MongoDB as Your Vector Database: Python Guide to Semantic & Hybrid Search

Oct 16, 2025 · 4 min read · MongoDB Atlas now doubles as a vector database. You can store embeddings alongside your documents, run $vectorSearch for semantic retrieval, blend it with full-text for hybrid search, and scale on Search Nodes—no extra system to run. Recent updates a...