MongoDB Atlas Vector Search
Vector search inside your operational MongoDB database.
Index and query embeddings alongside documents in MongoDB Atlas, with hybrid search and Voyage AI embedding and reranking models available natively.
- Vendor
- MongoDB
- Category
- Vector databases
- Pricing
- Freemium
- Open source
- No
- Platforms
- Cloud
- Launched
- 2023
- Website
- mongodb.com/products/platform/atlas-vector-search
Features
- Vectors next to operational data
- Hybrid search
- Voyage AI models
Best for
- Enterprise
- Research
Works with
- voyage-4-large — Voyage AI (MongoDB). Voyage’s highest-quality general and multilingual retrieval embedding.
More vector databases
- pgvector — Open source. Vector similarity search inside Postgres.
- Pinecone — Pinecone. Fully managed serverless vector database.
- Qdrant — Qdrant. High-performance vector search engine in Rust.
- Chroma — Chroma. The open-source embedding database.
- Weaviate — Weaviate. AI-native open-source vector database.
- Milvus — Zilliz. Vector database for billion-scale workloads.
- Elasticsearch — Elastic. Search engine with dense, sparse and hybrid vector retrieval.
- turbopuffer — turbopuffer. Serverless vector and full-text search on object storage.