Higress is an AI Gateway built on Envoy that provides cloud-native API gateway functionality specifically designed for AI-native applications. It supports MCP (Model Context Protocol) server capabilities and serves as middleware infrastructure for routing, managing, and serving AI workloads. The project is CNCF sandboxed and positioned as specialized tooling for AI infrastructure and LLMOps.