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 80 phishing url detection frameworks tracked. 1 score above 50 (established tier). The highest-rated is mandiant/stringsifter at 65/100 with 754 stars.

Get all 80 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...	65	Established	754	Python
2	wesleyraptor/streamingphish Python-based utility that uses supervised machine learning to detect...	40	Emerging	327	Jupyter Notebook
3	akamai/luda Malicious actors often reuse code to deploy their malware, phishing website...	37	Emerging	75	Python
4	faizann24/phishytics-machine-learning-for-phishing Machine Learning for Phishing Website Detection	37	Emerging	56	HTML
5	deepeshdm/Phishing-Attack-Domain-Detection Identifying Malicious Phishing URLs through Machine Learning	37	Emerging	56	Jupyter Notebook
6	chamanthmvs/Phishing-Website-Detection It is a project of detecting phishing websites which are main cause of cyber...	36	Emerging	190	Jupyter Notebook
7	vaibhavbichave/Phishing-URL-Detection Phishers use the websites which are visually and semantically similar to...	35	Emerging	218	Jupyter Notebook
8	surajr/URL-Classification Machine learning to classify Malicious (Spam)/Benign URL's	33	Emerging	134	Jupyter Notebook
9	Coldwave96/MaliciousUrls_Part2 机器学习检测恶意URL改进版	32	Emerging	28	Python
10	Khuzd/PhishGan URL phishing detection using Generative Adversarial Network (GAN)	31	Emerging	16	Python
11	jackaduma/HomoglyphAttacksDetector Detecting Homoglyph Attacks with CNN model using Computer Vision method	29	Experimental	11	Jupyter Notebook
12	heydc7/SilentPhish Swift Student Challenge Submission \| WWDC 2022	28	Experimental	9	Swift
13	Koon-Kiat/Spam-And-Phishing-Detection-Using-Machine-Learning This project leverages advanced machine learning algorithms to detect and...	27	Experimental	7	Python
14	asrith-reddy/Phishing-detector Phishers use the websites which are visually similar to those real websites....	27	Experimental	25	Jupyter Notebook
15	deepeshdm/phishr PHISHr - A Cyber security utility for detecting malicious phishing URLs &...	27	Experimental	3	JavaScript
16	elliotwutingfeng/SpamdexingSites URL feed for blocking spamdexing websites. Let's banish them to the rubbish...	26	Experimental	27	—
17	gangeshbaskerr/Phishing-Website-Detection A project that predicts a phishing URL by extracting 17 features in 3...	25	Experimental	30	Jupyter Notebook
18	Priyanshu9898/End-to-End-Malicious-URL-Detection End to End Malicious URL Detection Project using Machine learning and deep learning	25	Experimental	27	Jupyter Notebook
19	andoni92/ML-phising-detection Machine Learning for Phising Website Detection.	24	Experimental	2	Python
20	AbdullahDalgic/ai-phishing-check AI Phishing Check, Python dili kullanılarak geliştirilmiş bir Yapay Zeka projesidir.	24	Experimental	3	Python
21	SyedShaheerHussain/Anti_Phishing_Email_Detector_gui Analyzes email content, headers, and links to identify phishing attacks,...	24	Experimental	10	Python
22	Nikit-370/Phishguard PhishGuard is a machine learning based phishing detection system that...	24	Experimental	2	—
23	phoenixdev100/PhishGuard A powerful browser extension and web application that helps protect users...	24	Experimental	9	Jupyter Notebook
24	SagunDevkota/Catch-Phis Platform for real time phishing site detection	23	Experimental	2	JavaScript
25	DeadKennedyx/FishHunt Machine learning + malicious sites scanner for phishing detection	23	Experimental	10	Python
26	frangelbarrera/phishing-detection-rnn-cnn Offline phishing detection model for websites using a hybrid CNN–LSTM...	23	Experimental	8	Jupyter Notebook
27	abideenml/Detecting-SocialEngineering-Attacks Detecting ☎️ Telephone-based Social Engineering Attacks Using Document 📑 ...	23	Experimental	6	Jupyter Notebook
