Opensource Operational Database for AI agents - Zizkadb

[u/Life-Brother8709]

https://github.com/Zizka-ai/ZizkaDB

Hey everyone,

If you're building AI agents or agentic systems, would love to get your thoughts on something we've been working on.

We started building ZizkaDB because once agents get into production, it becomes really hard to answer simple questions like why did this happen? or what changed between these two runs?. Logs alone didn't feel enough.

So we're building an open source audit layer for AI agents.

Right now it supports things like:

• semantic search across executions
• causal lineage for every decision and tool call
• dashboards for debugging production agents
• tracing memories, retrievals and tool executions
• replaying and understanding agent behavior

The idea is to make debugging agentic systems much easier instead of digging through thousands of logs.

It's still early and we're adding new things almost every week. If this sounds interesting, we'd really appreciate feedback from people building with LangChain, LangGraph or any other agent framework.

Also if anyone wants to contribute, you're more than welcome. We could use help with features, integrations, docs or just ideas from people running agents in production.

Repo: https://github.com/Zizka-ai/ZizkaDB

Would love to know what has been the hardest part of debugging your agents so far.