Network Intrusion Detection ML Frameworks

Machine learning systems for detecting and preventing network-based cyberattacks through traffic analysis, anomaly detection, and packet inspection. Does NOT include general malware analysis, vulnerability scanning, or non-network security threats.

There are 84 network intrusion detection frameworks tracked. 2 score above 50 (established tier). The highest-rated is stratosphereips/StratosphereLinuxIPS at 61/100 with 862 stars. 1 of the top 10 are actively maintained.

Get all 84 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=network-intrusion-detection&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	stratosphereips/StratosphereLinuxIPS Slips, a free software behavioral Python intrusion prevention system...	61	Established	862	Python
2	BBVA/waf-brain Machine Learning WAF Based	50	Established	96	Jupyter Notebook
3	PowerLZY/Bold-Falcon 毕方智能云沙箱(Bold-Falcon)是一个开源的自动化恶意软件分析系统;	49	Emerging	160	Python
4	hmishra2250/Botnet-Detection-using-Machine-Learning Repository of Bachelor's Major Project on Botnet Detection	42	Emerging	176	Jupyter Notebook
5	fabriziosalmi/nginx-waf-ai Automatically detect threats and deploy WAF rules using machine learning	41	Emerging	9	Python
6	jackaduma/ThreatReportExtractor Extracting Attack Behavior from Threat Reports	36	Emerging	81	Python
7	onuion/onuion Open-source hybrid (rule-based + ML) security risk analysis system for...	36	Emerging	4	Python
8	LiaoWenzhe/dataRisk-detection-resources 机器学习+大数据+数据安全：数据安全ai智能风险监测，风控，反欺诈,，api安全，web安全的学习资源，致力于打造智能数据安全领域领先的学习资料库，收集不...	34	Emerging	155	Python
9	AbstractionsLab/idps-escape IDPS-ESCAPE (Intrusion Detection and Prevention System - Enhanced Security...	34	Emerging	14	Python
10	forta-network/labelled-datasets Web3 threat related labelled datasets for data analysis and machine learning...	33	Emerging	49	—
11	texasbe2trill/AlertSage An NLP system for classifying cybersecurity incident descriptions into...	31	Emerging	4	Jupyter Notebook
12	dodo47/cyberML Machine learning on knowledge graphs for context-aware security monitoring...	31	Emerging	18	Jupyter Notebook
13	Shaik-Sohail-72/Network-Intrusion-Detection-Using-Deep-Learning Cyber Security: Development of Network Intrusion Detection System (NIDS), ...	29	Experimental	53	EJS
14	Piyush-2975/Advanced-WAF-WAFinity An Advanced Web Application Firewall that protects against threats like SQL...	29	Experimental	50	Python
15	FA-PengFei/NGWAF First iteration of ML based Feedback WAF	29	Experimental	59	Jupyter Notebook
16	sriram21-09/PhantomNet 🛡️ PhantomNet - AI-driven distributed honeypot deception framework for...	28	Experimental	2	Python
17	Rqcker/SymbioticAIS SymbioticAIS(SAIS): A Novel Bio-Inspired Artificial Immune System Based on...	27	Experimental	5	Python
18	pralab/modsec-learn Experiments for paper ModSec-Learn: Boosting ModSecurity with Machine Learning	27	Experimental	8	Python
19	keusuanl-sec/Advanced-Web-Application-Firewall An Advanced Web Application Firewall that protects against threats like SQL...	26	Experimental	26	HTML
20	akshanthsaik/AI-Driven-Web-Application-Firewall-WAF AI-powered Web Application Firewall utilizing a Random Forest model to block...	26	Experimental	2	HTML
21	greenpdx/crmonban A security program uses nftables for monitoring, not logs so it can catch...	26	Experimental	3	Rust
22	jackaduma/AI-WAF AI driven Web Application Firewall	25	Experimental	32	Python
23	natanim-kemal/modintel A robust machine learning pipeline designed to augment ModSecurity's web...	25	Experimental	3	CSS
24	hiyaamalik/Self-Healing-AI-for-Network-Security This is an artificial intelligence (ML and DL) project for network security...	25	Experimental	4	Jupyter Notebook
25	DataTech-Solutions/Threat-Detection-and-Visualization Threat Detection and Visualization	25	Experimental	31	TSQL
26	fouadtrad/Leveraging-Adversarial-Samples-for-Enhanced-Classification-of-Malicious-and-Evasive-PDF-Files Repository for the paper "Leveraging Adversarial Samples for Enhanced...	25	Experimental	6	Jupyter Notebook
