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 150 sms spam detection tools tracked. 1 score above 50 (established tier). The highest-rated is MAIF/melusine at 65/100 with 363 stars.

Get all 150 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=sms-spam-detection&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	MAIF/melusine 📧 Melusine: Use python to automatize your email processing workflow	65	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...	41	Emerging	32	Jupyter Notebook
3	stdlib-js/datasets-spam-assassin Spam Assassin public mail corpus.	40	Emerging	6	JavaScript
4	hrwhisper/SpamMessage 中文垃圾短信识别(手写分类器)	40	Emerging	201	Python
5	Zimbra/zimbra-ml Zimbra Machine Learning GraphQL Server	38	Emerging	17	Python
6	Tritonix711/Spam-Filter-AI Spam Filter AI is a project in Python that uses machine learning to detect...	36	Emerging	15	Python
7	shishir349/Analyzing-the-Email-Opening-Rates Before building an email marketing campaign, it’s important to define your...	36	Emerging	12	Jupyter Notebook
8	anishsingh20/Text-Message-Classification Classify messages as Spam or Ham using a simple Naive bayes classifier....	35	Emerging	7	R
9	VoxDroid/NLP-Email-Categorizer An efficient text classification pipeline for email subjects, leveraging NLP...	35	Emerging	7	Python
10	Davisy/Laravel-SMS-Spam-Detection Deploy a NLP model in Laravel Application to detect SMS spam messages.	35	Emerging	7	PHP
11	30lm32/ml-spam-sms-classification Naive Bayesian, SVM, Random Forest Classifier, and Deeplearing (LSTM) on top...	34	Emerging	31	Jupyter Notebook
12	yogeshnile/spam-sms-detector In this repo I have develop a SMS Spam Prediction project using FlaskApp and...	34	Emerging	7	CSS
13	Sk70249/NLP-Spam-Ham-Classifier A Machine learning classifier to predict whether the SMS is Spam or Ham by...	34	Emerging	8	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...	33	Emerging	6	Jupyter Notebook
15	prakharjadaun/Feature-Extraction-for-Spam-Email-Detection Implemented Preprocessing steps, Feature Extraction techniques and Naive...	33	Emerging	8	C++
16	kunalbandale/SMS-Email-Spam-Classifier Detect Email/SMS Spam with Machine Learning!	32	Emerging	4	Python
17	SudhanshuBlaze/Email-SMS-spam-detection Used NLTK library from text pre-processing, Data Visualisation and Analysis...	31	Emerging	3	Jupyter Notebook
18	IliesChibane/Spam-Classifier A spam classifier built using Machine Learning (SVM & Naive Bayes) and Deep...	31	Emerging	3	Jupyter Notebook
19	Davisy/SMS-Spam-Text-Classification How to classifiy spam sms by using NLP	30	Emerging	11	Jupyter Notebook
20	tarekmasryo/sms-spam-detection SMS spam detection pipeline: dual TF-IDF (word+char) → calibrated Linear...	29	Experimental	5	Jupyter Notebook
21	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	29	Experimental	7	HTML
22	Giruvegan/stoneskipping StoneSkipping model for detecting Chinese camouflaged spam	29	Experimental	20	—
23	junioralive/india-spam-sms-classification Explore and contribute to the Indian Telecom SMS Spam Collection.	29	Experimental	1	—
24	Spidy20/NLP_Flask_Model Flask WebApp for Spam Detection using NLP	28	Experimental	8	CSS
25	h1tenbafna/sih-ivr-spoof System for Identification of system generated, blank & Spoof calls landing...	28	Experimental	4	Python
26	nerdylabs/Mail-Spam-detection-using-NLP In this Repo I have made an NLP(Natural Language Processing)model to...	27	Experimental	11	Jupyter Notebook
27	ivedants/Naive-Bayes-Spam-Email-Classifier An implementation of an email spam filter using Naive Bayes method. Observed...	27	Experimental	4	Jupyter Notebook
28	deepankarvarma/SMS-Spam-Detection-using-NLP This repository contains the code for building a spam detection system for...	25	Experimental	3	Jupyter Notebook
29	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
30	CANDRA2006/simple_spam_detector Machine Learning spam detection. Uses Naive Bayes, TF-IDF, and NLTK for...	24	Experimental	1	Python
31	Abu-Sameer-66/SpamGuard-AI-Threat-Detection Enterprise-grade SMS Phishing & Spam Detection System utilizing NLP and...	24	Experimental	1	Jupyter Notebook
