jina-ai/clip-as-service

Health v2 · maintenance only

Flags: no_license

Adoption not part of the score

12836 stars · 2067 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

CLIP-as-service is a low-latency, high-scalability server for embedding images and text into fixed-length vectors using OpenAI's CLIP model. It exposes gRPC, HTTP, and WebSocket APIs and integrates with the Jina/DocArray neural search ecosystem.

Use cases

• embed images and sentences into vectors with CLIP
• serve CLIP model as a scalable microservice
• build cross-modal image-text search
• rank images against text queries
• run visual reasoning with CLIP zero-shot classification
• host CLIP inference on GPU server with gRPC client

When to choose

• you need a production-grade, low-latency CLIP embedding service with load balancing
• you want gRPC/HTTP/WebSocket clients decoupled from a GPU server
• you are building neural search with Jina or DocArray

When to avoid

• you only need one-off local CLIP embeddings without a service layer
• you need models beyond CLIP variants
• you require actively developed features, as the project is in maintenance mode

Facets

service · maturity maintenance

machine-learning search-engine http-server rpc machine-learning deep-learning computer-vision artificial-intelligence python self-hosted cross-platform clip embeddings multimodal cross-modal-retrieval image-embedding sentence-embedding neural-search onnx tensorrt grpc embedding search natural-language-processing docker gpu

Member repositories

For agents

markdown · JSON · MCP: product_card(name="jina-ai/clip-as-service")