Mirantis, the Kubernetes-native AI infrastructure company, today announced the launch of MCP AdaptiveOps, giving engineering teams a safe and reliable way to build and operate Model Context Protocol (MCP) servers now, while ensuring interoperability and compliance as the MCP ecosystem evolves.

MCP AdaptiveOps provides a future-proof framework that abstracts away uncertainty in today’s fast-moving ecosystem of registries, gateways, and LLM routers, accelerating delivery of MCP servers that are production-ready, backed with expected service levels, and adaptable to whatever standards and components emerge as the Model Context Protocol matures.

More than 40% of agentic AI projects will be canceled by the end of 2027, due to escalating costs, unclear business value or inadequate risk controls, according to Gartner, Inc., which recommends in this early stage, agentic AI only be pursued where it delivers clear value or ROI.

“MCP is rapidly becoming the standard for connecting enterprise services into agentic infrastructure, but the ecosystem is still shifting,” said Randy Bias, vice president of open source strategy and technology at Mirantis. “Mirantis historically helped customers successfully adopt and succeed with open source projects like Kubernetes and OpenStack – maintaining the right balance of opinionated productization and flexibility at the early stages of the adoption curve. MCP AdaptiveOps gives engineering teams the confidence to build today without locking themselves into fragile assumptions about tomorrow. We provide the reliability and flexibility needed to accelerate adoption even as standards take shape.”

With MCP AdaptiveOps, Mirantis delivers:

  • Audits of existing MCP servers, with recommendations to align them with external and enterprise ecosystems;
  • Green field builds of new MCP servers, leveraging clean abstractions to remain adaptable as components change;
  • Operational support and SLAs, ensuring MCP servers are stable, secure, and continuously evolving alongside the ecosystem.

For more information on Mirantis MCP AdaptiveOp go here and read the blog post, Securing Model Context Protocol for Mass Enterprise Adoption.