Phishing URL Detection ML Frameworks

Machine learning projects for detecting phishing URLs and malicious websites through feature extraction and classification. Does NOT include general malware detection, domain aggregation tools, or broader cybersecurity platforms without a specific phishing detection focus.

There are 86 phishing url detection frameworks tracked. 1 score above 50 (established tier). The highest-rated is mandiant/stringsifter at 69/100 with 754 stars.

Get all 86 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	mandiant/stringsifter A machine learning tool that ranks strings based on their relevance for...	69	Established	754	Python
2	wesleyraptor/streamingphish Python-based utility that uses supervised machine learning to detect...	47	Emerging	327	Jupyter Notebook
3	akamai/luda Malicious actors often reuse code to deploy their malware, phishing website...	44	Emerging	75	Python
4	deepeshdm/Phishing-Attack-Domain-Detection Identifying Malicious Phishing URLs through Machine Learning	44	Emerging	56	Jupyter Notebook
5	faizann24/phishytics-machine-learning-for-phishing Machine Learning for Phishing Website Detection	44	Emerging	56	HTML
6	chamanthmvs/Phishing-Website-Detection It is a project of detecting phishing websites which are main cause of cyber...	43	Emerging	190	Jupyter Notebook
7	vaibhavbichave/Phishing-URL-Detection Phishers use the websites which are visually and semantically similar to...	42	Emerging	218	Jupyter Notebook
8	surajr/URL-Classification Machine learning to classify Malicious (Spam)/Benign URL's	40	Emerging	134	Jupyter Notebook
9	Coldwave96/MaliciousUrls_Part2 机器学习检测恶意URL改进版	39	Emerging	28	Python
10	Khuzd/PhishGan URL phishing detection using Generative Adversarial Network (GAN)	38	Emerging	16	Python
11	jackaduma/HomoglyphAttacksDetector Detecting Homoglyph Attacks with CNN model using Computer Vision method	36	Emerging	11	Jupyter Notebook
12	heydc7/SilentPhish Swift Student Challenge Submission \| WWDC 2022	35	Emerging	9	Swift
13	asrith-reddy/Phishing-detector Phishers use the websites which are visually similar to those real websites....	34	Emerging	25	Jupyter Notebook
14	deepeshdm/phishr PHISHr - A Cyber security utility for detecting malicious phishing URLs &...	34	Emerging	3	JavaScript
15	elliotwutingfeng/SpamdexingSites URL feed for blocking spamdexing websites. Let's banish them to the rubbish...	33	Emerging	27	—
16	gangeshbaskerr/Phishing-Website-Detection A project that predicts a phishing URL by extracting 17 features in 3...	32	Emerging	30	Jupyter Notebook
17	Priyanshu9898/End-to-End-Malicious-URL-Detection End to End Malicious URL Detection Project using Machine learning and deep learning	32	Emerging	27	Jupyter Notebook
18	phoenixdev100/PhishGuard A powerful browser extension and web application that helps protect users...	31	Emerging	9	Jupyter Notebook
19	AbdullahDalgic/ai-phishing-check AI Phishing Check, Python dili kullanılarak geliştirilmiş bir Yapay Zeka projesidir.	31	Emerging	3	Python
20	bolster-inc/neo Bolster NEO API - Artificial intelligence based zero-hour phishing detection	30	Emerging	13	Python
21	DeadKennedyx/FishHunt Machine learning + malicious sites scanner for phishing detection	30	Emerging	10	Python
22	abideenml/Detecting-SocialEngineering-Attacks Detecting ☎️ Telephone-based Social Engineering Attacks Using Document 📑 ...	30	Emerging	6	Jupyter Notebook
23	SagunDevkota/Catch-Phis Platform for real time phishing site detection	30	Emerging	2	JavaScript
24	DNcrypter/PhishGaurd PhishGuard: AI-Powered Email Phishing Analysis🔎. PhishGuard leverages AI and...	29	Experimental	1	Python
25	frangelbarrera/phishing-detection-rnn-cnn Offline phishing detection model for websites using a hybrid CNN–LSTM...	29	Experimental	8	Jupyter Notebook
26	Koon-Kiat/Spam-And-Phishing-Detection-Using-Machine-Learning This project leverages advanced machine learning algorithms to detect and...	29	Experimental	7	Python
27	liakoyras/thesis-phishing-email-detection This repository contains the Python code developed to run the experiments of...	27	Experimental	12	Jupyter Notebook
