A collection of answers to Frequently asked questions about Mem0.

Introduction

Mem0 is a self-improving memory layer for LLM applications, enabling personalized AI experiences that save costs and delight users.

Mem0

Overview

Quickstart

FAQs

Empower your AI applications with long-term memory and personalization

Get started with Mem0 Platform in minutes

Guide

Advanced Retrieval

Multimodal Support

Mem0 supports customizing the memories you store, allowing you to focus on pertinent information while omitting irrelevant data.

Memory Customization

Enhance your product experience by adding custom categories tailored to your needs

Custom Categories

Enhance your product experience by adding custom instructions tailored to your needs

Custom Instructions

Bypass the memory deduction phase and directly store pre-defined memories for efficient retrieval

Direct Import

Async Client

Export memories in a structured format using customizable Pydantic schemas

Memory Export

Enhance your memory system with graph-based knowledge representation and retrieval

Features

OpenAI Compatibility

Enhance your product experience by adding custom prompts tailored to your needs

Custom Prompts

V1 Get Memories

V2 Get Memories

Add Memories

Delete Memories

Get Memory

Update Memory

Delete Memory

V1 Search Memories

Search memories based on a query and filters.

V2 Search Memories

Memory History

Batch update multiple memories (up to 1000) in a single API call.

Batch Update Memories

Batch delete multiple memories (up to 1000) in a single API call.

Batch Delete Memories

Create a structured export of memories based on a provided schema.

Create Memory Export

Get Memory Export

Get Users

Delete User

Get Organizations

Get Organization

Create Organization

Delete Organization

Retrieve a list of projects for a specific organization.

Get Projects

Retrieve details of a specific project within an organization.

Get Project

Update Project

Create a new project within an organization.

Create Project

Delete a specific project and its related data.

Delete Project

How to integrate Mem0 into other frameworks

Vercel AI SDK

CrewAI

Langchain

LangGraph

LlamaIndex

Integrate Mem0 with LangChain tools to enable AI agents to store, search, and manage memories through structured interfaces

API Reference