MemGuard — Open-source memory validation layer for Mem0 agents

[ac12644]

Hey Mem0 community! 👋

I built MemGuard — an open-source sidecar service that continuously validates whether facts stored in AI agent memory
systems are still true.

The Problem

Agents using Mem0 store facts like "John is a Senior Engineer" or "Pro plan costs $99/month." These facts go stale silently —
the agent keeps using them confidently, delivering wrong answers without any warning.

Memory systems decay by access frequency or TTL, but a frequently-retrieved fact about a user's employer is highly relevant
until it's wrong — then it becomes confidently wrong.

What MemGuard Does

It sits beside Mem0 (doesn't replace it) and:

• Connects to your Mem0 instance via the REST API
• Syncs all memories into a validation layer
• Validates each fact using 5 strategies (source re-fetch, cross-reference, semantic drift via LLM, temporal pattern
  prediction, causal chain analysis)
• Scores every memory with a trust score (0–100%)
• Quarantines facts that fall below threshold so agents stop using them
• Exposes MCP tools so agents can call validate_memory() before acting on stored facts

Built-in Mem0 Connector

MemGuard has a native Mem0 connector — just provide your API key and user_id:

docker-compose up
# Open localhost:3000 → Add Connector → Mem0 → Enter key → Sync

Tested live with real Mem0 data (24 memories synced and validated).

Screenshots

https://raw.githubusercontent.com/ac12644/MemGuard/main/docs/screenshots/screenshot-6.png                                       
 
https://raw.githubusercontent.com/ac12644/MemGuard/main/docs/screenshots/screenshot-5.png                                       
                                                          
Links                                                                                                                           
 
- GitHub: https://github.com/ac12644/MemGuard                                                                                   
- Setup: One command — docker-compose up                  
- License: Apache 2.0                                                                                                           
 
Also supports Zep, Letta, LangMem, and any REST API.                                                                            
                                                          
Would love feedback from the community — especially on which validation strategies matter most for your use cases!              
                                                          
This positions it as complementary to Mem0 (not competitive), shows real integration, and invites discussion.