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Vector Search

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Leverage vector embeddings alongside operational data to build scalable semantic search experiences integrated within MongoDB Atlas.
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Video

Navigating the Challenges of Building Centralized gen AI Tooling

The line between “super doable” and “super hard” isn’t always obvious when bringing AI to production. In the latest episode of our new People Who Ship series, Apoorva Joshi sits down with MongoDB’s John Ziegler to explore how his team built internal generative AI tools like Central RAG and MongoGPT and how they navigated challenges like permission-aware data, integrating diverse sources (think Google Drive and Zendesk!), and making it all work using MongoDB Atlas....
MongoDBVector Search

Jun 30, 2025
Video

How to Build an App with Semantic Search: Django, MongoDB Atlas & Voyage AI Tutorial

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Jun 23, 2025 | 18 min
Video

Build Agentic Workflows with Mastra - The TypeScript Agent Framework

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May 27, 2025 | 62 min
Vector Search Articles
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Article

Using SuperDuperDB to Accelerate AI Development on MongoDB Atlas Vector Search

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Sep 18, 2024 | 6 min read
Article

Discover Latent Semantic Structure With Vector Clustering

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Oct 11, 2024 | 10 min read
Article

AI Shop: The Power of LangChain, OpenAI, and MongoDB Atlas Working Together

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Sep 18, 2024 | 7 min read
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Vector Search Tutorials
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Tutorial

How to Deploy Vector Search, Atlas Search, and Search Nodes With the Atlas Kubernetes Operator

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Mar 14, 2025 | 10 min read
Tutorial

How to Seamlessly Use MongoDB Atlas and IBM watsonx.ai LLMs in Your GenAI Applications

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Mar 12, 2025 | 9 min read
Tutorial

DeepSeek and the Future of LLMs: Why MongoDB’s LLM-agnostic Approach Matters

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Feb 01, 2025 | 10 min read
Vector Search Videos
All Vector Search Videos
Video

Navigating the Challenges of Building Centralized gen AI Tooling

MongoDB thumbnail image
Play Button

Jun 30, 2025
Video

How to Build an App with Semantic Search: Django, MongoDB Atlas & Voyage AI Tutorial

MongoDB thumbnail image
Play Button

Jun 23, 2025 | 18 min
Video

Build Agentic Workflows with Mastra - The TypeScript Agent Framework

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Play Button

May 27, 2025 | 62 min
All Vector Search Content
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Article

AI Shop: The Power of LangChain, OpenAI, and MongoDB Atlas Working Together

Explore the synergy of MongoDB Atlas, LangChain, and OpenAI GPT-4 in our cutting-edge AI Shop application.
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Sep 18, 2024
Pavel Duchovny
Quickstart

Building RAG Pipelines With Haystack and MongoDB Atlas

Explore the integration of Haystack with MongoDB Atlas to build robust retrieval-augmented generation (RAG) pipelines.
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Sep 18, 2024
Pavel Duchovny
Quickstart

Quickstart Guide to RAG Application Using LangChain and LlamaIndex

In this tutorial, explore the capabilities of LangChain, LlamaIndex, and PyMongo with step-by-step instructions to use their methods for effective searching.
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Sep 18, 2024
Kushagra Kesav
Tutorial

Building AI Graphs With Rivet and MongoDB Atlas Vector Search to Power AI Applications

Join us for the convergence of database technology and AI. This guide dives into the integration of Rivet AI's graph builder with MongoDB Atlas.
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Sep 18, 2024
Cai GoGwilt (+2)
Tutorial

Add Memory to Your JavaScript RAG Application Using MongoDB and LangChain

Unlock the potential of your JavaScript RAG app with MongoDB and LangChain. Enhance AI systems with memory, improving response relevance.
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Sep 18, 2024
Jesse Hall
Tutorial

Build Smart Applications With Atlas Vector Search and Google Vertex AI

Leverage Atlas Vector Search to perform semantic search, Google Vertex AI for AI capabilities, and LangChain for integration to build smart applications.
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Sep 18, 2024
Venkatesh Shanbhag (+1)
Tutorial

Leveraging MongoDB Atlas Vector Search With LangChain

Discover the integration of MongoDB Atlas Vector Search with LangChain, in Python. Learn how semantic search and embeddings revolutionize data retrieval.
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Sep 18, 2024
Arek Borucki
Tutorial

Interactive RAG With MongoDB Atlas + Function Calling API

Learn how dynamic retrieval strategies, enhanced LLM performance, and real-time data integration can revolutionize your digital investigations.
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Sep 18, 2024
Fabian Valle
Tutorial

Leveraging OpenAI and MongoDB Atlas for Improved Search Functionality

This article delves into the integration of search functionality in web apps using OpenAI's GPT-4 model and MongoDB's Atlas Vector search.
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Sep 18, 2024
Pavel Duchovny
Tutorial

Build a JavaScript AI Agent With LangGraph.js and MongoDB

Learn how to build a powerful AI agent using LangGraph.js and MongoDB. This step-by-step guide will show you how to create AI-driven applications capable of remembering conversations, accessing databases, and delivering smart responses. Perfect for JavaScript developers looking to integrate AI into their web apps.
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Sep 18, 2024
Jesse Hall