mcpsafetywarden

MCP safety warden is a proxy server that wraps any MCP server and adds behavioral profiling, security scanning, risk gating, and safe execution to its tools. Contents Overview Prerequisites Installation Configuration MCP Integration CLI Reference Auxiliary Integrations Development Testing Fu...

PowerShellProfiler

PowerShellProfiler This project code is from https://github.com/pan-unit42/publictools/tree/master/powershellprofiler Introductation PowerShellProfiler.py is a script for statically analyzing PowerShell scripts by de-obfuscating and normalizing the content which is then profiled for behavioral...

Slips: Behavioral Evidence Aggregation for Network Security

Network intrusion detection systems often analyze individual packets or flows, although malicious behavior may develop across many connections and over time. This may limit their ability to combine isolated detections into a coherent assessment of host behavior. Packet-level features may also be...

Adaptive Deception Framework with Behavioral Analysis for Enhanced Cybersecurity Defense

This paper presents CADL Cognitive-Adaptive Deception Layer, an adaptive deception framework achieving 99.88% detection rate with 0.13% false positive rate on the CICIDS2017 dataset. The framework employs ensemble machine learning Random Forest, XGBoost, Neural Networks combined with behavioral...

Can LLMs Handle WebShell Detection? Overcoming Detection Challenges with Behavioral Function-Aware Framework

WebShell attacks, in which malicious scripts are injected into web servers, are a major cybersecurity threat. Traditional machine learning and deep learning methods are hampered by issues such as the need for extensive training data, catastrophic forgetting, and poor generalization. Recently, Lar...

Amazon’s Plan to Track Worker Keystrokes: A Sign of Controls to Come?

Data theft, insider threats and imposters accessing sensitive customer data have apparently gotten so bad inside Amazon, the company is considering rolling out keyboard-stroke monitoring for its customer-service reps. A confidential memo from inside Amazon explained that customer service credenti...

Trojan watch

We continue to research how proliferation of IoT devices affects the daily lives of users and their information security. In our previous study, we touched upon ways of intercepting authentication data using single-board microcomputers. This time, we turned out attention to wearable devices:...