Multi-model RAG with SurrealDB & LangChain
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Database
SurrealDB
The ultimate multi-model database for AI agents and applications
Getting started
The platform
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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
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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
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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
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