Kubeshark's MCP server gives AI agents and assistants direct access to Kubernetes network traffic — L4 flows, L7 API payloads, and full packet capture via the Model Context Protocol.

After more than two years in production, and based on extensive user feedback, we made a decision to take a step back and rethink some core assumptions. The result is Kubeshark V2.00 — a complete refactor of the original version.

Kubeshark and ZAP work together to scan API calls, detecting and alerting on potential threats and vulnerabilities. This document demonstrates Kubeshark’s scripting capabilities and a practical use case for integrating it with ZAP.

Black-box monitoring is useful for answering the question, "Is it broken?" In contrast, white-box monitoring is better suited to answer, "Why is it broken?" As Gartner's latest research on the subject underscores, the complexity of modern infrastructure necessitates a shift towards more sophisticated monitoring and observability tools. Read more about white-box vs. black-box monitoring and monitoring vs. observability in the context of a next-gen APM stack.