SMS Spam Detection NLP Tools

Tools for classifying SMS/text messages as spam or legitimate using NLP and machine learning. Does NOT include email-only classifiers, general spam detection systems, or phishing-specific detection.

There are 112 sms spam detection tools tracked. 1 score above 50 (established tier). The highest-rated is MAIF/melusine at 64/100 with 363 stars and 260 monthly downloads.

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#	Tool	Score	Tier	Stars	Language
1	MAIF/melusine 📧 Melusine: Use python to automatize your email processing workflow	64	Established	363	Python
2	97k/spam-ham-web-app A web app that classifies text as a spam or ham. I am using my own ML...	34	Emerging	32	Jupyter Notebook
3	stdlib-js/datasets-spam-assassin Spam Assassin public mail corpus.	33	Emerging	6	JavaScript
4	hrwhisper/SpamMessage 中文垃圾短信识别(手写分类器)	33	Emerging	201	Python
5	Zimbra/zimbra-ml Zimbra Machine Learning GraphQL Server	31	Emerging	17	Python
6	Tritonix711/Spam-Filter-AI Spam Filter AI is a project in Python that uses machine learning to detect...	29	Experimental	15	Python
7	shishir349/Analyzing-the-Email-Opening-Rates Before building an email marketing campaign, it’s important to define your...	29	Experimental	12	Jupyter Notebook
8	anishsingh20/Text-Message-Classification Classify messages as Spam or Ham using a simple Naive bayes classifier....	28	Experimental	7	R
9	Davisy/Laravel-SMS-Spam-Detection Deploy a NLP model in Laravel Application to detect SMS spam messages.	28	Experimental	7	PHP
10	VoxDroid/NLP-Email-Categorizer An efficient text classification pipeline for email subjects, leveraging NLP...	28	Experimental	7	Python
11	yogeshnile/spam-sms-detector In this repo I have develop a SMS Spam Prediction project using FlaskApp and...	27	Experimental	7	CSS
12	Sk70249/NLP-Spam-Ham-Classifier A Machine learning classifier to predict whether the SMS is Spam or Ham by...	27	Experimental	8	Jupyter Notebook
13	30lm32/ml-spam-sms-classification Naive Bayesian, SVM, Random Forest Classifier, and Deeplearing (LSTM) on top...	27	Experimental	31	Jupyter Notebook
14	imsanjoykb/Automated-Spam-Mail-Detection-and-Flask-Deployment This is an simple NLP project in which the model is able to predict the...	26	Experimental	6	Jupyter Notebook
15	prakharjadaun/Feature-Extraction-for-Spam-Email-Detection Implemented Preprocessing steps, Feature Extraction techniques and Naive...	26	Experimental	8	C++
16	sameer-at-git/Bangla-SMS-Spam-Detection-Using-RoBERTa-XLMRoBERTa-BERT This repository presents the code and resources for our research on Bengali...	25	Experimental	1	Jupyter Notebook
17	kunalbandale/SMS-Email-Spam-Classifier Detect Email/SMS Spam with Machine Learning!	25	Experimental	4	Python
18	IliesChibane/Spam-Classifier A spam classifier built using Machine Learning (SVM & Naive Bayes) and Deep...	24	Experimental	3	Jupyter Notebook
19	SudhanshuBlaze/Email-SMS-spam-detection Used NLTK library from text pre-processing, Data Visualisation and Analysis...	24	Experimental	3	Jupyter Notebook
20	tarekmasryo/sms-spam-detection SMS spam detection pipeline: dual TF-IDF (word+char) → calibrated Linear...	23	Experimental	5	Jupyter Notebook
21	Davisy/SMS-Spam-Text-Classification How to classifiy spam sms by using NLP	23	Experimental	11	Jupyter Notebook
22	MohammadAli-14/Email-Spam-Classification-V2 Production-ready spam/ham email classifier with Streamlit app + FastAPI API...	23	Experimental	1	Python
23	hsingyin/flask-demo 基于flask框架的使用神经网络模型识别过滤垃圾短信的Demo	22	Experimental	7	HTML
24	Giruvegan/stoneskipping StoneSkipping model for detecting Chinese camouflaged spam	22	Experimental	20	—
25	shawn-d123/message-prioritisation-benchmark Python NLP project benchmarking rule-based and classical ML approaches for...	22	Experimental	—	Python
26	junioralive/india-spam-sms-classification Explore and contribute to the Indian Telecom SMS Spam Collection.	22	Experimental	1	—
27	h1tenbafna/sih-ivr-spoof System for Identification of system generated, blank & Spoof calls landing...	21	Experimental	4	Python