28	bolster-inc/neo Bolster NEO API - Artificial intelligence based zero-hour phishing detection	23	Experimental	13	Python
29	vonofdaville/adversarial-phish-forge 🔍 Emulate advanced phishing tactics ethically with this open-source...	23	Experimental	1	Python
30	QuangVu404/phishing-url-detection Deep Learning based phishing URL detection system using CNN	23	Experimental	1	Jupyter Notebook
31	abdelrahman835/PhishShield 🛡️ Enhance online safety with PhishShield, a research-based project that...	23	Experimental	1	—
32	Lukesgaming2011/GitLabDeviceCodePhishing 🛠️ Enable GitLab Device Code phishing with a web interface for testing...	22	Experimental	—	Python
33	DNcrypter/PhishGaurd PhishGuard: AI-Powered Email Phishing Analysis🔎. PhishGuard leverages AI and...	22	Experimental	1	Python
34	nonamebatbai/Anti_Phishing_Email_Detector_gui 🛡️ Detect phishing emails by analyzing content and links, calculate risk...	22	Experimental	—	Python
35	shellnonharmonic272/susbound 🔍 Analyze suspicious emails quickly with AI for safe communication. Forward...	22	Experimental	—	TypeScript
36	Andrej-Art/Mailharpoon A machine learning phishing detection system trained on structured email and...	22	Experimental	—	Jupyter Notebook
37	ocramtec-marco/suspicious 🛡️ Analyze and detect phishing attacks with Suspicious, a web app for...	22	Experimental	—	CSS
38	Deikazen/PhishGuard Machine Learning untuk mendeteksi link phishing atau bukan (model masih...	22	Experimental	—	HTML
39	sannjayy/python-phishing-url-detection Python Phishing URL Detection	20	Experimental	17	Python
40	eliasgranderubio/cartuxeira Phishing attack identification tool - Performs email risk evaluations...	20	Experimental	18	Python
41	RimTouny/Phishing-Attack-Detection-using-Machine-Learning Advancing Cybersecurity with AI: This project fortifies phishing defense...	20	Experimental	16	Jupyter Notebook
42	liakoyras/thesis-phishing-email-detection This repository contains the Python code developed to run the experiments of...	20	Experimental	12	Jupyter Notebook
43	DenizKaya18/phishing-url-detection Ensemble deep learning and classical machine learning framework for phishing...	19	Experimental	—	Python
44	Jisansingh/url-phishing-detection-transformer Transformer-based phishing website detection using URL sequence analysis and...	19	Experimental	—	Python
45	GreatTitanDev/NeuralSheild-AI-Spam-Detectiom NeuralSheild AI, an open-source, cross-platform AI spam detection engine...	19	Experimental	6	HTML
46	KnOX-07/ThreatSnare Threat Snare is a web-based threat intelligence and URL scanning tool.	17	Experimental	2	HTML
47	orelz890/URL_Multiclass_Classification Proactive Malicious URL Detection: ML Defense 🌐🛡️"	17	Experimental	4	Jupyter Notebook
48	EWAalEx/PhishTackle-API PhishTackle-API is a powerful machine learning-driven API designed to combat...	16	Experimental	3	JavaScript
49	Diego-Luiz/URLYZER A Website made with python and django, that classifies an URL according to...	16	Experimental	3	JavaScript
50	AbhishekChamoliDeveloper/fraud-email-detector This is "Fraud or Scam Email Detector" Programm which is made in...	16	Experimental	3	JavaScript
51	Neha220803/phistrap Content Security Analyser app for your phone	15	Experimental	2	Dart
52	soufiane-benchahyd/Phishing-URL-Detection-using-Machine-Learning-Deep-Learning A comprehensive project for detecting phishing URLs using classical Machine...	15	Experimental	1	Jupyter Notebook
53	Siddhi259/ThreatSense 🛡 ThreatSense — Detects social engineering cyber attacks by analyzing...	15	Experimental	1	Python
54	Khiladi-786/Phishing_Deployment ML-based phishing URL detection using Random Forest, SHAP explainability,...	15	Experimental	1	Python
55	kmbvip/phishing-detection-rnn-cnn 🔍 Detect phishing websites offline using a combined CNN and LSTM model,...	15	Experimental	1	Jupyter Notebook