32	vishalyo990/SPAM-HAM-Filter-using-NLP In this notebook, I have created a SPAM and HAM filter predictions on the...	24	Experimental	2	Jupyter Notebook
33	Sameer-ansarii/SMS-Spam-Classifier This project involves building an SMS spam classifier using NLP and Machine...	24	Experimental	3	Jupyter Notebook
34	MohammadAli-14/Email-Spam-Classification-V2 Production-ready spam/ham email classifier with Streamlit app + FastAPI API...	24	Experimental	1	Python
35	ashwinnmit/sms-spam-classifier Sms spam classifier using machine learning	24	Experimental	4	Python
36	LokeshBuddi/AI-Powered-Smart-Email-Classifier-for-Enterprises AI-Powered Smart Email Classifier for Enterprise - an intelligent customer...	24	Experimental	1	Jupyter Notebook
37	prigarg/Naive-Bayes-algorithm-from-scratch-for-Text-classification Naïve Bayes Algorithm is implemented from scratch in order to classify spam...	24	Experimental	5	Jupyter Notebook
38	j-dutfield/NLP-Project-Using-Enron-Emails-Dataset NLP binary classifier based upon Enron Email Dataset.	23	Experimental	2	Jupyter Notebook
39	ritessshhh/MailGuard Mail Guard is an advanced ML-based email spam classification system, using...	23	Experimental	4	Jupyter Notebook
40	RiyaParikh0112/sms-spam-check This is a end to end SMS/ Email classification website deployed on Heroku	23	Experimental	4	Jupyter Notebook
41	sergio11/spam_email_classifier_lstm This project uses a Bi-directional LSTM model 📧🤖 to classify emails as spam...	23	Experimental	10	Jupyter Notebook
42	PB2204/SPAM-Detection-Model SPAM-Detection-Model Is A NLP Model To Detect SPAM Messages...	22	Experimental	19	Jupyter Notebook
43	chongjason914/nlp-spam-classification A classifier built using natural language processing which detects whether a...	22	Experimental	2	Jupyter Notebook
44	Meraini/MailEnable-AI-Spam-Filter A real-time AI-powered agent for MailEnable. Uses Machine Learning...	22	Experimental	3	Python
45	thehimanshubansal/SMS-Spam-Classifier A machine learning-powered text classification system designed to identify...	22	Experimental	1	Jupyter Notebook
46	shawn-d123/message-prioritisation-benchmark Python NLP project benchmarking rule-based and classical ML approaches for...	22	Experimental	—	Python
47	IOEPAS/zippy Final Year Project for BCT: "Ranking Emails Based On Priority"	21	Experimental	7	Jupyter Notebook
48	subhamyadav580/SMS-Spam-Classifier-Using-Different-Machine-Learning-Algorithms This shows the classification of SMS or email whether is it `spam` or `ham`	21	Experimental	1	Jupyter Notebook
49	vishnun0027/Spam-Detector Spam detection identifies and filters out unwanted messages, protecting...	21	Experimental	1	Python
50	yaokui2018/chinese_spam_filtering 中文垃圾评论分类	20	Experimental	8	Python
51	avrtt/mailman Personalized, LLM-based email marketing automation with user segmentation...	20	Experimental	5	Python
52	KrishT97/MailSift-AI MailSift AI- Custom built LLM-powered Email Triage	20	Experimental	5	Python
53	abdarafi/isspam Indonesian SMS Spam Checker with Deep Learning \| Sistem Pengecekan Spam Pada...	19	Experimental	4	Python
54	PALLADIUM26/SpotSpam Spam Detection	19	Experimental	—	Jupyter Notebook
55	Arnab500th/Spam-sms-Classifier- This project was developed as part of an internship program to apply Python,...	19	Experimental	—	Python
56	KwonNayeon/sms-spam-classifier SMS spam classification	19	Experimental	1	Jupyter Notebook
57	varadshajith/email-spam-detector Binary text classifier using Logistic Regression and CountVectorizer, 100%...	19	Experimental	—	Jupyter Notebook
58	Arjun-M/Spam-Detection-ML Production-ready Spam detection ML using Python + scikit-learn (TF-IDF +...	19	Experimental	—	Python
59	mgsosna/spamCatch Everyone's favorite SMS spam classification... with a fancy frontend!	18	Experimental	2	Python
60	ashishpatel8736/Spam-Classification-Model-Application This is a Machine Learning application built with Python and Streamlit that...	18	Experimental	2	Python
61	AliAminiCode/Spam-Detector A Python-based SMS spam detector using SVM, featuring a Flet GUI and...	18	Experimental	1	Python
62	Largo-m/Spam-Safe-Model A robust and privacy-focused spam detection model designed to accurately...	18	Experimental	1	Python
