Skip to content
letta-sdk
Guides
Guides
Tutorials
API Reference
Guides
Tutorials
API Reference
Guides
Tutorials
API Reference
Search
Ctrl
K
Discord
Forum
GitHub
Sign up
0
Getting started
Developer quickstart
Core Concepts
Introduction to Stateful Agents
Agent Development Environment (ADE)
Letta Overview
Prompts for Vibecoding
Letta FAQs
Building Agents
Building Stateful Agents with Letta
Context Hierarchy
Multi-modal (image inputs)
JSON Mode & Structured Output
Multi-Agent Systems
Agent File (.af)
Memory
Agent Memory
Memory Blocks
Multi-Agent Shared Memory
Archival Memory
Searching & Querying
Best Practices
Context Engineering
Exporting Archival Memories
Tools
Connecting Agents to Tools
Web Search
Code Interpreter
Letta Filesystem
Tool types
Base Tools
Define and customize tools
Utilities
Model Context Protocol
What is Model Context Protocol (MCP)?
Connecting Letta to MCP Servers
Connecting Letta to Remote MCP Servers
Connecting Letta to Local MCP Servers
Advanced usage
Building Custom Multi-Agent Tools
Creating Tool Rules
Using Tool Variables
Parallel Tool Calling
Building on the Letta API
Message Types
Streaming agent responses
Long-Running Executions
Scheduling
Human-in-the-Loop
User Identities
Role-Based Access Control
Client-Side Access Tokens
Integrations
Using the Letta Telegram Bot
Development Tools
Agent Development Environment (ADE)
Agent Development Environment (ADE)
Accessing the web ADE
Installing Letta Desktop
Agent Simulator
Context Window Viewer
Core Memory
Archival Memory
Data Sources
Tools
Agent Settings
Testing & evals
Letta Evals
Getting Started
Core concepts
Core Concepts
Suites
Datasets
Targets
Graders
Extractors
Gates
Configuration
Suite YAML Reference
Graders
Tool Graders
Rubric Graders
Multi-Metric Evaluation
Extractors
Built-in Extractors
Custom Extractors
Advanced
Custom Graders
Multi-Turn Conversations
CLI reference
CLI Commands
Results & metrics
Understanding Results
Troubleshooting
Troubleshooting
Templates & versioning
Introduction to Agent Templates
Versioning Agent Templates
Memory Variables
Self-hosting
Self-hosting Letta
Supported Models
Local tool execution
Collecting Traces & Telemetry
Model providers
OpenAI
Anthropic
Google AI (Gemini)
LM Studio
More providers
OpenAI-compatible endpoint
DeepSeek
AWS Bedrock
Groq
xAI (Grok)
Together
Google Vertex AI
Azure OpenAI
Ollama
vLLM
Advanced configuration
Database Configuration
Performance tuning
Inspecting your database
Installing Letta from source
Remote hosting
Deploying a Letta server remotely
Deploy Letta Server on Railway
Experimental
Groups
Sleep-time Agents
Voice agents
Voice Agents
Connecting with Livekit Agents
Connecting with Vapi
Additional Resources
Troubleshooting Letta Desktop
Troubleshooting the web ADE
Research background
Research Background
MemGPT
Legacy & migration
Legacy Agent Architectures
Architecture Migration Guide
MemGPT Agents (Legacy)
Workflows (Legacy)
Low-latency Agents (Legacy)
ReAct Agents (Legacy)
Heartbeats (Legacy)
Agent Architecture Naming History
1
Getting Started
Your First Letta Agent
Talk to Your PDF
Shared Memory Blocks
Memory
Building customer-specific relationship agents with Letta
Attaching and Detaching Memory Blocks
Memory Management
Advanced
Connect Your Custom RAG Pipeline to a Letta Agent
Activate Voice Mode
Advanced Topics
Serving multiple users
Integrations
Create a Discord Bot
Using the Letta Telegram Bot
Integrations
Multi-Agent
Build a multi-agent system with Letta
Connecting agents to each other
Multi-Agent Systems
2
API Reference
Overview
Client
Overview
Health
Agents
Overview
List
Create
Modify
Retrieve
Delete
Export File
Import File
Messages
Overview
List
Send
Modify
Stream
Cancel
Send Async
Reset
Summarize
Blocks
Overview
Retrieve
Modify
List
Attach
Detach
Tools
Overview
List
Attach
Detach
Update Approval
Folders
Overview
Attach
Detach
List
Files
Overview
Close All
Open
Close
List
Groups
Overview
List
Archives
Overview
Attach
Detach
Identities
Overview
Attach
Detach
Tools
Overview
Delete
Retrieve
Modify
List
Create
Upsert
Upsert Base Tools
Blocks
Overview
List
Create
Modify
Delete
Retrieve
Agents
Overview
List
Archives
Overview
Create
List
Modify
Retrieve
Delete
Passages
Overview
Delete
Folders
Overview
Retrieve
Modify
Delete
List
Create
Files
Overview
Upload
List
Delete
Agents
Overview
List
Models
Overview
List
Embeddings
Overview
List
Mcp Servers
Overview
Create
List
Retrieve
Delete
Modify
Connect
Refresh
Tools
Overview
List
Retrieve
Run
Runs
Overview
List
Retrieve
Messages
Overview
List
Stream
Usage
Overview
Retrieve
Steps
Overview
List
Steps
Overview
List
Retrieve
Metrics
Overview
Retrieve
Trace
Overview
Retrieve
Feedback
Overview
Create
Messages
Overview
List
Templates
Overview
Agents
Overview
Create
Tags
Overview
List
Identities
Overview
List
Create
Upsert
Retrieve
Modify
Delete
Properties
Overview
Upsert
Agents
Overview
List
Blocks
Overview
List
Groups
Overview
List
Create
Retrieve
Modify
Delete
Messages
Overview
Send
List
Stream
Modify
Reset
Batches
Overview
Create
List
Retrieve
Cancel
Messages
Overview
List
Auto
Light
Dark
Auto
Light
Dark
Discord
Forum
GitHub
Sign up
404
Page not found. Check the URL or try using the search bar.