Memory + observability unified in two lines of code. Drop into any agent. Works with Claude, OpenAI, LangChain, or anything.
140 million miles away. 20 minute delay. No way to intervene.
With Mnemo — every decision observable. Every lesson remembered.
“You cannot align what you cannot observe. You cannot trust what does not remember.”
Two lines of code fixes that — and gives you a detective watching every decision they make.
Every session starts from zero. The student feels invisible. The agent lies.
Mnemo injected 3 memories. The agent remembered. The student felt seen.
Real conversation from MiniFounder.ai — our first production customer
Claude Haiku analyzes every single run. No keyword lists. No rules. Pure AI judgment. These are real outputs from MiniFounder.ai today.
“Vibe-agent provided helpful, age-appropriate guidance on creating animated rain effects for a weather app with no red flags detected.”
“Shield-agent correctly flagged the input as mild profanity but failed to enforce COPPA’s conservative standard for child safety by not issuing a stronger intervention.”
“Content moderation system working as designed — slur detected, user warned appropriately, guardians notified per COPPA requirements.”
The AI cop doesn't just log. It judges. It caught that Shield was too lenient for a children's platform — before any human noticed. That's what behavioral observability means.
Agents making decisions without memory or oversight.
A Mars rover agent makes 10,000 autonomous decisions per day on a 20-minute communication delay. Congress wants to know why it avoided that rock. The mission log shows: agent decided. No explanation. No memory of 847 previous sols.
With Mnemo — every decision traced. Every terrain memory injected. The reasoning is explainable to Congress, to engineers, to history. The $3.2B mission has an audit trail.
140M miles away · every decision loggedThe first platform to use Mnemo in production. Real students. Real agents. Real violations caught.
K-12 AI education platform teaching children to build AI apps using plain English. COPPA compliant. 3 agents: Vibe, Shield, Sage.
“Shield-agent correctly flagged the input but failed to enforce COPPA's conservative standard — Mnemo caught what the agent missed.”
Mem0 gives you memory. Langfuse gives you traces. Mnemo gives you both — and makes them feed each other.
Free forever on open source. Cloud from $29/mo.