mem0

Universal memory layer for AI Agents

24 articles 48.9k View on GitHub ↗
24 articles
Mem0 Hosted API vs Self-Hosted: Complete Guide to Limits and Rate Limits

Compare Mem0 hosted API and self-hosted limits. Understand rate limits and memory quotas for your application with our complete guide.

deep-dive
Mar 7, 2026
How Mem0 Handles Memory Updates: Explicit API and LLM-Driven Triggers Explained

Discover how Mem0 handles memory updates using its explicit API and LLM-driven triggers. Learn about precise control and automatic refinements for your AI memory.

deep-dive
Mar 7, 2026
Mem0 Reranker Implementations Compared: ZeroEntropy, Cohere, HuggingFace, SentenceTransformer, and LLM Options

Explore Mem0 reranker implementations: ZeroEntropy, Cohere, HuggingFace, SentenceTransformer, and LLM. Compare cloud vs local hosting, API vs cross-encoder scoring, and batch processing for optimal performance.

comparison
Mar 7, 2026
How to Set Up Mem0 with Docker: Complete Installation and Deployment Guide

Easily deploy Mem0 with Docker using a single cURL command. This guide covers installation and deployment, setting up the Memory Control Plane, vector store, and UI.

how-to-guide
Mar 7, 2026
Debugging Mem0 When Memories Aren't Returned: Essential Tools and Techniques

Troubleshoot Mem0 not returning memories with Python debug logging and telemetry. Inspect filters, vector store ops, and metadata in real time.

debugging-guide
Mar 7, 2026
How Mem0 Handles Multimodal Memories: Images and Videos in AI Conversations

Discover how Mem0 manages multimodal memories like images and videos in AI conversations. Learn about text conversion and unified retrieval for seamless chat experiences.

deep-dive
Mar 7, 2026
Token Usage and Cost Implications of Using Mem0 at Scale

Discover Mem0’s remarkable 90% token reduction and gain insights into scalable cost management for LLM deployments with its precise token usage tracking.

performance
Mar 7, 2026
How to Implement Custom Memory Retention and Cleanup Policies in Mem0

Learn how to implement custom memory retention and cleanup policies in Mem0. Orchestrate delete methods for time-based or metadata-driven control over your data storage.

how-to-guide
Mar 7, 2026
Security Considerations When Using Mem0 with Sensitive User Data: A Complete Guide

Secure sensitive user data in Mem0 by managing credentials, sanitizing telemetry, encrypting vector stores, and using session scoping. Learn best practices for PII protection.

security
Mar 7, 2026
How Does Mem0 Handle Telemetry and Data Collection? (Opt-Out Guide)

Discover how Mem0 handles telemetry and data collection. Learn to easily disable anonymous usage statistics by setting the MEM0_TELEMETRY environment variable to a falsy value.

how-to-guide
Mar 7, 2026
Best Practices for Integrating Mem0 with LangGraph or CrewAI

Learn best practices for integrating Mem0 with LangGraph and CrewAI. Discover how to enhance LLM agent memory and context management for seamless workflow development.

best-practices
Mar 7, 2026
How to Migrate from Mem0 v0.x to v1.0: Breaking Changes and Upgrade Guide

Easily migrate from Mem0 v0.x to v1.0. Discover breaking changes and follow our upgrade guide to update arguments, response handling, and client modes for a smooth transition.

migration-guide
Mar 7, 2026

Have a question about this repo?

These articles cover the highlights, but your codebase questions are specific. Give your agent direct access to the source. Share this with your agent to get started:

Share the following with your agent to get started:
curl -s "https://instagit.com/install.md"

Works with
Claude Codex Cursor VS Code OpenClaw Any MCP Client

Maintain an open-source project? Get it listed too →