56	Amineelhoumiri/COM624-Phishing-Detection-Project Advanced ML-based phishing detection system using ensemble models (BERT,...	15	Experimental	—	—
57	Vishwas-Chakilam/URLGuard A machine learning-based system for detecting malicious URLs. Utilizes...	15	Experimental	—	TypeScript
58	Phiseado/phisheado-android Phishing detection system using Artificial Intelligence 🦠	15	Experimental	1	Java
59	Phiseado/phisheado-frontend Phishing detection system using Artificial Intelligence 🦠	15	Experimental	1	JavaScript
60	asuki-yashi/malicious-domains 🛡️ Aggregate and normalize malicious domains from various sources for...	14	Experimental	—	Python
61	abrarshahh/MaliciousURLDetection A Django web application that detects malicious URLs using a Random Forest...	14	Experimental	—	Jupyter Notebook
62	dikshantsharma8396/Safe-Surf-AI-Intelligence-Platform Cloud-deployed Threat Intelligence Platform using Random Forest ML to...	14	Experimental	—	HTML
63	ben020410/safesurf 『악성 URL 진단 서비스』: 2024-2 SNU AI&BD 기말 프로젝트	14	Experimental	1	JavaScript
64	The15thSin/Phishing-URL-Project This is the Phishing URL detector made using ML model. The frontend is made...	14	Experimental	1	JavaScript
65	SahandNamvar/phishing-url-detection Phishing URL detection using ML & LLM models	14	Experimental	—	Jupyter Notebook
66	adnandeva/phishing-url-detector Phishing URL detection using lexical features without accessing webpage content.	14	Experimental	—	Python
67	medo-w/phishguard A machine learning-based security solution to identify and mitigate phishing...	14	Experimental	—	HTML
68	NimishSood/malicious-url-detection Malicious URL detection with lexical feature engineering, supervised...	14	Experimental	—	Jupyter Notebook
69	billos-e/the_phishing_detector Application Python de détection d’emails de phishing via analyse de contenu...	14	Experimental	—	Jupyter Notebook
70	shravanivasa/url-security-classifier ML pipeline classifying 650K+ URLs as malicious/safe using Random Forest,...	14	Experimental	—	Jupyter Notebook
71	yeshwantha12307-spec/ai_email_security About AI Email Security System is a machine learning application...	14	Experimental	—	Python
72	mois-khan/CallShield-AI A real-time, LLM-driven mid-call intervention pipeline to detect social...	14	Experimental	—	HTML
73	alam025/ai-email-guardian 🛡️ AI-Powered Email Guardian: 99.2% accurate spam detection using machine...	12	Experimental	1	Python
74	AliRazaLilani/RandomForest-Thesis Using Random Forest to detect Malicious attacks on the ES6 Website	12	Experimental	4	Jupyter Notebook
75	TeamLoick/lolinck-api [ Non-Functional Version ] Lolinck is an open source API that use machine...	11	Experimental	2	Python
76	Hiteeshk/ai-phishing-annihilator AI-Phishing-Annihilator automates detection and prioritization of phishing...	11	Experimental	—	JavaScript
77	ranjith2285/phishing-website-detection- A machine learning–based web application designed to identify and prevent...	11	Experimental	—	—
78	orkun022/PhishGuard-AI AI-powered phishing URL detection with self-learning pipeline \| Random...	11	Experimental	—	Python
79	Securedsoul99/AI-Email-Threat-Investigator AI-powered offline tool for email phishing analysis with header scanning,...	11	Experimental	—	Python
80	ComputerVision804/phishing-Detector 🔐 Phishing URL Detector A lightweight Flask web app that detects whether a...	11	Experimental	—	Python

Comparisons in this category

Phishing-Attack-Domain-Detection and Phishing-Website-Detection (37 vs 36) Phishing-URL-Detection and Phishing-detector (35 vs 27) Phishing-Website-Detection and Phishing-detector (36 vs 27) Phishing-Website-Detection and ML-phising-detection (36 vs 24) Phishing-Attack-Domain-Detection and Phishing-Website-Detection (37 vs 25) phishytics-machine-learning-for-phishing and ML-phising-detection (37 vs 24)