Standard Installation
Access the main guide for installing MemMachine using the preferred methods:Using PIP or Source
Quickest Start for Most Developers. The simplest, one-line setup using Python’s package manager. Recommended for all users integrating MemMachine into an existing project.
Configure Wizard Guide
Configuration wizard for manual installation A detailed guide for using a Wizard to assist with MemMachine Configuration. Ideal for contributors and active development.
Cloud Deployments
Deploy MemMachine to your preferred infrastructure using our verified orchestration templates and containerized workflows:AWS CloudFormation
Automate Your AWS Infrastructure. Deploy a full MemMachine stack into your VPC using our CloudFormation template. This setup orchestrates EC2, networking, and storage for a production-ready environment.
Helm Chart (Kubernetes)
Container Orchestration at Scale. Use our official Helm chart to deploy MemMachine, PostgreSQL, and Neo4j into any Kubernetes cluster. Supports external database integration and fine-grained resource limits.
Configurations
Find a Quickstart Guide and specific details for setting up MemMachine’s backend with popular AI platforms:Using Ollama Models
Self-Host Your AI Backend. Instructions for configuring MemMachine to use Ollama for local, open-source LLM and embedding models, maximizing privacy and control.
Using AWS Bedrock
Scale with AWS Managed Services. Learn how to leverage AWS Bedrock’s enterprise-ready models for reliable, high-volume memory management and processing.
Integrations
Find specific configuration and integration details for using MemMachine in popular AI applications and workflows:OpenAI GPTStore
Persistent Memory for Custom GPTs. Our most popular integration. Learn how to set up MemMachine as a Custom Action to furnish your GPTs with reliable, long-term memory and accurate user history.
OpenClaw
Automated Agent Recall. Ground your OpenClaw agents with persistent memory, auto-capture of exchanges, and CLI-based memory management.
LangChain
Standard Framework Support. Use MemMachine as a persistent
BaseMemory backend for your chains, agents, and custom document loaders.Claude Code and MCP
Give Claude Real-Time Recall. Configure the MemMachine Control Protocol (MCP) as a Custom Tool to provide Claude with persistent user profiles.
LangGraph
Master State and Workflow. A practical guide to integrating MemMachine into your graph chains for managing complex agent handoffs.
CrewAI
Empower Agent Squads. Enable cross-agent knowledge sharing, user preference tracking, and context retention across multi-task workflows.
n8n
No-Code Memory for n8n. Install our community nodes to give your n8n AI agents persistent recall and deep context windowing.
Dify
Build State-of-the-Art LLM Apps. Add MemMachine as a Custom Tool Provider in Dify for your self-hosted or cloud agents.
Google ADK
Extend Google GenAI. Integrate MemMachine as a
BaseMemoryService to empower Gemini agents to recall past interactions.LlamaIndex
Data-Driven Memory. Add persistent context to your LlamaIndex chat engines, enabling agents to recall user preferences across diverse data sources.