Spam Detection ML ML Frameworks

Machine learning projects for classifying emails, SMS, and messages as spam or legitimate. Includes datasets, models, and web/cloud deployments. Does NOT include general content moderation, NSFW detection, or fraud detection systems.

There are 74 spam detection ml frameworks tracked. The highest-rated is jan-janssen/gmailsorter at 47/100 with 19 stars and 166 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	jan-janssen/gmailsorter Similarity based email sorting for Google Mail using RandomForest classifiers	47	Emerging	19	Python
2	adamspd/spam-detection-project Spam-Detector-AI is a Python package for detecting and filtering spam...	37	Emerging	35	Python
3	shukur-alom/Spam_mail_detector_using_ML This Model can detectany kind of spam mail. Here i use ML Algorithm. If use...	36	Emerging	48	Python
4	MakarMS/py-spam-hunter-client A Python client for SpamHunter API to check messages for spam probability.	35	Emerging	3	Python
5	kanagalingamsm/Email-Spam-Detection Email Spam Detection using Machine Learning	33	Emerging	18	Jupyter Notebook
6	KalyanM45/Spam-Email-Detection This repository contains a Python script that uses various machine learning...	31	Emerging	22	Jupyter Notebook
7	Apaulgithub/oibsip_taskno4 A data science project aimed at creating a machine learning-based email spam...	29	Experimental	45	Jupyter Notebook
8	ShehanSanjula/Spam-Email-Filtering-System-Public End-to-end implementation of Spam Detection in Email using Machine Learning,...	28	Experimental	13	HTML
9	ekramasif/SMS-Spam-Prediction-Using-BERT SMS Spam Prediction Using Bidirectional Encoder Representations from Transformers	27	Experimental	6	Jupyter Notebook
10	kanagalingamcse/email-spam-detection One of the primary methods for spam mail detection is email filtering. It...	26	Experimental	5	Jupyter Notebook
11	mrktsm/spamurai Chrome extension that uses AI to enhance Gmail’s spam filtering	25	Experimental	4	TypeScript
12	realprogrammersusevim/email-dataset An email spam and ham dataset perfect for Machine Learning and data science	24	Experimental	3	—
13	HarshOza36/Project_X-CyberSecurityInitiative This project is used for classification of SMS and Email spam.It has a full...	24	Experimental	14	JavaScript
14	disklosr/spotd Extracts singature blocks from emails	23	Experimental	2	TypeScript
15	brendaalcantara/gambling-detector Open-source ML classifier for gambling domain detection. TFLite, Python, TensorFlow.	23	Experimental	1	Python
16	kishan-1721/SMS-Spam-Detection This is a SMS Spam Detection Project with Streamlit	23	Experimental	11	Jupyter Notebook
17	blakejakopovic/nostr-spam-detection An experiment in building a machine learning model to label Nostr spam...	22	Experimental	24	Jupyter Notebook
18	Mark233D/MailEnable-AI-Spam-Filter 📬 Enhance email security with the MailEnable AI Spam Filter, an intelligent...	22	Experimental	—	Python
19	snehalathaArakkonam/email_spam_detection Machine learning project that detects whether an email is spam or ham using...	22	Experimental	—	Jupyter Notebook
20	Chrisimana/sms-spam-classifier-using-naive-bayes Portofolio \| Machine Learning \| Project FreeCodeCamp	22	Experimental	—	Python
21	Wardah26Nabilah/SMSGuard-Intelligent-Spam-SMS-Detection-System 📱 Detect spam SMS messages using a Machine Learning system, classifying...	22	Experimental	—	Jupyter Notebook
22	xycba1/AI-Email-Classifier 📧 Streamline your job applications with this AI email classifier that...	22	Experimental	—	—
23	nilanshnet/email-spam-detection-aws A spam detection system built on AWS cloud, that upon receipt of an email...	21	Experimental	8	Jupyter Notebook