28	vonofdaville/adversarial-phish-forge 🔍 Emulate advanced phishing tactics ethically with this open-source...	27	Experimental	1	Python
29	RimTouny/Phishing-Attack-Detection-using-Machine-Learning Advancing Cybersecurity with AI: This project fortifies phishing defense...	27	Experimental	16	Jupyter Notebook
30	eliasgranderubio/cartuxeira Phishing attack identification tool - Performs email risk evaluations...	27	Experimental	18	Python
31	sannjayy/python-phishing-url-detection Python Phishing URL Detection	27	Experimental	17	Python
32	SyedShaheerHussain/Anti_Phishing_Email_Detector_gui Analyzes email content, headers, and links to identify phishing attacks,...	26	Experimental	10	Python
33	GreatTitanDev/NeuralSheild-AI-Spam-Detectiom NeuralSheild AI, an open-source, cross-platform AI spam detection engine...	25	Experimental	6	HTML
34	orelz890/URL_Multiclass_Classification Proactive Malicious URL Detection: ML Defense 🌐🛡️"	24	Experimental	4	Jupyter Notebook
35	EWAalEx/PhishTackle-API PhishTackle-API is a powerful machine learning-driven API designed to combat...	23	Experimental	3	JavaScript
36	Nikit-370/Phishguard PhishGuard is a machine learning based phishing detection system that...	23	Experimental	2	—
37	Diego-Luiz/URLYZER A Website made with python and django, that classifies an URL according to...	23	Experimental	3	JavaScript
38	andoni92/ML-phising-detection Machine Learning for Phising Website Detection.	23	Experimental	2	Python
39	abdelrahman835/PhishShield 🛡️ Enhance online safety with PhishShield, a research-based project that...	23	Experimental	1	—
40	Andrej-Art/Mailharpoon A machine learning phishing detection system trained on structured email and...	22	Experimental	—	Jupyter Notebook
41	Deikazen/PhishGuard Machine Learning untuk mendeteksi link phishing atau bukan (model masih...	22	Experimental	—	HTML
42	Neha220803/phistrap Content Security Analyser app for your phone	22	Experimental	2	Dart
43	nonamebatbai/Anti_Phishing_Email_Detector_gui 🛡️ Detect phishing emails by analyzing content and links, calculate risk...	22	Experimental	—	Python
44	Phiseado/phisheado-android Phishing detection system using Artificial Intelligence 🦠	22	Experimental	1	Java
45	QuangVu404/phishing-url-detection Deep Learning based phishing URL detection system using CNN	22	Experimental	1	Jupyter Notebook
46	Lukesgaming2011/GitLabDeviceCodePhishing 🛠️ Enable GitLab Device Code phishing with a web interface for testing...	22	Experimental	—	Python
47	kmbvip/phishing-detection-rnn-cnn 🔍 Detect phishing websites offline using a combined CNN and LSTM model,...	21	Experimental	1	Jupyter Notebook
48	Jisansingh/url-phishing-detection-transformer Transformer-based phishing website detection using URL sequence analysis and...	21	Experimental	—	Python
49	DenizKaya18/phishing-url-detection Ensemble deep learning and classical machine learning framework for phishing...	21	Experimental	—	Python
50	shellnonharmonic272/susbound 🔍 Analyze suspicious emails quickly with AI for safe communication. Forward...	21	Experimental	—	TypeScript
51	AliRazaLilani/RandomForest-Thesis Using Random Forest to detect Malicious attacks on the ES6 Website	19	Experimental	4	Jupyter Notebook
52	KnOX-07/ThreatSnare Threat Snare is a web-based threat intelligence and URL scanning tool.	19	Experimental	2	HTML
53	TeamLoick/lolinck-api [ Non-Functional Version ] Lolinck is an open source API that use machine...	18	Experimental	2	Python
54	Khiladi-786/Phishing_Deployment ML-based phishing URL detection using Random Forest, SHAP explainability,...	17	Experimental	1	Python
55	Vishwas-Chakilam/URLGuard A machine learning-based system for detecting malicious URLs. Utilizes...	17	Experimental	—	TypeScript
56	soufiane-benchahyd/Phishing-URL-Detection-using-Machine-Learning-Deep-Learning A comprehensive project for detecting phishing URLs using classical Machine...	17	Experimental	1	Jupyter Notebook
57	Phiseado/phisheado-frontend Phishing detection system using Artificial Intelligence 🦠	17	Experimental	1	JavaScript
58	The15thSin/Phishing-URL-Project This is the Phishing URL detector made using ML model. The frontend is made...	16	Experimental	1	JavaScript
