Operational intelligence for AI agents

Dont Observe - Audit your AI Agent

When production agents drift, guesswork costs hours. ZizkaDB gives you replay, lineage, and drift alerts so you fix behavior before users notice.

Works with your stack

Python SDK
pip install zizkadb-sdk
TypeScript SDK
npm i zizkadb-sdk
Cursor MCP
Native tools
REST API
Any language
Open source
AGPL · self-host
Managed cloud
db.zizka.ai

Two ways to run ZizkaDB

Same product. Your infrastructure or ours.

Explore the dashboard your team gets — self-host the OSS stack or use managed cloud with Fleet.

Open source

Docker Compose on your infra. Activity, Behavior, Reports, and Suggestions out of the box.

Self-hosted · demo
Recent sessions
14:02:11tool_callsearch_policy_docsok
14:02:09llm_responseRefund window is 14 days…warn
14:01:58session_startcustomer-4821ok

Managed cloud

Hosted on db.zizka.ai — includes Fleet ranking across agents and projects.

Managed cloud · demo
Recent sessions
14:02:11tool_callsearch_policy_docsok
14:02:09llm_responseRefund window is 14 days…warn
14:01:58session_startcustomer-4821ok

Why ZizkaDB

Stop debugging agents in the dark.

Production agents need operational data — not just logs. ZizkaDB monitors behavior so your team can correct it.

How agents fail in prod
  • ·Prompt tweaks silently change decisions
  • ·Tool calls skip policy without anyone noticing
  • ·Same question, different answers across sessions
  • ·Logs show what happened — not why
What that costs you
  • ·Wrong answers reach customers
  • ·Engineering burns time on blind debugging
  • ·Token spend climbs as agents retry
  • ·Trust erodes before you find root cause
With ZizkaDB
  • Replay any session end-to-end
  • Measure drift against your baseline
  • Trace decisions with causal lineage
  • Catch regressions before they ship

See what changes when you can replay any session

Same incident. Without ZizkaDB you guess. With it you see the exact decision trail.

WITHOUT ZIZKADB
Your team today
Customer
Your bot told me refunds take 30 days. That is wrong.
Your team
Can you send a screenshot? We will check the logs.
Engineering
Logs show nothing useful. Maybe a prompt issue?
Hours lost. Still no root cause.
WITH ZIZKADB
Same incident, 2 minutes later
Drift alert
Refund answers changed after prompt v2 deploy.
Replay
Agent skipped policy doc, used outdated FAQ chunk.
Fix
Roll back prompt. Confirm baseline restored.
Root cause found. Prompt rolled back.

For teams building with agents

Integrate in an afternoon. Debug in minutes.

Log from Python, TypeScript, MCP, or REST. One API key per agent — no heavy infra project.

⚙️

Connect your stack

Python SDK, TypeScript SDK, MCP, or REST. Self-host with Docker or use managed cloud.

5-minute setup
🔍

Debug production incidents

Prompt change broke behavior? Replay the full session, trace the decision chain, find root cause.

🏢

Enterprise & private cloud

Single-tenant VPC deployment with Fleet dashboard, workshops, and dedicated support.

Trust and security

Production-ready from day one

📦
Open source
AGPL license. Inspect, fork, self-host free.
🏠
Self-host free
Docker Compose on your own infrastructure.
🔒
Checksum-backed events
Tamper-evident decision history.
🇪🇺
Managed cloud
db.zizka.ai when you want zero ops.

Pricing

Self-host free. Scale on cloud when you need to.

Full monitoring and session replay on every plan.

Self-Hosted
Freeforever
  • 1 API key
  • Your infrastructure
  • Docker Compose
  • Community support
POPULAR
Pro
€29/ month
  • 50k events / month
  • 3 active API keys
  • Email support
Team
€69/ month
  • 100k events / month
  • 10 active API keys
  • Priority support
Enterprise
Annual License1 Year
  • Single-tenant VPC deployment
  • Up to 50 agents
  • Fleet dashboard and ranking
  • Install + integration workshop

Compare

Operational database vs traces, memory, and vectors

Vector DBs store embeddings. Traces show spans. ZizkaDB stores agent decisions, lineage, and drift.

CapabilityLangSmithMem0PineconeZizkaDB
Agent event logging
Causal lineage~
Time travel (state at T)
Semantic search on history
Behavioral baseline / drift
Cross-agent fleet queries
Self-host free
Agent event logging
LangSmith
Mem0
Pinecone
ZizkaDB
Causal lineage
LangSmith
~
Mem0
Pinecone
ZizkaDB
Time travel (state at T)
LangSmith
Mem0
Pinecone
ZizkaDB
Semantic search on history
LangSmith
Mem0
Pinecone
ZizkaDB
Behavioral baseline / drift
LangSmith
Mem0
Pinecone
ZizkaDB
Cross-agent fleet queries
LangSmith
Mem0
Pinecone
ZizkaDB
Self-host free
LangSmith
Mem0
Pinecone
ZizkaDB

~ = partial support. Verify competitor docs before external debates.

Fix behavior before production breaks

Managed cloud on db.zizka.ai, or self-host the open source stack anytime.

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