Multi-model RAG with SurrealDB & LangChain
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SurrealDB
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Connect your AI tools directly to SurrealDB with the Model Context Protocol
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Vector and hybrid search
Combine vector, graph, and keyword search for improved AI context at scale
Graph and GraphRAG
Combine graph traversal and RAG to deliver lineage-aware, relationship-rich AI context at scale
Event-driven real-time sync
Combine streaming data, LLM inference, and push notifications for real-time applications
Functions and procedures
Deploy modular functions to streamline advanced in-database business logic
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Fuse classified data streams securely for mission-critical situational awareness
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Drive instant leaderboards, matchmaking, and personalised content at scale
Energy and Manufacturing
Monitor IoT telemetry and optimise assets with graph-native analytics
Retail and E-commerce
Deliver dynamic pricing, live inventory, and AI-driven recommendations in milliseconds
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Unify patient records and diagnostics while safeguarding PHI compliance
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Products
Database
SurrealDB
The ultimate multi-model database for AI agents and applications
Getting started
The platform
All features
Releases
Platform
SurrealDB Cloud
Scale effortlessly and securely without managing infrastructure
Surrealist
Manage your schema and data, with the visual IDE for SurrealDB
Sidekick
Your AI pair-programmer for SurrealQL, schema design, and data debugging
SurrealMCP
Connect your AI tools directly to SurrealDB with the Model Context Protocol
Integrations
Integrate SurrealDB with your chosen tech stack or AI framework
University
Get to grips with SurrealDB, and go from beginner to expert in just hours
Tools
SDKs
Build, connect, and integrate SurrealDB into your application or tech stack with the SurrealDB SDKs
Resources
Documentation
SurrealDB Cloud docs
Get started with SurrealDB Cloud
SurrealDB docs
Everything you need to install, query, and scale SurrealDB
Surrealist docs
Get started with managing your schema and visualising your data
Guides
AI tech stack
Learn how to simplify your AI tech stack, and build enterprise-scale applications quicker
Vector and hybrid search
Combine vector, graph, and keyword search for improved AI context at scale
Graph and GraphRAG
Combine graph traversal and RAG to deliver lineage-aware, relationship-rich AI context at scale
Event-driven real-time sync
Combine streaming data, LLM inference, and push notifications for real-time applications
Functions and procedures
Deploy modular functions to streamline advanced in-database business logic
Security and governance
Secure AI data pipelines and ensure compliance, with zero-trust access, row-level security, and observability
Discover
Blog
Stay up-to-date with news and updates
University
Go from beginner to expert in just hours
Watch and learn
Explore tutorials, demos, and insights
SurrealDB Labs
Explore tools, libraries & integrations
Solutions
By use case
Agentic and Gen AI
GraphRAG
Knowledge Graphs
Embedded and Edge
View all use cases →
By industry
Finance and FinTech
Power fraud detection, real-time risk, and high-volume trading analytics
Defence and Aerospace
Fuse classified data streams securely for mission-critical situational awareness
Gaming and Entertainment
Drive instant leaderboards, matchmaking, and personalised content at scale
Energy and Manufacturing
Monitor IoT telemetry and optimise assets with graph-native analytics
Retail and E-commerce
Deliver dynamic pricing, live inventory, and AI-driven recommendations in milliseconds
Healthcare
Unify patient records and diagnostics while safeguarding PHI compliance
Discover
Enterprise
Built for enterprises, SurrealDB delivers success through proven expertise
Go-live acceleration
Expert guidance to maximise the value of SurrealDB from day one.
Customer case studies
See how industry leaders use SurrealDB to turn challenges into innovations
Company
Contact us
Reach out to SurrealDB
Blog
Stay up-to-date with news and updates
Events
View past or upcoming events
Brand assets
Explore our brand library
Careers
Interested in joining the team? Check out our open positions
Store
Browse through the SurrealDB swag collection, for the perfect shade of pink
Open source
See all of the open source projects that make up the Surreal data platform
Ambassador Programme
Join the SurrealDB Ambassador Programme
Community
Join our community of maintainers, contributors, users, and surreal enthusiasts
GitHub
Discord
X
YouTube
LinkedIn
Reddit
Instagram
Stack Overflow
Medium
Dev
Pricing
GitHub
Sign in
Start your project
Build smarter knowledge graphs for data-rich applications
Build, secure, and ship apps faster, together in Surreal Cloud
Designing your schema in Surrealist
Run SurrealDB inside NodeJS, using our NodeJS engine
Getting Started with SurrealDB using our JavaScript SDK
10 tips and tricks for using Surrealist
Introducing SurrealDB University
How a luxury fashion retailer scaled personalised recommendations using SurrealDB and Gen AI
SurrealDB 2.0
Building a Medical Simulation Platform - Lessons learnt
Embed Surrealist in your projects
Surrealist for Power Users
Getting Started with Surrealist
Schemaless vs Schemafull Databases
Different ways to perform a Vector Search in SurrealDB
Building an App with Graph Relations, Live Queries & Authentication
How to do a Full-Text Search Query in SurrealDB using SurrealQL
Designing Success: A Developer’s Guide with Obinna Ekwuno
Traditional Databases to AI-Infused Systems
Live Q&A and walkthrough with Surrealist creator Julian Mills
Introducing Surrealist
Security in SurrealDB: Best Practices Discussion
1.4.0 Improved Table & Graph Schemas
Unlocking the Future of AI: Secure and Intelligent Retrieval with OpenAI and SurrealDB Vector Search
Relational-Style Relationships in SurrealDB
Graph-Style Relationships in SurrealDB
Contributors' Guide to SurrealDB
Document-Style Relationships in SurrealDB
How to Simplify Your Tech Stack with SurrealDB
1.3.0 - ANN Vector Search & SurrealKV Storage Engine
Embedded Scripting Functions
1.2.0 Improved Binary Protocol & JWKs
How To Improve Your (Database) Relationships
Vector Embeddings
Deploy SurrealDB to Kubernetes with GitOps - Ryota Sawada (recorded live at SurrealDB Social)
How I built a SaaS powered by SurrealDB (recorded live at SurrealDB Social)
How Rust gave SurrealDB an edge in the database world
SurrealDB 1.0 & Beyond with CEO Tobie Morgan Hitchcock (recorded live at SurrealDB Social)
How to handle big data properly with SurrealDB
Data Modelling and Performance
Record IDs, Expressions and Graphs
All About Python
Full-Text Search Indexing
JavaScript Library with Micha & Tobie
Live Queries with Tobie & Hugh
Record IDs with Tobie & Alex
All About SurrealQL
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