AI Vulnerability Scanning ML Frameworks

AI-powered tools for automated detection and analysis of security vulnerabilities in networks, web applications, and smart contracts. Does NOT include general penetration testing frameworks, manual security auditing tools, or runtime protection systems without AI-driven vulnerability detection.

There are 90 ai vulnerability scanning frameworks tracked. 1 score above 70 (verified tier). The highest-rated is nmap/nmap at 71/100 with 12,538 stars. 2 of the top 10 are actively maintained.

Get all 90 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=ai-vulnerability-scanning&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	nmap/nmap Nmap - the Network Mapper. Github mirror of official SVN repository.	71	Verified	12,538	C
2	e-m-b-a/emba EMBA - The firmware security analyzer	67	Established	3,395	Shell
3	ait-testbed/attackbed The AttackBed is a simulated enterprise network with numerous...	48	Emerging	16	Jinja
4	ritesh-gupta-git/AI-Powered-Vulnerability-Management AI-VMF: AI-Powered Vulnerability Management Framework demo (ensemble exploit...	47	Emerging	40	Python
5	scorpiondefense/cyberweapons Automated Cyber Offense	46	Emerging	89	C
6	center-for-threat-informed-defense/technique-inference-engine TIE is a machine learning model for inferring associated MITRE ATT&CK...	44	Emerging	68	Jupyter Notebook
7	MANDO-Project/ge-sc MANDO is a new heterogeneous graph representation to learn the heterogeneous...	42	Emerging	35	Solidity
8	redhuntlabs/Octopii An AI-powered Personal Identifiable Information (PII) scanner.	42	Emerging	725	Python
9	Icyrockton/MegaVul MegaVul - The largest, high-quality, extensible, continuously updated,...	41	Emerging	139	Python
10	blackberry/threat-research-and-intelligence BlackBerry Threat Research & Intelligence	41	Emerging	100	Jupyter Notebook
11	mazen160/shennina Automating Host Exploitation with AI	41	Emerging	548	Python
12	MANDO-Project/ge-sc-machine MANDO-GURU, a deep graph learning-based tool, aims to accurately detect...	40	Emerging	30	Python
13	LauraWartschinski/VulnerabilityDetection vulnerability detection in python source code with LSTM networks	40	Emerging	152	TeX
14	Yuning-J/VulnerabilityClassifier Severity scoring and exploit categorisation for vulnerability reports using...	40	Emerging	25	Jupyter Notebook
15	clandolt/mlcysec_notebooks Repository of Jupyter notebook tutorials for teaching the Machine Learning...	37	Emerging	11	Jupyter Notebook
16	wisoffe/exploits-predict Predicting the probability of an exploit being released after a CVE is...	36	Emerging	13	Jupyter Notebook
17	Ak-cybe/soc-roadmap-2026 Complete SOC Analyst Training Roadmap 2026: 10 hands-on projects (SIEM,...	36	Emerging	8	—
18	Areej-zeb/AI-Vulnerability-Scanner An AI-driven vulnerability scanner that uses Nmap to discover open services...	35	Emerging	46	HTML
19	prayas7102/NodejsSecurify NodejsSecurify is an advanced NPM package designed to enhance the security...	35	Emerging	5	TypeScript
20	0x4f53/PIIscout Continuous PII classification and reporting on the internet, powered by AI!	34	Emerging	5	Go
21	Jiawen-Zhang/Vulnerability_Scanner C++ Vulnerability Scanner leveraging machine learning techniques.	34	Emerging	4	CSS
22	karthik7129/Federated-Malware-detection This is the end to end Federated learning pipeline where multiple clients...	34	Emerging	4	Jupyter Notebook
23	damianStrojek/LLM-Network-Scanner LLM-Network-Scanner is a powerful tool that leverages the OpenAI API and...	34	Emerging	10	Python
24	FedML-AI/FedIoT Federated Learning for Internet of Things: A Federated Learning Framework...	34	Emerging	44	—
25	ngatilio/CertEye Zero Trust AI 360	34	Emerging	8	CSS
26	Messi-Q/AMEVulDetector Smart Contract Vulnerability Detection From Pure Neural Network to...	33	Emerging	100	Python
27	4xyy/AI-Vuln-Scanner An AI-powered web application vulnerability scanner that automates the...	32	Emerging	29	Python
28	ohpyupi/cmpe272.ai-powered-http-analyzer A project to build a proof of concept of AI-powered HTTP analyzer.	32	Emerging	4	JavaScript
