Cloudflare introduced a reference architecture for scaling Model Context Protocol (MCP) deployments. This framework addresses security and governance concerns for enterprise AI agent systems.

The model utilizes remote MCP servers on Cloudflare’s developer platform. A central team manages these servers to mitigate local deployment risks.

Cloudflare Access handles authentication via SSO and MFA integration. An 'AI Gateway' manages costs by routing requests and enforcing usage limits.