27	ramaritacreations/sql-injection-attack-detection 🔍 Detect SQL injection attacks with a machine learning system that uses...	25	Experimental	3	Python
28	lorenabez/DNS_Tunneling_Detection_on_AWS Describes an architecture for DNS Tunneling detection at AWS cloud using ELK.	24	Experimental	3	—
29	Aarnav-Singh/adversarial-ml-security-framework A learning-focused simulation of adversarial attacks against ML-based...	24	Experimental	2	Python
30	pralab/modsec-advlearn Experiments for paper ModSec-AdvLearn: Countering Adversarial SQL Injections...	24	Experimental	9	Python
31	rhamenator/ai-scraping-defense-iis Not yet ready for release This project provides a multi-layered defense...	23	Experimental	1	C#
32	brcew/AI-Intrusion-Response-System AI-Powered Autonomous Intrusion Response System — Real-time anomaly...	23	Experimental	1	Python
33	modintel/modintel A robust machine learning pipeline designed to augment ModSecurity's web...	23	Experimental	1	CSS
34	redzeptech/ASENA-ANALYSIS ASENA-ANALYSIS: A hybrid Intrusion Detection System (IDS) that combines...	23	Experimental	1	Python
35	king1234567891/mephala 🕷️ Build an advanced honeypot system with Mephala, leveraging machine...	23	Experimental	1	Python
36	mdzaheerjk/Network-Security This project simulates a senior ML engineer role by building a scalable...	23	Experimental	7	—
37	soulead/ThreatIntelligenceConsumer 🛡️ Consume Microsoft-Windows-Threat-Intelligence ETW data without PPL...	22	Experimental	—	C++
38	dasnija/aegis-omega-ids 🛡️ Enhance network security with AEGIS-Ω, a hybrid intrusion detection...	22	Experimental	—	Python
39	shubhammola/NIDS Cyber Security: Development of Network Intrusion Detection System (NIDS),...	22	Experimental	20	EJS
40	Pratham-verma/Web_Application_Firewall This project presents a powerful Web Application Firewall (WAF) designed to...	22	Experimental	7	Jupyter Notebook
41	Tanvi-Badghare/distributed-dwaf-capstone-project A distributed WAF architecture combining ML-based threat detection,...	22	Experimental	—	Python
42	denis989/internet-brownout AI-powered detection of partial internet shutdowns (brownouts) across 84...	22	Experimental	—	Python
43	blackXmask/X Hybrid web security platform using machine learning (XGBoost) and rule-based...	22	Experimental	—	Python
44	tworjaga/bluescope BlueScope: Bluetooth Monitoring & Security Platform. Professional PyQt6 GUI...	22	Experimental	—	Python
45	MayurS23/Cyberfluxmain AI-powered Intrusion Detection System using machine learning and deep...	22	Experimental	—	JavaScript
46	DataX-Soham/AI_CYBER_RISK_DETECTION AI system to detect cyber threats using ML (Regression + Classification)	22	Experimental	—	Python
47	abdelfatah-chaib/Intrusion-Detection-System-MITM An AI-powered Intrusion Detection System (IDS) dashboard for IIoT networks....	22	Experimental	—	Jupyter Notebook
48	PR-CYBR/DMARRSS DMARRSS - Decentralized Machine Assisted Rapid Response Security System,...	21	Experimental	—	Python
49	tahaarshad/ThreatAI A cybersecurity solution that leverages the power of artificial intelligence...	20	Experimental	5	HTML
50	tpeiler/aws-cybersecurity-threat-detection-ml Production-style cybersecurity threat detection system built on AWS using...	19	Experimental	—	—
51	RidiculousDoge/AIPDC An Artificial Intelligence Poisoned Data Detection & Cleanse System	19	Experimental	6	Python
52	gatewayd-io/gatewayd-plugin-sql-ids-ips GatewayD plugin for SQL injection detection and prevention.	19	Experimental	—	Go
53	SkySingh04/BharatVigil Context Aware Firewall	17	Experimental	2	Go
54	pushpraj-core/AI-Intrusion-Detection-System 🛡️ A Hybrid Intrusion Detection System (IDS) combining Deep Packet...	16	Experimental	2	Python
55	shifamaheen/NIDS Cyber Security: Development of Network Intrusion Detection System (NIDS),...	16	Experimental	4	EJS
56	claws-lab/ban_evasion Data for the ACM WebConf 2022 paper, "Characterizing, Detecting, and...	15	Experimental	6	—
