Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions.
Scanned 9/2/2026
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---
name: "Add managed long-term memory to LangGraph agents with LangMem"
slug: "add-managed-long-term-memory-to-langgraph-agents-with-langmem"
description: "Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions."
github_stars: 1502
verification: "security_reviewed"
source: "https://github.com/langchain-ai/langmem"
author: "LangChain"
publisher_type: "organization"
category: "Developer Tools"
framework: "Custom Agents"
tool_ecosystem:
github_repo: "langchain-ai/langmem"
github_stars: 1502
---
# Add managed long-term memory to LangGraph agents with LangMem
Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions.
## Prerequisites
Python, langmem, LangGraph or LangChain agent runtime, persistent store such as Postgres for production, LLM provider API key
## Installation
Use the upstream install or setup path that matches your environment:
- pip install -U langmem
Requirements and caveats from upstream:
- python
Basic usage or getting-started notes:
- Configure your environment with an API key for your favorite LLM provider:
- export ANTHROPIC_API_KEY="sk-..." # Or another supported LLM provider
- Here's how to create an agent that actively manages its own long-term memory in just a few lines:
- Source: https://github.com/langchain-ai/langmem
- Extracted from upstream docs: https://raw.githubusercontent.com/langchain-ai/langmem/HEAD/README.md
## Documentation
- https://langchain-ai.github.io/langmem/
## Source
- [Agent Skill Exchange](https://agentskillexchange.com/skills/add-managed-long-term-memory-to-langgraph-agents-with-langmem/)
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