Kodosumi vs Armitage: Which Debugging tool is Best in 2025?

Kodosumi is an open-source, distributed runtime environment designed to manage and execute AI agent services at an enterprise scale. Built on Ray, a powerful distributed computing framework, it simplifies the deployment, scaling, and monitoring of agentic workflows using Python, FastAPI, and Litestar. Kodosumi addresses key challenges like running long-lasting agents, handling burst traffic, debugging complex workflows, and integrating open-source tools without vendor lock-in. It offers a framework-agnostic platform, minimal configuration via a single YAML file, and real-time observability through Ray’s dashboard. Ideal for developers building scalable AI agents, Kodosumi supports seamless integration with any LLMs, vector stores, or AI frameworks, making it a flexible solution for enterprise-grade AI applications.

Armitage is a dynamic open-source GUI for the Metasploit Framework, pre-installed in Kali Linux (version 20221206), tailored for penetration testers and red teams. This Metasploit GUI tool for ethical hacking simplifies complex workflows by visualizing targets, recommending exploits, and automating post-exploitation tasks. With a 10.95 MB footprint and team server for multi-user collaboration, Armitage is a top collaborative penetration testing tool for cybersecurity experts, harnessing Metasploit’s vast exploit library for streamlined security assessments.