Embeddings provider integrations | Embeddings providers

SurrealDB supports vector embeddings for semantic search and machine learning across your data. With integrations for the main embedding providers, you can store, index and query high-dimensional vectors alongside your regular data.

Quick start with Python

LangChain, Ollama, Mistral, and more

Quick start with Rust

Mistral, Ollama, and more

Full examples

Mistral	Mistral AI's embedding model and SurrealDB vector search (Python and Rust)
OpenAI	OpenAI's embedding service and SurrealDB vector search (Python and Rust)