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Latest Apache Kafka Blogs
The Axual 2026.1 release builds on the improvements in governance, observability, and self-service introduced in 2025.4, and takes things a step further. This release adds audit event coverage across platform resources, giving teams more visibility and control over what’s happening in the platform. We’ve also extended OAuth support to all data plane components, making security more consistent end to end. On top of that, updates to Connector management and the Overview Graph make the platform easier to use and give clearer insight into platform activity.
In this blog, we explore how the Model Context Protocol (MCP) enables AI applications to move beyond text generation and interact with systems like Kafka through structured actions. We will look at how natural language intent can be translated into real operations such as managing topics, schemas, and streaming applications, while also touching on governance, security, and the role of declarative approaches like KSML.
