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🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.

[MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

Refine high-quality datasets and visual AI models

Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.

For developers, who are building real-time data-driven applications, Redis is the preferred, fastest, and most feature-rich cache, data structure server, and document and vector query engine.