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AI toolsModels & APIsMongoDB Atlas Vector Search

Added Oct 28, 2026

MongoDB Atlas Vector Search

Freemium
🇺🇸 United StatesMongoDBModels & APIs views clicks to the websiteNo ratings
Use tool

Vector search built into MongoDB Atlas with Voyage AI embeddings

Vector indexes in AtlasHybrid text and vector searchVoyage AI embeddingsAutomated embeddingDocument filteringFreemium
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mongodb.com
MongoDB Atlas Vector SearchVector search built into MongoDB Atlas with Voyage AI embeddingsVisit mongodb.com

What is MongoDB Atlas Vector Search?

MongoDB Atlas Vector Search lets you store embeddings in MongoDB documents and query them with vector search alongside regular queries. It suits teams already on MongoDB that want RAG or semantic search without a separate database.

Vector indexes support filtering on document fields and hybrid search combining text and vectors. MongoDB owns Voyage AI and offers its embedding and reranking models through an Atlas API, plus automated embedding in preview.

Vector search is available on the free Atlas tier for testing, and production use is billed through Atlas cluster or dedicated search node pricing on AWS, Google Cloud or Azure.

Features

  • Vector indexes in Atlas
  • Hybrid text and vector search
  • Voyage AI embeddings
  • Automated embedding
  • Document filtering

Tags

Vector SearchDatabaseRAGEmbeddings

Releases

+ Submit new release
  1. ListedOct 28, 2026

    MongoDB Atlas Vector Search was added to the directory.

Organization

MongoDB

🇺🇸 United States

Listed by kitio.ai · unverified owner

Pricing

Pricing model
Freemium
Paid options from
Not listed

MongoDB Atlas Vector Search plans

  • Free

    Free

    • 512 MB storage
    • Shared RAM and vCPU
    • Free forever
  • Flex

    $0.011/hr, up to $30/mo

    • 5 GB storage
    • Shared RAM and vCPU
    • Billed by ops/second tier
  • Dedicated

    From $0.08/hr

    • 10 GB to 4 TB storage
    • 2 GB to 768 GB RAM
    • Starts at about $57/mo
  • Enterprise Advanced

    Contact sales

    • Self-managed MongoDB
    • Search and Vector Search add-on
    • Consultative support

Prices in USD, checked Oct 28, 2026. Plans change often, so confirm on the MongoDB Atlas Vector Search site.Official pricing

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Top MongoDB Atlas Vector Search alternatives

View all
SinglebaseNew

Models & APIs

Database and backend with scoped data access for AI agents

From $9/mo
OpenAI API

Models & APIs

Developer API for GPT, reasoning, image, audio and embedding models

Paid🇺🇸Made in United States
Faiss

Models & APIs

Open-source library for similarity search over dense vectors

Free🇺🇸Made in United States
pgvector

Models & APIs

Open-source vector similarity search extension for Postgres

Free

Compare MongoDB Atlas Vector Search

  • MongoDB Atlas Vector Search vs Singlebase
  • MongoDB Atlas Vector Search vs OpenAI API
  • MongoDB Atlas Vector Search vs Faiss
  • MongoDB Atlas Vector Search vs pgvector

If you liked MongoDB Atlas Vector Search

  • SingleStore

    Real-time SQL database for AI apps, with vectors and a plain-English analyst

    Free trialData & analytics🇺🇸Made in United States
    Visit
  • Cohere

    Enterprise models for chat, embeddings and reranking with private deployment

    FreemiumModels & APIs🇨🇦Made in Canada
    Visit
  • Pinecone

    Managed serverless vector database for search and RAG

    Freemium · $20/moModels & APIs🇺🇸Made in United States
    Visit
  • Jina AI

    Embedding, reranking and web reader APIs for search applications

    FreemiumModels & APIs
    Visit
  • Weaviate

    Open-source vector database with hybrid search and built-in vectorizers

    Freemium · $45/moModels & APIs🇳🇱Made in Netherlands
    Visit

Pros and cons

Pros

  • No separate vector store
  • Strong embedding models included
  • Free tier for testing

Cons

  • Best if you already use MongoDB
  • Search nodes add cost
  • Some features in preview

Prompts & results

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Reviews

Q&A

What is MongoDB Atlas Vector Search?

MongoDB Atlas Vector Search lets you store embeddings in MongoDB documents and query them with vector search alongside regular queries. It suits teams already on MongoDB that want RAG or semantic search without a separate database.

How much does MongoDB Atlas Vector Search cost?

MongoDB Atlas Vector Search is freemium.

Is there a free version of MongoDB Atlas Vector Search?

Yes. MongoDB Atlas Vector Search has a free plan, and paid plans add more usage and features.

What are the main features of MongoDB Atlas Vector Search?

Vector indexes in Atlas, Hybrid text and vector search, Voyage AI embeddings, Automated embedding, Document filtering.

Who makes MongoDB Atlas Vector Search?

MongoDB Atlas Vector Search is made by MongoDB.

What are the best alternatives to MongoDB Atlas Vector Search?

Popular alternatives include Singlebase, OpenAI API, Faiss.

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