Cloud-native vector database built for billion-scale AI search. Milvus offers GPU-accelerated indexing, hybrid search, multi-tenancy, and Kubernetes-native deployment.
这里应该同时让用户和 Agent 知道第一步该复制什么、安装什么、落到哪里。
curl -sfL https://raw.githubusercontent.com/milvus-io/milvus/master/scripts/standalone_embed.sh | bash一键启动亿级向量搜索数据库。
云原生向量数据库，为十亿级 AI 搜索设计。GPU 加速索引、混合搜索、多租户、K8s 原生部署。
一句话总结：云原生向量数据库，十亿级规模，GPU 加速 + 混合搜索 + 多租户 + K8s 部署，10000+ 企业使用，Zilliz Cloud 托管，32k+ stars。
适合人群：需要大规模向量搜索的企业团队。
Q: 能扩展多大？ A: 十亿级向量，分布式多节点。
Q: 有托管版？ A: Zilliz Cloud，免费层可用。
milvus-io/milvus — 32k+ stars, Apache 2.0
Run GPU workloads in the cloud with Python decorators. Modal provides serverless A100/H100 GPUs for model inference, fine-tuning, and batch jobs with zero infrastructure.
Cloud platform to run open-source AI models with a simple API. Replicate hosts Llama, Stable Diffusion, Whisper, and thousands of models — no GPU setup or Docker required.
Fully managed vector database for production AI search. Pinecone offers serverless scaling, hybrid search, metadata filtering, and enterprise security with zero infrastructure.