For AI agents: a documentation index is available at https://www.mongodb.com/docs/llms.txt — markdown versions of all pages are available by appending .md to any URL path.
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Products
Platform
Atlas
Build with the intelligent data platform
Platform Services
Database
Power critical apps with real-time data
Search
Deliver fast, relevant search at scale
Vector Search
Build AI apps with accurate context
Voyage AI
Embed meaning and rerank results
Atlas Agent Engine
Build, deploy, and govern agents in production
Self Managed
Enterprise Advanced
Manage your apps on your infrastructure
Community Edition
Develop locally with MongoDB, at no cost
Tools
Compass
Work with MongoDB data in a GUI
Integrations
Integrations with third-party services
Relational Migrator
Migrate to MongoDB with confidence
View All Products
Explore our full product suite
arrow-right
MongoDB 9.0
The best version of MongoDB ever built
arrow-right
Build with MongoDB Atlas
Get started for free in minutes
Sign Up
Explore Atlas Deployment Options
Find the right deployment for your use case
Learn more
Try Community Edition
Explore the latest version of MongoDB
Download
Resources
Documentation
Learn how to build with MongoDB and get started today
Skills and Certifications
Develop in-demand skills and earn MongoDB certifications
Books
Read books and e-books about MongoDB
MongoDB for Educators
Take advantage of educator resources
MongoDB for Students
Take advantage of student benefits
Community
Join a community of developers
Events and Webinars
Find an event or webinar near you
Resources Hub
Get help building the next big thing with MongoDB
arrow-right
Solutions
Use cases
Artificial Intelligence
Modernization
Payments
Serverless Development
Gaming
Intelligent Search
Edge and Mobile
Industries
Financial Services
Telecommunications
Healthcare
Retail
Public Sector
Manufacturing
Solutions Library
Organized and tailored solutions to kick-start projects
arrow-right
MongoDB AMP
Modernize applications up to 3x faster
Learn more
arrow-right
Startups and AI Innovators
For world-changing ideas and AI pioneers
Learn more
arrow-right
Customer Case Studies
Hear directly from our users
See stories
arrow-right
Company
Careers
Start your next adventure
Blog
Read articles and announcements
Newsroom
Read press releases and news stories
Partners
Learn about our partner ecosystem
Leadership
Meet our executive team
Company
Learn more about who we are
Contact Us
Reach out to MongoDB
Connect with an expert
arrow-right
Investors
Visit our investor portal
Learn more
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Pricing
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Vector Search
Quick Start
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Create Embeddings Manually
Use Cases & Design Patterns
Hybrid Search
Review Deployment Options
Vector Quantization
Improve Accuracy
Performance Benchmark
Multi-Tenant Architecture
Compatibility & Limitations
AI Integrations
Troubleshooting
Changelog
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Transactions
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Reference
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Build AI Applications
AI Model APIs
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AI Agents
Streaming Data
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Atlas Release Notes
Search & Vector Search Release Notes
Management
Client Libraries
Tools
Atlas Architecture Center
Documentation
Database
Atlas Agent Engine
VoyageAI Models
Get Started
Deployment
Development
Management
Client Libraries
Tools
Atlas Architecture Center
Database Manual
Select a version
Overview
Documents
Databases & Collections
Sample Data
Client Libraries
Connect to a Cluster
Database Users
CRUD Operations
Indexes
Data Modeling
Aggregation Operations
Search
Vector Search
Quick Start
Automated Embedding
Queries & Indexes
Native Reranking
Create Embeddings Manually
Use Cases & Design Patterns
Hybrid Search
Review Deployment Options
Vector Quantization
Improve Accuracy
Performance Benchmark
Multi-Tenant Architecture
Compatibility & Limitations
AI Integrations
Troubleshooting
Changelog
Time Series
Change Streams
Transactions
Data Federation
Development Checklist
Replication
Sharding
Performance
Charts
Reference
Support
Build AI Applications
AI Model APIs
AI Integrations
AI Agents
Streaming Data
Atlas Stream Processing
Atlas Triggers
Release Notes
Server Release Notes
Atlas Release Notes
Search & Vector Search Release Notes