29	HuantWang/CONCOCTION CONCOCTION is an automated machine learning-based vulnerability detection...	32	Emerging	27	C
30	SmartSecLab/IoTvulCode IoTvulCode: AI-enabled vulnerability detection in software products designed...	31	Emerging	18	Jupyter Notebook
31	mouna23/AI-driven-MITRE-Attack This repository demonstrates a machine learning pipeline for detecting MITRE...	30	Emerging	9	Python
32	rubenpjove/fingerAI This project aims to develop an OS fingerprinting tool based on the...	30	Emerging	6	Jupyter Notebook
33	josh1643/totalrecon A lightweight Python tool for passive reconnaissance, including subdomain,...	30	Emerging	8	Python
34	Tamer-Abdelaziz/DLVA Deep Learning Vulnerability Analyzer (DLVA)	30	Emerging	2	—
35	soluzka/antivirus-yara-rules fully equip UltraEncabulator AV	28	Experimental	3	Python
36	ahmed-tabib/VulnCodeBERT CodeBERT for software vulnerability detection	28	Experimental	11	Jupyter Notebook
37	oguarni/terrasafe 🛡️ AI-powered Terraform security scanner combining rule-based detection with...	27	Experimental	2	Python
38	Mkp-dev-portefolio/cybersecurity-framework A comprehensive cybersecurity framework with AI agents, PKI infrastructure,...	27	Experimental	2	Python
39	HarishB99/application_of_ai_in_cyber_security To investigate the various deep learning techniques available to solve...	26	Experimental	5	Jupyter Notebook
40	BruinGrowly/Guardian-Cybersecurity-Engine Advanced Cybersecurity Engine Rebuilt on the 4D LJPW Framework	25	Experimental	7	Python
41	JakobBartoschek/porthawk Modular async port scanner with ML-powered prioritization, CVE detection,...	25	Experimental	3	Python
42	wahidpanda/Encryption-Decryption-Quantum-Computing-Project This is capstone project for my Quantum Computing by Qubit by Qubit. In this...	25	Experimental	6	Python
43	ethanolivertroy/nmap-GPT This tool helps new security professionals actively learn how to address...	25	Experimental	22	Python
44	ar157209/soc-roadmap-2026 🔒 Build your skills with the SOC Roadmap 2026, a complete training program...	24	Experimental	3	—
45	JuanCS-Dev/V-rtice 🔺 Vértice - Autonomous Cybersecurity Intelligence Platform \| Multi-agent AI...	23	Experimental	2	Python
46	DIMFLIX/Spectrum-Security Antivirus written in Python	23	Experimental	38	Python
47	melolixodocaralho/mercury-framework 🛡️ Explore Mercury Framework, a safe educational tool for security...	22	Experimental	—	Python
48	rexcoleman/vuln-prioritization-ml ML-driven vulnerability prioritization: predicting which CVEs get exploited....	22	Experimental	—	Python
49	jeremysommerfeld8910-cpu/torchload-checker Scan Python repos for unsafe torch.load() and pickle deserialization...	22	Experimental	—	Python
50	Subomi-K/securifine 🔒 Enhance safety in fine-tuning large language models for cybersecurity with...	22	Experimental	—	Python
51	Semiu/cve-automated-detection Implementation and evaluation of token-based software vulnerability detection systems	22	Experimental	—	Jupyter Notebook
52	oracle-samples/ml-model-dynscan A security-focused framework for dynamically scanning and testing machine...	22	Experimental	11	Python
53	nyandro1d/predicting-software-vulnerabilities 🔍 Predict software vulnerability trends using Multi-Recurrent Neural...	22	Experimental	—	—
54	Bytez3/aegiz-sdk On-Chain AI Threat Detection SDK for Solana	22	Experimental	—	TypeScript
55	rexcoleman/pqc-migration-analyzer Post-quantum crypto migration scanner: detects quantum-vulnerable...	22	Experimental	—	Python
56	HemantBK/MLShield ML-infrastructure-aware anomaly detection system for protecting model...	22	Experimental	—	Python
57	Swordship/softnet_guard_test 🧪 Test suite and dataset for softnet_guard — evaluating security model performance	22	Experimental	—	Python
58	besmaguesmi/TriVulQ This repository implements a CNN-based fine-tuning approach for VulBERTa, a...	21	Experimental	5	Python
59	tobias-oss/DeepVex 🔍 Discover web endpoints, analyze parameters, and scan for hidden content...	21	Experimental	—	Go
60	tungtits1012/kzxss 🌐 Identify potential XSS points by checking URL parameters for reflection...	21	Experimental	—	Go
