AI Service Framework
21.9k 2026-04-18

jina-ai/serve

A cloud-native framework for building, deploying, and scaling multimodal AI applications and services with gRPC, HTTP, and WebSockets.

Core Features

Native support for major ML frameworks and diverse data types.
High-performance scaling, streaming, and dynamic batching for services.
Integrated LLM serving with token-by-token streaming output.
Built-in Docker, Kubernetes, and Docker Compose for enterprise deployment.
One-click deployment to Jina AI Cloud.

Quick Start

pip install jina

Detailed Introduction

Jina-Serve is a robust, cloud-native framework designed to simplify the development and deployment of multimodal AI applications. It enables developers to build high-performance AI services that communicate via gRPC, HTTP, and WebSockets, abstracting away complex infrastructure concerns. With features like seamless scaling, dynamic batching, and integrated LLM streaming, Jina-Serve empowers users to focus on core AI logic while providing enterprise-ready deployment options for both local and cloud environments.

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