24	shrudex/sms-spam-detection This repository contains a machine learning model that predicts SMS spam,...	21	Experimental	6	Jupyter Notebook
25	MohammadrezaAmani/HamSpam persian Ham Spam detector with python, hazm, nltk and nlp.	21	Experimental	15	Python
26	rajrupdasofficial/rustemailspamdetection Email spam detection using rust and ml libs	19	Experimental	—	Rust
27	HassanMSh/SMS-SPAM-FILTER Senior Project	19	Experimental	7	Jupyter Notebook
28	iliyaML/naive-bayes-spam-detector A progressive web app (PWA) that detects spam messages using the Naive Bayes...	18	Experimental	3	JavaScript
29	muqadasejaz/Email-Spam-Classifier A machine learning project that uses Logistic Regression to classify emails...	18	Experimental	4	Jupyter Notebook
30	subhadipsinha722133/Emails-Spam-Checking-Web_App 🤖 Streamlit App Spam Emails Classification Project Deep Learning 🔥	18	Experimental	4	Jupyter Notebook
31	aliahmad552/sms-spam-detection Sms Spam Detection is the natural language processing task that predict the...	18	Experimental	4	Jupyter Notebook
32	Dev228-afk/Spam-Classifier-Deployment WebApp that Predicts whether provided Text is Spam or Ham	16	Experimental	3	HTML
33	AksShri2004/bruh-spam ML-powered spam detection system with API backend, modern frontend, and Gmail Add-on.	16	Experimental	1	JavaScript
34	driftingruby/427-detect-spam-with-ai We can create a small python service that uses a Large Language Model (LLM)...	16	Experimental	2	Ruby
35	jainish-jain/Spam-comment-detector-with-flask This repository is based on the flask framework web application, with the...	16	Experimental	2	JavaScript
36	Mujjjtaba/Password-Strength-Classifier A Streamlit-based machine learning app that classifies password strength as...	15	Experimental	1	Python
37	Suvroneel/Spam-Email-Classifier Production spam detection system with TF-IDF + Naive Bayes achieving 97%+...	15	Experimental	1	Jupyter Notebook
38	AyushSingh360/Neural-Network-SMS-Text-Classifier Real-time SMS text classification using Neural Networks and Deep Learning....	15	Experimental	5	TypeScript
39	anuragjain-git/text-classification Train model using your own dataset and use it to predict the label for a...	15	Experimental	6	Python
40	Platon214/Email-Spam-Detection-Project 📧 Detect spam emails with ease using machine learning and the Naive Bayes...	14	Experimental	—	Python
41	A7med-Foly/Email-Classification End-to-end email spam classifier: NLP pipeline (NLTK tokenization, stemming,...	14	Experimental	—	Jupyter Notebook
42	Sankesh12/Email-SMS-Spam-Classifier Built an Email/SMS Spam Classifier using NLP 📧 Preprocessed text...	14	Experimental	—	Jupyter Notebook
43	saikiran5247/SpamGuard-Application Android app for real-time spam notification detection using a lightweight...	14	Experimental	—	Kotlin
44	Srishtidh33/sms-spam-classifier AI-powered SMS Spam Detection app built with Python, Scikit-learn, TF-IDF,...	14	Experimental	—	Jupyter Notebook
45	malachi-valenz/Spam-Classifier-Basic A Spam Email Classifier using the Naive Bayes classifier. It includes a csv...	14	Experimental	—	Python
46	amit171ku/spam-classifier AI-powered email spam detection system with 98% accuracy — FastAPI + React +...	14	Experimental	—	JavaScript
47	gtovar/email-cleaner-fastify AI-powered Gmail cleaner built with Fastify (Node.js), FastAPI (Python ML)...	14	Experimental	—	JavaScript
48	subham23s/spam-email-detector Classifies SMS messages as Spam or Ham using Naive Bayes algorithm. Compares...	14	Experimental	—	Python
49	Chirag-13a/spam-email-detection A machine learning-based spam email classifier that detects whether an email...	14	Experimental	—	Python
50	pradnyamhaske4-ctrl/syntecxhub-spam-detection-project spam detection project	14	Experimental	—	Python