59	ben020410/safesurf 『악성 URL 진단 서비스』: 2024-2 SNU AI&BD 기말 프로젝트	16	Experimental	1	JavaScript
60	Siddhi259/ThreatSense 🛡 ThreatSense — Detects social engineering cyber attacks by analyzing...	15	Experimental	1	Python
61	Amineelhoumiri/COM624-Phishing-Detection-Project Advanced ML-based phishing detection system using ensemble models (BERT,...	15	Experimental	—	—
62	shravanivasa/url-security-classifier ML pipeline classifying 650K+ URLs as malicious/safe using Random Forest,...	14	Experimental	—	Jupyter Notebook
63	billos-e/the_phishing_detector Application Python de détection d’emails de phishing via analyse de contenu...	14	Experimental	—	Jupyter Notebook
64	NimishSood/malicious-url-detection Malicious URL detection with lexical feature engineering, supervised...	14	Experimental	—	Jupyter Notebook
65	adnandeva/phishing-url-detector Phishing URL detection using lexical features without accessing webpage content.	14	Experimental	—	Python
66	medo-w/phishguard A machine learning-based security solution to identify and mitigate phishing...	14	Experimental	—	HTML
67	alam025/ai-email-guardian 🛡️ AI-Powered Email Guardian: 99.2% accurate spam detection using machine...	14	Experimental	1	Python
68	yeshwantha12307-spec/ai_email_security About AI Email Security System is a machine learning application...	14	Experimental	—	Python
69	asuki-yashi/malicious-domains 🛡️ Aggregate and normalize malicious domains from various sources for...	14	Experimental	—	Python
70	dikshantsharma8396/Safe-Surf-AI-Intelligence-Platform Cloud-deployed Threat Intelligence Platform using Random Forest ML to...	14	Experimental	—	HTML
71	abrarshahh/MaliciousURLDetection A Django web application that detects malicious URLs using a Random Forest...	14	Experimental	—	Jupyter Notebook
72	Hiteeshk/ai-phishing-annihilator AI-Phishing-Annihilator automates detection and prioritization of phishing...	13	Experimental	—	JavaScript
73	mois-khan/CallShield-AI A real-time, LLM-driven mid-call intervention pipeline to detect social...	13	Experimental	—	HTML
74	ComputerVision804/phishing-Detector 🔐 Phishing URL Detector A lightweight Flask web app that detects whether a...	13	Experimental	—	Python
75	orkun022/PhishGuard-AI AI-powered phishing URL detection with self-learning pipeline \| Random...	13	Experimental	—	Python
76	CTA-G-14/Soter Detecting and Blocking malicious URL using Machine Learning	12	Experimental	7	JavaScript
77	TanayBhadula/phishing-website-detection A web application to predicted whether a URL/Website is phishing or not by...	12	Experimental	7	Jupyter Notebook
78	Tanwar-12/PHISHING-WEBSITE-DETECTION PREDCIT THE WEBSITE URL IT IS FAKE OR SAFE.	12	Experimental	7	Jupyter Notebook
79	arssite/catchPhish Catch Phisher is a comprehensive phishing detection kit enhanced with...	11	Experimental	3	JavaScript
80	abdulmoiz2k04/AI-Powered-Phishing-Detection This project is a Streamlit web app that analyzes text messages and URLs to...	11	Experimental	—	Python
81	SahandNamvar/phishing-url-detection Phishing URL detection using ML & LLM models	11	Experimental	—	Jupyter Notebook
82	leonTech254/PHISHING-ML-SCANNER PhishGuard is an Android app that uses machine learning to detect phishing...	11	Experimental	3	Java
83	gdsc-ipsacademy/URL-Validator A project to detect fraud/fake/phishing websites and warn you about them....	11	Experimental	—	Python
84	ranjith2285/phishing-website-detection- A machine learning–based web application designed to identify and prevent...	11	Experimental	—	—
85	Lycons-rage/phishing_classifier A Classification Machine Learning Models based application that can classify...	10	Experimental	2	CSS
86	Foxriver-2005/Real-Time-Email-Phishing-Detection The Email Phishing Detection Application is designed to identify and analyze...	10	Experimental	2	HTML

Comparisons in this category

Phishing-Attack-Domain-Detection and Phishing-Website-Detection (44 vs 43) Phishing-URL-Detection and Phishing-detector (42 vs 34) Phishing-Website-Detection and Phishing-detector (43 vs 34) Phishing-Attack-Domain-Detection and Phishing-Website-Detection (44 vs 32) Phishing-detector and Phishing-Website-Detection (34 vs 32)