28	Spidy20/NLP_Flask_Model Flask WebApp for Spam Detection using NLP	21	Experimental	8	CSS
29	Abu-Sameer-66/SpamGuard-AI-Threat-Detection Enterprise-grade SMS Phishing & Spam Detection System utilizing NLP and...	20	Experimental	1	Jupyter Notebook
30	LokeshBuddi/AI-Powered-Smart-Email-Classifier-for-Enterprises AI-Powered Smart Email Classifier for Enterprise - an intelligent customer...	20	Experimental	1	Jupyter Notebook
31	CANDRA2006/simple_spam_detector Machine Learning spam detection. Uses Naive Bayes, TF-IDF, and NLTK for...	20	Experimental	1	Python
32	nerdylabs/Mail-Spam-detection-using-NLP In this Repo I have made an NLP(Natural Language Processing)model to...	20	Experimental	11	Jupyter Notebook
33	ivedants/Naive-Bayes-Spam-Email-Classifier An implementation of an email spam filter using Naive Bayes method. Observed...	20	Experimental	4	Jupyter Notebook
34	Arjun-M/Spam-Detection-ML Production-ready Spam detection ML using Python + scikit-learn (TF-IDF +...	19	Experimental	—	Python
35	Arnab500th/Spam-sms-Classifier- This project was developed as part of an internship program to apply Python,...	19	Experimental	—	Python
36	PALLADIUM26/SpotSpam Spam Detection	19	Experimental	—	Jupyter Notebook
37	varadshajith/email-spam-detector Binary text classifier using Logistic Regression and CountVectorizer, 100%...	19	Experimental	—	Jupyter Notebook
38	Meraini/MailEnable-AI-Spam-Filter A real-time AI-powered agent for MailEnable. Uses Machine Learning...	18	Experimental	3	Python
39	deepankarvarma/SMS-Spam-Detection-using-NLP This repository contains the code for building a spam detection system for...	18	Experimental	3	Jupyter Notebook
40	ashwinnmit/sms-spam-classifier Sms spam classifier using machine learning	17	Experimental	4	Python
41	prigarg/Naive-Bayes-algorithm-from-scratch-for-Text-classification Naïve Bayes Algorithm is implemented from scratch in order to classify spam...	17	Experimental	5	Jupyter Notebook
42	vishalyo990/SPAM-HAM-Filter-using-NLP In this notebook, I have created a SPAM and HAM filter predictions on the...	17	Experimental	2	Jupyter Notebook
43	Sameer-ansarii/SMS-Spam-Classifier This project involves building an SMS spam classifier using NLP and Machine...	17	Experimental	3	Jupyter Notebook
44	thehimanshubansal/SMS-Spam-Classifier A machine learning-powered text classification system designed to identify...	16	Experimental	1	Jupyter Notebook
45	sergio11/spam_email_classifier_lstm This project uses a Bi-directional LSTM model 📧🤖 to classify emails as spam...	16	Experimental	10	Jupyter Notebook
46	ritessshhh/MailGuard Mail Guard is an advanced ML-based email spam classification system, using...	16	Experimental	4	Jupyter Notebook
47	RiyaParikh0112/sms-spam-check This is a end to end SMS/ Email classification website deployed on Heroku	16	Experimental	4	Jupyter Notebook
48	j-dutfield/NLP-Project-Using-Enron-Emails-Dataset NLP binary classifier based upon Enron Email Dataset.	16	Experimental	2	Jupyter Notebook
49	chongjason914/nlp-spam-classification A classifier built using natural language processing which detects whether a...	15	Experimental	2	Jupyter Notebook
50	muhammadjunaid-ai/email-spam-classification Machine Learning project that classifies email or SMS messages as Spam or...	15	Experimental	1	Python
51	Abhinav-1710/SMS-Spam-Classifier AI-based SMS Spam Classifier using NLP & Machine Learning	15	Experimental	—	Python
52	FaresAlnamla/Email-Spam-Detection-System A full end-to-end Email Spam Detection system built with Streamlit,...	15	Experimental	—	Python
53	PB2204/SPAM-Detection-Model SPAM-Detection-Model Is A NLP Model To Detect SPAM Messages...	15	Experimental	19	Jupyter Notebook
54	vishnun0027/Spam-Detector Spam detection identifies and filters out unwanted messages, protecting...	14	Experimental	1	Python
55	subhamyadav580/SMS-Spam-Classifier-Using-Different-Machine-Learning-Algorithms This shows the classification of SMS or email whether is it `spam` or `ham`	14	Experimental	1	Jupyter Notebook