63	Pratt33/email-sms-spam-classifier Machine learning-based web app to detect and classify spam in emails and SMS...	18	Experimental	1	Jupyter Notebook
64	scimone/Emails A collection of Python scripts designed to streamline various tasks related...	17	Experimental	1	Python
65	fikrirazor/Implemetasi-MNNB-dan-GIT-klasifikasi-Email-Spam Implemetasi MNNB dan GIT klasifikasi Email Spam	17	Experimental	1	Jupyter Notebook
66	DarshanRokkad/Sms_Spam_Classification This is a sms or email spam classification project with integration of mlops...	17	Experimental	1	Jupyter Notebook
67	MickaelKohler/SMS_SPAM_Detector WebApp qui met à disposition un réseau de neurones pour détecter les SPAM...	17	Experimental	1	PureBasic
68	tahsinjahinkhalid/SMS_classification_project Text analytics and NLP are performed on a dataset of messages and a model is...	17	Experimental	1	Jupyter Notebook
69	AvichalS/Email-Spam-Filtering An email spam classification system based on Multinomial Naive Bayes, it...	17	Experimental	1	Python
70	jeus0522/ML-Project-Email-Spam-Classifier ML project focused on email spam classification, demonstrating data...	17	Experimental	1	Jupyter Notebook
71	shrutibalan4591/Spam-or-Ham-Detection Web-api deployed in heroku for predicting if a given message is spam or not.	17	Experimental	1	Jupyter Notebook
72	harishd3504-oss/MACHINE-LEARNING-EMAIL-SPAM-DETECTION A machine learning project that detects spam emails using text...	16	Experimental	1	Python
73	Abhinav-1710/SMS-Spam-Classifier AI-based SMS Spam Classifier using NLP & Machine Learning	15	Experimental	—	Python
74	roshana1s/spam-message-classifier A state-of-the-art spam message classifier built with RoBERTa transformer...	15	Experimental	2	Jupyter Notebook
75	muhammadjunaid-ai/email-spam-classification Machine Learning project that classifies email or SMS messages as Spam or...	14	Experimental	1	Python
76	dinraj910/Spam-SMS-Classification-using-LSTM-RNN- This project builds a resume-grade Spam SMS classification system using...	14	Experimental	1	Jupyter Notebook
77	btboilerplate/Spam-detection Builds a spam detection model using machine learning to classify messages as...	14	Experimental	1	Jupyter Notebook
78	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
79	rezaBahtiar22/Project-Skripsi Implementation of an automated WhatsApp Bot for real-time spam detection...	14	Experimental	—	Python
80	java-ai-portfolio/java-ai-spam-classifier Spam email classifier using Naive Bayes + OpenNLP, served via Spring Boot...	14	Experimental	—	Java
81	gben007/mailshield-ai Email spam detection web app using a GRU model and Streamlit.	14	Experimental	—	Jupyter Notebook
82	AshishSeru/spam-email-classifier-ml Machine learning based email spam classification system using supervised...	14	Experimental	—	Jupyter Notebook
83	samagra44/SMS-Spam-Classifier This project is designed to classify emails as either spam or legitimate...	13	Experimental	3	Jupyter Notebook
84	aapetukhov/Spam-Messages-Detection Project building ML & DL models to detect spam messages.	13	Experimental	9	Jupyter Notebook
85	vishalvnair124/NLP_nltk_first_project A simple Streamlit web application that classifies emails as SPAM or NOT...	13	Experimental	3	Jupyter Notebook
86	hilmansw/Spam-Detection-App This project is built to detect spam messages using a Long Short-Term Memory...	13	Experimental	2	Python
87	vargheesk/spam_filter An interactive Spam Detector web app built with Streamlit and NLTK....	12	Experimental	1	Jupyter Notebook
88	Skarangayake/SPAM-EMAIL-DETECTION An AI/ML project that detects spam emails using TF-IDF text vectorization...	12	Experimental	1	Jupyter Notebook
89	SahithiKokkula/Spam-Email-Classifier 🎯 AI-powered spam email classifier using Bidirectional LSTM \| 97% accuracy \|...	12	Experimental	1	Jupyter Notebook
90	DevWaqarAhmad/Spam-SMS-Email-Classifier The Spam SMS/Email Classifier is an NLP-based machine learning model...	12	Experimental	1	Jupyter Notebook
91	yolowinnn/The-Research-on-Logistic-Regression-Model-for-SMS-Spam-Classification- 项目基于SMS Spam Collection数据集，构建并优化了逻辑回归模型进行垃圾短信自动分类。...	12	Experimental	6	Python
92	Bhavik-Ardeshna/Spam_SMS_Detection Spam message detection using classifier	12	Experimental	5	Jupyter Notebook