57	PeterHovng/HUTECH_DACN.CyberSecurity.AWS Đồ án chuyên ngành - ngành An ninh mạng "Hệ thống phát hiện tấn công mạng...	15	Experimental	—	Jupyter Notebook
58	rbarriaultjr/flock-detection Detect and log WiFi and BLE surveillance devices like ALPR cameras and...	15	Experimental	1	C++
59	abhik1029/SentinelAI-Real-Time-IDS-IPS Real-time AI-powered Intrusion Detection and Prevention System that monitors...	15	Experimental	—	TypeScript
60	diyakharb1029/SentinelAI-Real-Time-IDS-IPS Real-time AI-powered Intrusion Detection and Prevention System that monitors...	15	Experimental	—	TypeScript
61	keerthi418/CYBER_COMMISION Cybercrime complaint and detection system using Flask and Machine Learning.	14	Experimental	—	HTML
62	fawwerty/CyberShield-AI-Cyber-Threat-Detection-System Real-time network intrusion detection using a 3-model ML ensemble(solation...	14	Experimental	—	JavaScript
63	aw-junaid/Machine-Learning-For-Security Explore ML for security: anomaly detection, malware classification, and...	14	Experimental	9	—
64	scorpionantimalware/scorpion-antimalware Scorpion Anti-malware official repository	14	Experimental	9	C++
65	AyeshaBatool-02/gnss-shield-final Advanced GNSS spoofing detection system using deep learning (99.47%...	14	Experimental	—	JavaScript
66	mamadouwxxx/mbnsc 🔍 Detect and analyze malicious C2 communications with MBNSC, an advanced...	14	Experimental	—	Python
67	Quixler/securing-mqtt 🔒 Secure MQTT communications by assessing vulnerabilities and implementing...	14	Experimental	—	Shell
68	Estwarden/dataset Baltic security OSINT dataset — 27K signals from 20 sources, narrative tags,...	14	Experimental	—	—
69	PadamLohchab/Ai-IDS- AI-based Intrusion Detection System with real-time traffic monitoring and...	14	Experimental	—	Python
70	Trippik/PfSense_Dashboard PfSense Dashboard system. This system pulls in data from specified PfSense...	13	Experimental	5	—
71	jayakrishnagaddam/AI-Powered-Intrusion-Detection-System-IDS This is a Cyber Security tool that uses artificial intelligence (AI) to...	13	Experimental	7	HTML
72	Arijit2175/AI-Driven-Cyber-Threat-Detector An AI based model for detecting cyber threats.	12	Experimental	1	Java
73	BLEGuard/supplement (MobiSys-24 Poster) BLEGuard: Hybrid Detection Mechanism for Spoofing...	12	Experimental	3	C
74	rydzze/CyberHolmes Final Year Project \| Cyber Threat Intelligence (CTI) Web-based Application	12	Experimental	1	TypeScript
75	shiva0126/soc-radware-dashboard Enterprise SOC Dashboard for Radware WAF - Real-time threat detection,...	11	Experimental	—	TypeScript
76	Bread2002/PYNQ_BLADEI Real-time bitstream malware detection using an ML model. Includes feature...	11	Experimental	2	Python
77	LeoMartinezTAMUK/ML-Based_MTD M.T.D. is a project that tackles the growing risks faced by industries...	11	Experimental	2	Python
78	Projects-Developer/Full-Stack-Network-Intrusion-Detection-System-Using-Machine-Learning The project aims to design and develop a full-stack network intrusion...	11	Experimental	—	—
79	temka095/OPNsense_Manager 🌐 Manage and monitor your OPNsense firewall easily with OPNsense_Manager,...	11	Experimental	—	—
80	Brindhaa3/Adversarial-Machine-Learning-for-Improving-Cybersecurity-Threats-Detection-Project-main Adversarial Machine Learning Cybersecurity Threat Detection using Flask,...	11	Experimental	—	HTML
81	krshydv/Threat-Detection-AI AI-based Cyber Threat Detection system using Machine Learning .	11	Experimental	—	HTML
82	KaygusuzAbdal/predicting-cyber-incidents-with-AI By examining the cyber incidents between 2005 and 2020, we will be tried to...	10	Experimental	1	Jupyter Notebook
83	Gh770st/GhostAntivirus 🛡️ GhostAntivirus v3.0.0 - Enterprise AI Antivirus \| Production Certified \|...	10	Experimental	3	Rust
84	sidbav/689-discussions A website to share my learnings from Applying ML to CyberSecurity.	10	Experimental	1	JavaScript

Comparisons in this category

waf-brain and NGWAF (50 vs 29) Advanced-WAF-WAFinity and Advanced-Web-Application-Firewall (29 vs 26)