56	IOEPAS/zippy Final Year Project for BCT: "Ranking Emails Based On Priority"	14	Experimental	7	Jupyter Notebook
57	lemousehunter/SC1015-NLP-Spam-Detection-Project A NLP project that uses RNN to predict whether a message is spam or ham	14	Experimental	1	HTML
58	java-ai-portfolio/java-ai-spam-classifier Spam email classifier using Naive Bayes + OpenNLP, served via Spring Boot...	14	Experimental	—	Java
59	Rajveer189765/email-spam-classifier Machine learning model for classifying emails as spam or ham	14	Experimental	—	Jupyter Notebook
60	AshishSeru/spam-email-classifier-ml Machine learning based email spam classification system using supervised...	14	Experimental	—	Jupyter Notebook
61	Vinay-Rai/SMS-spam-classification-APP Machine Learning and NLP-based SMS Spam Detection web app built with...	14	Experimental	—	Jupyter Notebook
62	gben007/mailshield-ai Email spam detection web app using a GRU model and Streamlit.	14	Experimental	—	Jupyter Notebook
63	omkarkinage-codes/Spam-Detection-ML A Machine Learning system using Multinomial Naive Bayes to classify messages...	14	Experimental	—	Jupyter Notebook
64	rezaBahtiar22/Project-Skripsi Implementation of an automated WhatsApp Bot for real-time spam detection...	14	Experimental	—	Python
65	richmond003/Email-Spam-Detection NLP model that classifies emails as spam or legitimate using machine...	14	Experimental	—	Jupyter Notebook
66	pwerthj/spampampam ☀️ Track and display real-time weather updates effortlessly with spampampam,...	14	Experimental	—	—
67	SandeepBisht672005/spam-mail-detection A Machine Learning project that classifies SMS messages as Spam or Ham using...	14	Experimental	—	Python
68	deoprakash/email-sms_spam_classifier NLP based classifier classifying the email/SMS Spam or Not	13	Experimental	—	Jupyter Notebook
69	avrtt/mailman Personalized, LLM-based email marketing automation with user segmentation...	13	Experimental	5	Python
70	KrishT97/MailSift-AI MailSift AI- Custom built LLM-powered Email Triage	13	Experimental	5	Python
71	yaokui2018/chinese_spam_filtering 中文垃圾评论分类	13	Experimental	8	Python
72	harishd3504-oss/MACHINE-LEARNING-EMAIL-SPAM-DETECTION A machine learning project that detects spam emails using text...	12	Experimental	1	Python
73	AliAminiCode/Spam-Detector A Python-based SMS spam detector using SVM, featuring a Flet GUI and...	12	Experimental	1	Python
74	KwonNayeon/sms-spam-classifier SMS spam classification	12	Experimental	1	Jupyter Notebook
75	btboilerplate/Spam-detection Builds a spam detection model using machine learning to classify messages as...	12	Experimental	1	Jupyter Notebook
76	dinraj910/Spam-SMS-Classification-using-LSTM-RNN- This project builds a resume-grade Spam SMS classification system using...	12	Experimental	1	Jupyter Notebook
77	DevWaqarAhmad/Spam-SMS-Email-Classifier The Spam SMS/Email Classifier is an NLP-based machine learning model...	12	Experimental	1	Jupyter Notebook
78	Largo-m/Spam-Safe-Model A robust and privacy-focused spam detection model designed to accurately...	12	Experimental	1	Python
79	abdarafi/isspam Indonesian SMS Spam Checker with Deep Learning \| Sistem Pengecekan Spam Pada...	12	Experimental	4	Python
80	Pratt33/email-sms-spam-classifier Machine learning-based web app to detect and classify spam in emails and SMS...	12	Experimental	1	Jupyter Notebook
81	mgsosna/spamCatch Everyone's favorite SMS spam classification... with a fancy frontend!	11	Experimental	2	Python
82	D-TheProgrammer/BigData-Project-Email_Classification [French]Classification de mail Spam and Non-Spam \| [English] Email...	11	Experimental	—	Python
83	rociobenitez/Form-Submission-Spam-Lead-Classifier Machine learning project to create a classification system for form...	11	Experimental	—	Python
84	vucko23/spam-classifier Simple SMS Spam Classifier using TF-IDF and Naive Bayes (scikit-learn)	11	Experimental	—	Python