61	chenxingqiang/WSST The Wireless Security Simulation Toolkit (WSST) is a MATLAB-based library...	21	Experimental	4	MATLAB
62	ebrasha/abdal-xss-ai-engine Abdal XSS AI Engine is an AI-powered tool designed to detect and prevent XSS...	20	Experimental	2	Python
63	rasperon/portscanner AI-Powered Cybersecurity Port Analyzer - Day 1 of 30-Day Hack Tool Challenge...	19	Experimental	3	Go
64	maximilianfeldthusen/Advanced-Binary-Vulnerability-Scanner-Using-Machine-Learning This C++ code is an implementation that utilizes machine learning techniques...	19	Experimental	2	C++
65	Git-brintsi20/CyberSuite Cybersecurity Applications Suite	18	Experimental	1	TypeScript
66	kishorep26/helix-ai-cyber-immune-system Advanced self-healing AI cyber immune network with holographic interface,...	18	Experimental	1	TypeScript
67	LaBackDoor/predicting-software-vulnerabilities This repository contains the dataset for the paper "Predicting Software...	17	Experimental	—	—
68	Shaurya1456/AI-Vulverability-Scanner 🔎 Automate vulnerability scanning and remediation using AI to enhance your...	16	Experimental	—	Python
69	alias404/heimdall 🛡️ Heimdall: The all-seeing guardian of data analytics. AI-first platform...	15	Experimental	2	Go
70	Sayan110/soc-vulnerability-scanner AI-powered SOC vulnerability scanner using Nmap, machine learning risk...	15	Experimental	1	HTML
71	lucien-vallois/zero-trust-architecture-k8s A production-ready zero-trust architecture for Kubernetes featuring Istio...	15	Experimental	—	Shell
72	itzddos/code-vulnerability-analysis A project for analyzing source code vulnerabilities and errors, providing...	15	Experimental	9	Python
73	Bambiealigned654/REverseKeynote2026 Explore compiler-based obfuscation techniques to improve reverse engineering...	14	Experimental	—	—
74	nishu2402/adaptive-vulnerability-risk-scoring Reproducing and Extending the Lim & Muhammad (2024) Framework	14	Experimental	—	Jupyter Notebook
75	J0Hn-git/SecureScape A web security tool specifically designed to review the code and find the...	14	Experimental	1	JavaScript
76	paultheal1en/Deep-Learning-based-Vulnerability-Detection-Are-We-There-Yet---Reimplement Reimplement empirical study on deep learning-based vulnerability detection...	13	Experimental	—	C
77	SimranJGill/Federated-Learning-IDS-Smart-Energy-IoT Federated Learning-based Intrusion Detection System for Smart Energy IoT...	13	Experimental	—	—
78	lambros128/soc-simulator 🛡️ Emulate SOC workflows with our modular framework for threat detection and...	13	Experimental	—	—
79	Omgrjevvd/vis-05 🛡️ Build and explore data-driven cybersecurity solutions with machine...	13	Experimental	—	—
80	abyfauzann/cloud-ir-simulation 🛡 Simulate AWS cloud breaches with automated analysis and MITRE ATT&CK...	13	Experimental	—	—
81	Aman00015/Secure-AI Secure AI is a comprehensive cybersecurity platform providing multiple...	13	Experimental	—	TypeScript
82	UncoveredTensor/vulnpath Detection of vulnerable web pages based on a given directory path.	12	Experimental	1	—
83	ABC123USA/O-MEGA_VIRUSES SAMPLE O-MEGA VIRUS ™ FOR RESEARCH PURPOSES ONLY. PLEASE DELETE AFTER USAGE...	12	Experimental	5	Shell
84	SynapsysESPRIT/AIGIS AI-powered safety Brower Extension + Mobile app that protects underage users...	11	Experimental	1	JavaScript
85	Radhendelvadiya/Info_AI_IDS Still making but you can visit once, you love it!! creating robust platform...	11	Experimental	—	Python
86	MohammadShabazuddin/FedSecGuard-Federated_Learning_Techniques_for_Advanced_Malware_Detection The project focuses on utilizing federated machine learning to enhance the...	11	Experimental	3	Jupyter Notebook
87	ABC123USA/O-MEGA_VIRUS_2 O-MEGA VIRUS_V2 ™	11	Experimental	4	Shell
88	SecMaze-AI/SecMaze SecMaze：Blockchain-powered security maze challenge platform for identifying...	11	Experimental	—	JavaScript
89	arhaankk/Secura Code Vulnerability Detection System & Auto-Fix	11	Experimental	—	JavaScript
90	SyedAanif/PII-Detection-Bot Steps to build a PII Detection Bot using Microsoft Bot Framework SDK and...	10	Experimental	2	—

Comparisons in this category

ge-sc and ge-sc-machine (42 vs 40)