Network Observability for the AI Era
Empowering SREs, Network Engineers, AI Assistants and Agents

Kubeshark makes cluster-wide network data available to AI assistants and agents via MCP, and
to human operators (SREs, Network Engineers) via a dashboard — enabling both to accelerate root
cause analysis, respond to incidents, and improve network reliability.