85	Aviibhargava/spam-detection-nlp Spam Detection System using NLP (TF-IDF + Naive Bayes) with evaluation metrics	11	Experimental	—	Python
86	Khiladi-786/Email-Spam-Detection Built a classifier to identify spam emails using natural language processing...	11	Experimental	—	Python
87	Shreesh-Sree/Email_spam_detection This project implements a Gmail spam detection system using a Logistic...	11	Experimental	—	Jupyter Notebook
88	Mukeshthenraj/spam-message-detector A Python project to classify text messages as spam or not using machine...	11	Experimental	—	Python
89	kartikeya378/Email-Spam-Detection-using-NLP Email Spam Detection using SVM and NLTK is a Python-based project that...	11	Experimental	—	Python
90	Simran0192004/SMS_Spam_Detection An Al model that can classify SMS messages as spam or legitimate. I've used...	11	Experimental	—	Python
91	parida-swadhin/email-spam-classifier A beginner-friendly spam detection ML app with Streamlit.	11	Experimental	—	Python
92	Nandana88cs/Spam-Message-Detection- Developed an NLP-based spam classifier using Python and Scikit-learn with...	11	Experimental	—	—
93	LakshyaJain08/SMS-Spam-Classifier Machine Learning based SMS Spam Detection using NLP and Scikit-learn	11	Experimental	—	Jupyter Notebook
94	wahki/email-spam-classifier 📩 Email spam classiffier with Multinomial NB & TFIDF Vectorizer and using...	11	Experimental	—	Jupyter Notebook
95	Piyeal/sms-spam-classifier machine-learningNLP-based spam detection using TF-IDF and Logistic...	11	Experimental	—	Jupyter Notebook
96	Soumodeep084/SMS-Spam-Detection-System-ML This project is an SMS Spam Detection System built using machine learning...	11	Experimental	—	Jupyter Notebook
97	aarogyaojha/sms-spam-classifier Robust Machine Learning based SMS Spam detection system deployed as a web...	11	Experimental	—	Jupyter Notebook
98	sarfraspc/spam-detector A Machine Learning project to detect spam messages using Natural Language...	11	Experimental	—	Jupyter Notebook
99	RezaRHM/spam-classifier SMS spam detection using TF-IDF + Naive Bayes & Logistic Regression (with...	11	Experimental	—	Jupyter Notebook
100	wqb5/spam-detection-naive-bayes Implementation of a Multinomial Naïve Bayes spam classifier from scratch...	11	Experimental	—	Python
101	0xstackforge/LLM-Email-Attachment-Evaluator LLM-powered pipeline for parsing .eml files, extracting HTML bodies,...	11	Experimental	—	Python
102	SINGHxTUSHAR/BOW-TFIDF-spamBuster This project is a SMS spam classifier which detect whether the SMS is spam...	11	Experimental	—	Python
103	ashishpatel8736/Spam-Classification-Model-Application This is a Machine Learning application built with Python and Streamlit that...	11	Experimental	2	Python
104	tahsinjahinkhalid/SMS_classification_project Text analytics and NLP are performed on a dataset of messages and a model is...	10	Experimental	1	Jupyter Notebook
105	jeus0522/ML-Project-Email-Spam-Classifier ML project focused on email spam classification, demonstrating data...	10	Experimental	1	Jupyter Notebook
106	DarshanRokkad/Sms_Spam_Classification This is a sms or email spam classification project with integration of mlops...	10	Experimental	1	Jupyter Notebook
107	pranav-kasana/Spam-SMS-Classification-NLP This project classifies SMS messages into spam or ham using NLP techniques....	10	Experimental	1	Jupyter Notebook
108	fikrirazor/Implemetasi-MNNB-dan-GIT-klasifikasi-Email-Spam Implemetasi MNNB dan GIT klasifikasi Email Spam	10	Experimental	1	Jupyter Notebook
109	AvichalS/Email-Spam-Filtering An email spam classification system based on Multinomial Naive Bayes, it...	10	Experimental	1	Python
110	shrutibalan4591/Spam-or-Ham-Detection Web-api deployed in heroku for predicting if a given message is spam or not.	10	Experimental	1	Jupyter Notebook
111	scimone/Emails A collection of Python scripts designed to streamline various tasks related...	10	Experimental	1	Python
112	MickaelKohler/SMS_SPAM_Detector WebApp qui met à disposition un réseau de neurones pour détecter les SPAM...	10	Experimental	1	PureBasic