The Excellence
Directory Platform Template

Lightweight Python package for storing and retrieving text using chunking, embeddings, and vector search. Powers AI features in Kagi Search with low latency and small memory footprint. This is an OSS library.

Milvus Lite is a lightweight, pip-installable variant of the Milvus vector database that runs as a library in notebooks or laptops, ideal for learning, experimentation, and rapid prototyping of AI and vector search applications.

tinyvector is a minimal vector database / ANN engine focused on simplicity and compact implementation for educational and small-scale similarity search uses.

Orama is a lightweight search engine that supports vector and hybrid search functionalities, suitable for browser, server, or edge environments.