embeddings

LocalAI

LocalAIAIOpen

Self-hosted OpenAI-compatible runtime for local AI models

LocalAI is a self-hosted runtime that runs AI models locally behind OpenAI-compatible endpoints.

Milvus

MilvusAIOpen

Open-source vector database for GenAI search at billion scale

Milvus is an Apache-2.0 open-source vector database that stores and indexes embedding vectors for millisecond similarity search over very large collections.

Qdrant

QdrantAIOpen

Open-source vector database for AI search at any scale

Qdrant is an Apache-2.0 open-source vector database written in Rust that serves filtered similarity search over embedding collections for AI retrieval.

Chroma

ChromaAIOpen

Open-source vector database for AI search and retrieval

Chroma is an open-source vector database for AI retrieval, storing embeddings with metadata and serving vector, full-text, and regex search in one query.

CocoIndex

CocoIndexAIOpen

Incremental data pipelines that keep AI indexes and RAG context fresh

CocoIndex is a Python framework for building incremental data pipelines that keep search indexes and RAG context in sync with changing sources.

Activeloop

ActiveloopAIOpen

Open-source database for AI data, vectors, and agent memory

Activeloop is an open-source database for AI data that stores text, images, video, and embeddings with vector search and dataset versioning.