MongoDB Atlas Vector Search
Native vector search within MongoDB Atlas — no separate database needed
Verdict
Store vectors alongside your application data in MongoDB. Great for teams already on Atlas — avoids a second database. Lucene-based kNN with pre-filtering on document fields.
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PostgreSQL extension for vector similarity search
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