Comparisons in this category

phishing-detection-plugin and Phishing-detection-using-data-mining-Python (45 vs 25) CogniGaurd and dark_pattern_detector_app (44 vs 23) phishdetector and Custom-Phishing-Detection-Chrome-Extension (34 vs 21)