MIT open source · pip install mnemo-sdk

AI agents think.
Now they remember.
And you can watch.

Memory + observability unified in two lines of code. Drop into any agent. Works with Claude, OpenAI, LangChain, or anything.

View on GitHub
2
LINES OF CODE
MIT
OPEN SOURCE
HIPAA
COMPLIANT
4
SUBSYSTEMS
SPACE · FINANCE · HEALTHCARE · AGI SAFETY
MNEMO
SPACE EXPLORATION
MARS ROVER AGENT · SOL 847
140M miles from Earth20min signal delay$3.2B mission
|
AGENT REASONING
Retrieving terrain memory from Sol 203-846...
Pattern match: similar basalt formation caused wheel slip Sol 441
Decision: route via northern ridge — 94% safer based on 847 runs
MemoryACTIVE
847 RUNS12 INJECTED3 TYPES
EPISODIC · SOL 441episodic
basalt field caused 23% wheel slip — avoided north path
PATTERN · 847 RUNSpattern
ridge routes 94% safer than crater floors in similar geology
SEMANTIC · MISSIONsemantic
sample collection priority: iron oxide formations only
ObservabilityTRACING
4 TRACES0 ALERTS1 BLOCKED
memory retrieved · 847 past runs scanned0.3sok
route decision · northern ridge selected1.1sok
Decision explainable — full audit trail ready for mission control

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.”

THE MEMORY PROBLEM

Your agents forget everything.
Every single session.

Two lines of code fixes that — and gives you a detective watching every decision they make.

WITHOUT MNEMO
What did I build in the past, do you remember?
I don't have access to your previous projects right now — my memory is starting fresh!

Every session starts from zero. The student feels invisible. The agent lies.

WITH MNEMO
What did I build in the past, do you remember?
Yes! You built a weather app last session with rain animations! Want to level it up or build something new?

Mnemo injected 3 memories. The agent remembered. The student felt seen.

Real conversation from MiniFounder.ai — our first production customer

THE AI COP LAYER

Every agent run gets a detective's case note. Automatically.

Claude Haiku analyzes every single run. No keyword lists. No rules. Pure AI judgment. These are real outputs from MiniFounder.ai today.

VIBE-AGENT
ok · sev 1/10weather app session · just now
AI COP SUMMARY

Vibe-agent provided helpful, age-appropriate guidance on creating animated rain effects for a weather app with no red flags detected.

SHIELD-AGENT
warning · sev 5/10content moderation · 1h ago
AI COP SUMMARY

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.

SHIELD-AGENT
ok · sev 0/10slur detected · 2h ago
AI COP SUMMARY

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.

ANY INDUSTRY. ANY AGENT.

The stakes are different.
The problem is the same.

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 logged
PRODUCTION CUSTOMER

MiniFounder.ai — live today

The first platform to use Mnemo in production. Real students. Real agents. Real violations caught.

MiniFounder.ai

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.”

17RUNS TODAY
3AGENTS WATCHED
100%CATCH RATE
WHY MNEMO

Memory + Observability. Nobody else has both.

Mem0 gives you memory. Langfuse gives you traces. Mnemo gives you both — and makes them feed each other.

Every other tool today

Memory tools store — zero observability
Observability tools log — zero memory
Two tools, two integrations, zero connection
TypeScript only or framework lock-in
No compliance for healthcare or edtech
Alerts don't know agent history

Mnemo

Memory AND observability — one SDK, two lines
Every trace auto-becomes a memory for next run
Alerts learn what "normal" looks like over time
Python first — any LLM, any framework
HIPAA · FERPA · COPPA built in
Failure patterns surface automatically
🧠
Persistent Memory
Episodic, semantic, and pattern memory across every run
📊
Full Observability
Every decision traced via Langfuse + OpenTelemetry
🔔
Smart Alerts
Latency spikes, missing memories, error rates, custom rules
🏥
Compliance Mode
HIPAA, FERPA, COPPA audit trails for regulated industries
🔌
Any LLM
Works with Claude, OpenAI, LangChain, or raw HTTP
Two Lines of Code
Drop-in layer on top of whatever you already use

Pricing

Open Source
Freeforever
You run the infrastructure
Full Python + TypeScript SDK
Deploy to your own Railway
Your own Supabase + Mem0
1,000 runs/month on your infra
Unlimited agent types
No AI Cop analysis
Community support on GitHub
View self-hosting guide →
MOST POPULAR
Cloud Solo
$29/mo
We run everything for you
Zero setup — 2 lines of code
Our Railway, Supabase, Mem0, Langfuse
10,000 runs/month included
5 agent types
AI Cop analysis on every run
Email support from Dharma directly
Cloud Teams
$99/mo
We run everything, for your team
Everything in Solo
50,000 runs/month included
Unlimited agent types
10 team member logins
Mission Control for whole team
Drift detection + pattern alerts
Priority support
Enterprise
Custom
Your infrastructure or ours
Unlimited runs/month
Unlimited agent types
Dedicated Railway deployment
HIPAA · FERPA · COPPA compliance
SSO + full audit trail
Custom data retention policies
SLA with guaranteed uptime

Your agents are thinking. Make them remember.

Free forever on open source. Cloud from $29/mo.

pip install mnemo-sdk[all]