93	Jatin-Goyal-552/spam-message-classifier It is a small Natural Language Processing project to classify whether a text...	11	Experimental	3	Jupyter Notebook
94	mohansaidinesh/oibsip_task4_ Oasis Infobyte Internship Data Science task-4	11	Experimental	4	Jupyter Notebook
95	ZW01f/Arabic-NLP-spam-detection- Our project for Arabization Course 2022	11	Experimental	4	Jupyter Notebook
96	Khiladi-786/Email-Spam-Detection Built a classifier to identify spam emails using natural language processing...	11	Experimental	—	Python
97	gereoffy/deepspam2 DeepSpam milter v2	11	Experimental	4	Python
98	Aviibhargava/spam-detection-nlp Spam Detection System using NLP (TF-IDF + Naive Bayes) with evaluation metrics	11	Experimental	—	Python
99	Piyeal/sms-spam-classifier machine-learningNLP-based spam detection using TF-IDF and Logistic...	11	Experimental	—	Jupyter Notebook
100	ehtisham-sadiq/Spam-SMS-Classification Spam SMS Classification is designed to help users identify and filter out...	11	Experimental	3	Jupyter Notebook
101	wahki/email-spam-classifier 📩 Email spam classiffier with Multinomial NB & TFIDF Vectorizer and using...	11	Experimental	—	Jupyter Notebook
102	AHMEDSANA/Spam-and-Ham-text-classifier In this project we are using LSTM to classify texts as spam or ham.	11	Experimental	3	Jupyter Notebook
103	negativenagesh/Spam-ham_email_detection_Machine_Learning This project focuses on classifying spam/ham emails, using machine learning...	11	Experimental	3	Jupyter Notebook
104	Ashishkumar-hub/spam-classifier implementation of spam classification using python	11	Experimental	3	Python
105	Mukeshthenraj/spam-message-detector A Python project to classify text messages as spam or not using machine...	11	Experimental	—	Python
106	kartikeya378/Email-Spam-Detection-using-NLP Email Spam Detection using SVM and NLTK is a Python-based project that...	11	Experimental	—	Python
107	Simran0192004/SMS_Spam_Detection An Al model that can classify SMS messages as spam or legitimate. I've used...	11	Experimental	—	Python
108	Soumodeep084/SMS-Spam-Detection-System-ML This project is an SMS Spam Detection System built using machine learning...	11	Experimental	—	Jupyter Notebook
109	wqb5/spam-detection-naive-bayes Implementation of a Multinomial Naïve Bayes spam classifier from scratch...	11	Experimental	—	Python
110	Shreesh-Sree/Email_spam_detection This project implements a Gmail spam detection system using a Logistic...	11	Experimental	—	Jupyter Notebook
111	omkarkinage-codes/Spam-Detection-ML A Machine Learning system using Multinomial Naive Bayes to classify messages...	11	Experimental	—	Jupyter Notebook
112	parida-swadhin/email-spam-classifier A beginner-friendly spam detection ML app with Streamlit.	11	Experimental	—	Python
113	D-TheProgrammer/BigData-Project-Email_Classification [French]Classification de mail Spam and Non-Spam \| [English] Email...	11	Experimental	—	Python
114	SandeepBisht672005/spam-mail-detection A Machine Learning project that classifies SMS messages as Spam or Ham using...	11	Experimental	—	Python
115	Vinay-Rai/SMS-spam-classification-APP Machine Learning and NLP-based SMS Spam Detection web app built with...	11	Experimental	—	Jupyter Notebook
116	RezaRHM/spam-classifier SMS spam detection using TF-IDF + Naive Bayes & Logistic Regression (with...	11	Experimental	—	Jupyter Notebook
117	sarfraspc/spam-detector A Machine Learning project to detect spam messages using Natural Language...	11	Experimental	—	Jupyter Notebook
118	Rajveer189765/email-spam-classifier Machine learning model for classifying emails as spam or ham	11	Experimental	—	Jupyter Notebook
119	LakshyaJain08/SMS-Spam-Classifier Machine Learning based SMS Spam Detection using NLP and Scikit-learn	11	Experimental	—	Jupyter Notebook
120	Nandana88cs/Spam-Message-Detection- Developed an NLP-based spam classifier using Python and Scikit-learn with...	11	Experimental	—	—
121	vucko23/spam-classifier Simple SMS Spam Classifier using TF-IDF and Naive Bayes (scikit-learn)	11	Experimental	—	Python
122	rociobenitez/Form-Submission-Spam-Lead-Classifier Machine learning project to create a classification system for form...	11	Experimental	—	Python
