serve

Why we included this project

Jina lets you package inference logic into Executors and serve it over gRPC, HTTP, or WebSockets without building the surrounding infrastructure yourself. The framework handles scaling, streaming, and dynamic batching, and its native gRPC support plus Docker, Kubernetes, and Docker Compose integration means it fits naturally into a cloud-native microservice stack. That orchestration layer is where it saves real time: teams can move from a local prototype to a deployed, load-balanced endpoint, and multimodal workloads are a particular strength. LLM endpoints get token-by-token streaming, which keeps chat-style applications responsive.