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Update mongodb.adoc

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* Adding links + descriptions for MongoDB Atlas and MongoDB Atlas Search.
* One sentence per line.
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ashni
2024-06-26 17:09:53 -04:00
committed by Soby Chacko
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= MongoDB Atlas
WIP: Please consider contributing docs: https://github.com/spring-projects/spring-ai/issues/456[Add documentation for the MongoDB Atlas Vector Store]
This section walks you through setting up MongoDB Atlas as a vector store with Spring AI.
https://www.mongodb.com/basics/vector-databases[MongoDB Atlas Vector Search] is a fully managed cloud database service that provides the easiest way to deploy, operate, and scale a MongoDB database in the cloud.
== What is MongoDB Atlas?
https://www.mongodb.com/products/platform/atlas-database[MongoDB Atlas] is a fully-managed cloud database available in AWS, Azure, and GCP.
It supports native Vector Search and full text search (`BM25`) on your MongoDB document data.
https://www.mongodb.com/products/platform/atlas-vector-search[MongoDB Atlas Vector Search] allows to store your embeddings in MongoDB documents, create a vector search index, and perform KNN search with an approximate nearest neighbor algorithm (Hierarchical Navigable Small Worlds).
It uses the `$vectorSearch` aggregation stage.
== Prerequisites