Build gen AI apps with an all-in-one modern database: MongoDB Atlas
MongoDB Atlas provides built-in vector search and a flexible document model so developers can build, scale, and run gen AI apps without stitching together multiple databases. From LLM integration to semantic search, Atlas simplifies your AI architecture—and it’s free to get started.
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File dupe-check and semi-automatic pruning. Stores hashes between runs so you needn't rehash every file every time you run the script. Good for large, static file collections.