ADTrapper is a platform for analyzing Windows Active Directory authentication logs. It offers over 50 detection rules, anomaly analysis, and visualizations to help cybersecurity professionals identify threats. Users can upload logs anonymously and run the tool easily with Docker.

Cyprox is innovating cybersecurity by integrating artificial intelligence with security tools for enhanced threat detection and automated responses. Their open-source Model Context Protocol (MCP) repository provides a standardized interface for various security testing tools, facilitating easier access and collaboration in the cybersecurity community. Users can deploy MCP servers via Docker and follow specific installation instructions for each tool listed in the repository.