51	Sathvik546/Spam-Detection-Project Spam Detection Web App using BiLSTM, TensorFlow, and Streamlit	14	Experimental	—	Jupyter Notebook
52	Tarun3518/spam-email-classifier Spam email classifier using Naive Bayes and TF-IDF vectorization	14	Experimental	—	Jupyter Notebook
53	subhasishsaha/email-classifier A simple spam email classifier built using traditional machine learning algorithms.	14	Experimental	3	Jupyter Notebook
54	kodurusairam/Youtube-spam-detection Machine Learning web application to detect spam YouTube comments using Naive Bayes.	14	Experimental	—	HTML
55	fatimesevilgen/email-spam-classifier 📩 Email spam classiffier with Multinomial NB & TFIDF Vectorizer and using...	13	Experimental	2	Jupyter Notebook
56	Antim21/SpamSense-AI Classifying emails into Spam or Not Spam categories using Machine Learning techniques	13	Experimental	2	Jupyter Notebook
57	xRahul/Smart-Messages Bucketize sms automatically	13	Experimental	—	Java
58	ravindran-dev/SpamZero A full-stack Machine Learning web application that detects spam messages and...	13	Experimental	2	CSS
59	SrujanPR/Spam-Email-Classifier A data science project aimed at creating a machine learning-based email spam...	13	Experimental	2	Jupyter Notebook
60	nano-bot01/SMS-Spam-Classifier-Web-App-using-Machine-Learning SMS Spam Classifier Web Application which is used to classify spam and ham...	13	Experimental	7	Jupyter Notebook
61	ansshhhhhh/Spam-Message-Detector An End-to-End project to detect spam Text messages.	13	Experimental	—	Jupyter Notebook
62	rgdavies92/tensorflow-spam ✉️ 🐖 Spam email identification using NLP and a RNN with TensorFlow	12	Experimental	13	Jupyter Notebook
63	chawkitariq/spamail Spamail is a machine learning pipeline for spam email classification with...	12	Experimental	1	Roff
64	amanraj-creator/SPAM-EMAIL-DETECTION-SYSTEM-USING-NLP-AND-MACHINE-LEARNING This Spam Email Detection System uses Natural Language Processing (NLP) and...	12	Experimental	3	Jupyter Notebook
65	patrick-paul/ssd-training Swahili Spam Detection (SSD) - Training Model	12	Experimental	3	Jupyter Notebook
66	hadiklodhi/Email-Spam-Classifier Email Spam Classifier using Multinomial Naive Bayes. Implements NLP...	12	Experimental	1	Jupyter Notebook
67	aghabidareh/EmailSpamDetection An email Spam Detection app!	12	Experimental	3	Jupyter Notebook
68	docsallover/spam-detection Building a Spam Filter with Python: Using Machine Learning to Combat Spam	11	Experimental	2	HTML
69	HasiniPadakandla/Spam-Email-Detection-System Developed a machine-learning–based spam detection system using NLP...	11	Experimental	—	Jupyter Notebook
70	panda7ad/basic-voice-spam-fillter I created This Project for Project-Exibition in my college to be honest i...	11	Experimental	—	CSS
71	Abhi11ch/CODSOFT-Spam-SMS-Detection-Using-ML Spam SMS Detection using Machine Learning is a text classification project...	11	Experimental	—	Jupyter Notebook
72	RajanReddyGangumalla/spam-email-classifier-main Spam email classification app using Logistic Regression, Naive Bayes, and...	11	Experimental	—	Jupyter Notebook
73	codewithhimac/spamguardian-ai Enterprise-grade AI email spam classifier built with React, TypeScript, and...	11	Experimental	—	TypeScript
74	allaliamine/Real-time-spam-detection-with-Azure A real-time spam detection system leveraging Microsoft Azure cloud services...	10	Experimental	3	Jupyter Notebook

Comparisons in this category

Email-Spam-Detection and Spam-Email-Detection (33 vs 31) Email-Spam-Detection and email-spam-detection (33 vs 26) Spam-Email-Detection and email_spam_detection (31 vs 22) Email-Spam-Detection and email_spam_detection (33 vs 22)