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Note: This solution was developed as a submission for MCP_HACK//26 , a hackathon focused on building innovative applications using MCP and AI agent technologies. Introduction Modern Kubernetes environments generate large volumes of security findings that are often difficult to interpret and prioritize manually. To address this, we combine automated cluster scanning with AI-driven reasoning to transform raw security data into actionable intelligence. Kubescape scans the Kuber