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GummiGhost
AI-powered cyber defense system with network and system-level protection.
Overview
GummiGhost is an advanced AI-powered cyber defense system designed to operate on two integrated layers of security. It provides network-level protection with web-based intrusion detection using machine learning, and system-level defense with endpoint-level protection using local AI agents. It runs silently in the background to protect users, networks, and systems with minimal impact on performance.
Key Features
- Network-Level Protection - Detects threats like DDoS and port scans in real-time
- System-Level Defense - Monitors file behaviors, email threats, and malware
- Intrusion Detection System (IDS) based on NSL-KDD dataset
- Phishing Detection using NLP classification techniques
- Malware Detection analyzing files using behavior logs and API call sequences
- Real-time Security Dashboard for monitoring and insights
Technology Stack
- Frontend: React with TypeScript, TailwindCSS, Vite
- Backend: FastAPI, Pydantic, Scikit-learn, XGBoost
- ML/DL Models: NSL-KDD, BERT, TF-IDF + Logistic Regression
- System Agent: Python/Rust for performance and portability
Architecture
- Web-based Interface - Intrusion Detection, Phishing Detection, Malware Insights
- Local Agent (System Layer) - Real-time Malware Detection, Email Monitoring, File Scanning