Traditional Approach
Learn 7 different APIs. Rewrite code every time you switch providers.
Embex | The Universal Vector Database ORM
The Universal Vector Database ORM
Embex is a vector database ORM that provides one API across Pinecone, Qdrant, LanceDB, Milvus, Chroma, Weaviate, and PgVector.
Why Vector Database ORM?
Section titled “Why Vector Database ORM?”Modern Approach
Use a vector database ORM. Write once, run anywhere.
Embex is the universal vector database ORM that eliminates vendor lock-in and provides a unified, high-performance interface for all your vector needs.
Universal API
Switch between LanceDB, Qdrant, Pinecone, and more with just one line of configuration.
Rust Core
Powered by a Rust core with SIMD acceleration, making operations up to 4x faster than native clients.
Production Ready
Includes connection pooling, migrations, and observability out of the box.
Supported Providers Embex actively supports and maintains bindings for:
Section titled “Supported Providers Embex actively supports and maintains bindings for:”LanceDB
Embedded/Local development
Qdrant
Scalable vector engine
Pinecone
Managed serverless
Chroma
AI-native embedding db
Weaviate
Cloud-native vector db
PgVector
PostgreSQL extension
Milvus
Massive scale vector db