123	Teen-Techies/Email-Spam-Filter This project implements an NLP-based solution for filtering out e-mails as...	11	Experimental	3	Jupyter Notebook
124	SINGHxTUSHAR/BOW-TFIDF-spamBuster This project is a SMS spam classifier which detect whether the SMS is spam...	11	Experimental	—	Python
125	richmond003/Email-Spam-Detection NLP model that classifies emails as spam or legitimate using machine...	11	Experimental	—	Jupyter Notebook
126	0xstackforge/LLM-Email-Attachment-Evaluator LLM-powered pipeline for parsing .eml files, extracting HTML bodies,...	11	Experimental	—	Python
127	pushkarm029/TrueText TrueText is your guardian against SMS scams and your source for the latest...	10	Experimental	2	Jupyter Notebook
128	pranav-kasana/Spam-SMS-Classification-NLP This project classifies SMS messages into spam or ham using NLP techniques....	10	Experimental	1	Jupyter Notebook
129	iamkirankumaryadav/SMS-Classification Natural Language Processing	10	Experimental	2	Jupyter Notebook
130	k4u5h4L/sms-spam-filter-NLP A sms spam classifier in python using NLTK.	10	Experimental	2	Jupyter Notebook
131	BilalM04/email-spam-classifier A machine learning project that classifies emails as spam or not spam using...	10	Experimental	2	Jupyter Notebook
132	CDCapobianco/Spam-Classifier A Spam Classifier built with ML techniques, based on Apache SpamAssassin...	10	Experimental	2	Jupyter Notebook
133	AmirHoseein99/spamClassifier spam classifier, on apache_spam_Assassin Dataset, with jupiter notebook	10	Experimental	2	Python
134	ayush-agarwal-0502/Spam-Destroyer-NLP Spam Email Detection using Natural Language Processing	10	Experimental	2	Jupyter Notebook
135	rajat499/nlp Email Classification(Linear Classifiers and Bi-LSTMs) and NER using CRF models	10	Experimental	2	Python
136	ShubhamSharma476/Spam-Classifier-NLP This is a machine learning project that focuses on detecting spam messages...	10	Experimental	2	Jupyter Notebook
137	reddybharat/spam-email-detection A spam email detector using some basic and intermediate methods in NLP.	10	Experimental	2	Jupyter Notebook
138	Akshar106/Email-SMS-Spam-Detection Email/SMS spam detection using NLP is a vital tool in maintaining the...	10	Experimental	2	Jupyter Notebook
139	M-Z-5474/email-spam-detector A real-time Email Spam Detector built using semi-supervised learning...	10	Experimental	1	Jupyter Notebook
140	ifieryarrows/spam-email-detector A spam email detector using a Random Forest classifier and TF-IDF to achieve...	10	Experimental	2	Python
141	teche74/EmailAutomationLinkeniteChallenge Linkenite Hackathon Challenge : Create a website that automatically fetch...	10	Experimental	1	Python
142	aman06012003/Sms-Spam-classifier SMS spam classifier that inputs a text and outputs whether it it is spam or not	10	Experimental	2	Jupyter Notebook
143	mazinsk2125/Adaptive-Message-Threat-Analyze A full-stack app deployed on Render with environment-based dynamic port...	10	Experimental	1	Python
144	cuihaosabrina/Chinese_Text_Mining_Machine_Learning Final project: Detecting Spammers in Chinese Microblog Sina Weibo. DNDS...	10	Experimental	2	Jupyter Notebook
145	deepakshroff/Smart-Email-Responder 🧑‍🏫This project, Smart Email Responder, was developed under the guidance of...	10	Experimental	1	HTML
146	anujjainbatu/spamsense An AI-powered tool that predicts whether your marketing emails will land in...	10	Experimental	1	Jupyter Notebook
147	heroorkrishna/Basic-Text-Classification-Project sms spam ham classification using NLP Techniques	10	Experimental	2	Jupyter Notebook
148	SyedMaaz25/SMS-Spam-Classification Machine Learning model to classify SMS messages as spam or ham using text...	10	Experimental	1	Jupyter Notebook
149	Micky373/spam_classifier In this repo I have done an end to end spam message classifier. In the...	10	Experimental	2	Jupyter Notebook
150	vishnu9701/Spam-Mail-Detection Spam Mail Detection using Naive Bias Machine Learning Algorithm.	10	Experimental	2	Jupyter Notebook

Comparisons in this category

NLP-Spam-Ham-Classifier and SMS-Spam-Text-Classification (34 vs 30) NLP-Spam-Ham-Classifier and Automated-Spam-Mail-Detection-and-Flask-Deployment (34 vs 33)