Phishing Email Detection NLP Tools

Tools for detecting phishing emails and malicious URLs using NLP and machine learning classifiers. Includes email content analysis, sender verification, and threat classification. Does NOT include general malware detection, ransomware analysis, or SMS/message filtering outside phishing contexts.

There are 35 phishing email detection tools tracked. The highest-rated is TelecomsXChangeAPi/OpenTextShield at 48/100 with 13 stars.

Get all 35 projects as JSON

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

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#	Tool	Score	Tier	Stars	Language
1	TelecomsXChangeAPi/OpenTextShield Open Text Shield (OTS) is an open-source AI-driven system for fast real-time...	48	Emerging	13	Python
2	IBM/nlc-email-phishing Detect email phishing with Watson Natural Language Classifier	43	Emerging	38	CSS
3	selfcontrol7/Korean_Voice_Phishing_Detection All codes implemented on Korean voice phishing detection papers	33	Emerging	23	Jupyter Notebook
4	Anthonyive/DSCI-550-Assignment-1 📧 Analysis of Cyber Phishing Emails: Fraudulent Emails and Social Engineering.	33	Emerging	5	Jupyter Notebook
5	sid321axn/Detection_of_Malicious_URLs In this project, we have detected the malicious URLs using lexical features...	30	Emerging	19	Jupyter Notebook
6	shaeferd/Phishing-Detection Phishing Detection System using Natural Language Processing and Machine Learning	30	Emerging	11	Jupyter Notebook
7	vinayakumarr/CDMC2016 Cybersecurity Data Mining Competition 2016	28	Experimental	11	Python
8	Keerthiraj-Nagaraj/Fishing-The-Phish ShellHacks 2019 "Akamai Security Challenge" 1st place winning project - Data...	26	Experimental	9	Jupyter Notebook
9	morgenm/nlp-ai-phishing Phishing email detection using NLP and AI	25	Experimental	11	Jupyter Notebook
10	HadiElKarhani/PhishE This project is a phishing classification ML system that can detect attacks...	25	Experimental	6	Python
11	rickyxume/Malware_Classification Datawhale&科大讯飞2021A.I.开发者大赛恶意软件分类CV/NLP/表格三个方向的建模思路+伪标签LGB（rank11）	21	Experimental	11	Jupyter Notebook
12	vardaan03/PhishTrack AI-Powered Real-Time Phishing Detection Platform — DistilBERT NLP, Email...	19	Experimental	—	HTML
13	julien-blanchard/phishy-phishy A small library for the creation of phishing datasets.	19	Experimental	—	TypeScript
14	BerndHagen/Phishing-Classifier Open-source phishing classifier achieving high accuracy with machine...	18	Experimental	1	Python
15	Mookpets/Adversarial-Robust-Phishing-Detector Adversarially robust phishing email detection using DistilBERT, adversarial...	18	Experimental	1	Jupyter Notebook
16	Richdale04/email_guard Full version of Text Malicious Email Text Analysis App - Email Guard	18	Experimental	1	Python
17	BrsDincer/Ransomware-Gang-Identifier-From-Message Project to identify ransomware actor from given ransomware message	18	Experimental	2	Python
18	otuemre/EmailPhishingDetection A real-time phishing email detection system using Machine Learning (SVM,...	18	Experimental	1	Jupyter Notebook
19	sleepncaffeine/voicevishing_detection_proj voicevishing detection personal project	17	Experimental	1	Jupyter Notebook
20	Laserman652/AIPhishingDetector 🔍 Analyze email text to detect phishing, suspicious, or legitimate messages...	17	Experimental	1	Python
21	Gopalkholade/Phishing-Detection A classification project on phishing detection	17	Experimental	1	Jupyter Notebook
22	XynaxDev/multimodal-phishing-detector AI powered phishing detection system using multimodal analysis (text, URLs,...	16	Experimental	1	Python
23	MaithaAlhammadi98/SensitiveInfoDetector Fine-tuned DistilBERT model for detecting sensitive information (EMAIL +...	14	Experimental	1	Jupyter Notebook
24	enricoferraiolo/Phishing-Email-Detector-With-Adversarial-Robustness-Evaluation Project for the Cybersecurity course 2025/2026	14	Experimental	1	Jupyter Notebook
25	Devanik21/Phising-email Phishing email detection tool — NLP classifier identifying social...	14	Experimental	—	Python
26	CharanSuggala26/LinkShield A machine learning and NLP-based system for detecting and classifying...	13	Experimental	9	HTML
27	jabamoha/CDR Security software that disarms any content that may be used by an adversary...	12	Experimental	5	Python
28	danishskh70/AIPhishingDetector This project is a simple command-line tool that analyzes email text and...	12	Experimental	1	Python
29	Lomesh2000/Password-Strength--NLP This repository is based on the model will tell how much secure our password is.	11	Experimental	—	Jupyter Notebook
30	nnakul/android-malware-detection Implemented a novel Android malware detection software using natural...	11	Experimental	4	Jupyter Notebook
31	Richdale04/Email-Guard-Lightweight Lightweight version of Text Malicious Email Text Analysis App - Email Guard	11	Experimental	—	Python
32	LeoAlb208/PhishGuard-AI Sistema avanzato di rilevamento phishing con AI multi-livello. Combina...	11	Experimental	—	Jupyter Notebook
33	SaadAsif-NU/DeepPhish DeepPhish is a web-based phishing detection system that helps users identify...	10	Experimental	1	Jupyter Notebook
34	ask0ne/malicious-url Check if URL is malicious or not based on pretrained model and deployed live...	10	Experimental	2	Jupyter Notebook
35	jinmang2/finance_smishing_detection Dacon Mission 14. 금융문자 분석 경진대회	10	Experimental	2	Jupyter Notebook