Agent Monitor

Know when your agent fails before your users do.

Real-time alerts for hallucinations, scope violations, missed escalations, and jailbreaks: custom to your agent's behavior.

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Agent Monitor Last 7 days
7d 30d
Flagged 0
Issues 0
Total 0
No Concerns 0
CRITICAL Hallucination Over Tool Results
7 instances
CRITICAL Stale Context in Persistent Conversation
5 instances
HIGH Wrong Tool Selection
3 instances
HIGH Jailbreak Attempt Not Blocked
2 instances
Incident Detail
CONV-28173
1 User Message
12ms
2 Classification
112ms
3 Context Retrieval
stale
4 Response
3.15s
Stale Context Detected Agent used pricing data cached 3 weeks ago. Current pricing differs from response.
How It Works

Live in under a day.

1 We configure your monitors
Custom monitoring buckets built around your agent's specific failure modes.
✓ Hallucination detection
✓ Stale context checks
✓ Jailbreak guardrails
Scope violation rules
+ your custom rules
2 Send us your traces
One API call. Works with any framework — LangChain, CrewAI, custom agents. 
mem0.trace(
  agent_id="support-v2",
  conversation=conv,
  response=agent_output
)
✓ 200 OK — traced in 23ms
3 Get alerted instantly
Real-time notifications when your agent hits a monitoring bucket in production.
Hallucination detected Agent fabricated pricing in CONV-28173 2 seconds ago
Scope violation Agent accessed restricted data in CONV-28190 14 seconds ago
Custom issue categories
Define the failure modes that matter for your agents. We build monitoring buckets tailored to your use case.
Hallucination Over Tool Results CRITICAL
Stale Context in Persistent Conversation CRITICAL
Wrong Tool Selection HIGH
Full conversation replay
See the actual user conversation. Understand what the user asked, what the agent responded, and where it went wrong.
Is the Pro plan still $29/month?
Yes, the Pro plan is $29/month with unlimited users and priority support.
Pricing updated 3 weeks ago — Pro is now $39/mo. Agent used cached data.
Step-by-step trace
See every step in the agent's reasoning chain. Classification, tool calls, context retrieval, response generation.
LLM reasoning
Understand why the AI flagged a trace. Plain-language explanations of what went wrong and the potential impact.
Custom monitoring buckets
Every deployment is individually configured. We analyze your agent's behavior and build monitoring categories tailored to your specific failure modes.
Across Industries

Custom monitoring for every vertical.

Healthcare 8 monitors active
Patient safety depends on real-time, accurate data.
Stale vitals referenced
3 today
Drug interaction missed
1 today
HIPAA scope check
0 today
Finance 6 monitors active
Wrong rates mean wrong allocations at scale.
Stale market rates used
5 today
Portfolio drift undetected
2 today
Compliance scope exceeded
0 today
E-commerce 7 monitors active
One wrong price erodes customer trust instantly.
Cached pricing served
4 today
Promo code hallucinated
1 today
Return policy outdated
0 today
Legal 6 monitors active
Citing amended regulations puts clients at risk.
Stale citation referenced
2 today
Jurisdiction scope error
1 today
Confidentiality breach
0 today
Healthcare 8 monitors active
Patient safety depends on real-time, accurate data.
Stale vitals referenced
3 today
Drug interaction missed
1 today
HIPAA scope check
0 today
Finance 6 monitors active
Wrong rates mean wrong allocations at scale.
Stale market rates used
5 today
Portfolio drift undetected
2 today
Compliance scope exceeded
0 today
E-commerce 7 monitors active
One wrong price erodes customer trust instantly.
Cached pricing served
4 today
Promo code hallucinated
1 today
Return policy outdated
0 today
Legal 6 monitors active
Citing amended regulations puts clients at risk.
Stale citation referenced
2 today
Jurisdiction scope error
1 today
Confidentiality breach
0 today

Stop guessing why your agent failed.

15-minute call. We'll show you how Mem0 traces every agent decision in production.

Book a Demo

We'll map your agent's top failure modes — free, no strings.