lmnr
★ 3.4k
vs
ZizkaDB
★ 144
lmnr vs ZizkaDB
lmnr: Laminar is an open-source observability platform specifically designed for AI agents. It provides comprehensive tools for tracing, evaluation, and monitoring of AI agent behavior and performance.; ZizkaDB: ZizkaDB is a self-hosted audit trail for AI agents, designed to help you understand why an agent misbehaves. It provides a causal graph to trace back from any agent step to its root cause, making debugging and analysis straightforward.
01
TL;DR
lmnrObservability · ★ 3.4k
Debugging and understanding the execution flow and internal states of AI agents.
ZizkaDBObservability · ★ 144
Debugging Misbehaving AI Agents
02
Side-by-Side Comparison
Field
lmnrZizkaDBCategory
Observability
Observability
Stars
★ 3.4k
★ 144
License
Apache-2.0
NOASSERTION
Install Command
git clone https://github.com/lmnr-ai/lmnr && cd lmnr && docker compose up -d
curl -fsSL https://raw.githubusercontent.com/Zizka-ai/ZizkaDB/main/scripts/quickstart-remote.sh | bash
Updated
1d ago
1d ago
Open Source
Yes
Yes
Tags
AI Observability, Tracing, LLM Evals
AI Agent Debugging, Audit Trail, Causal Tracing
03
Features
lmnr01OpenTelemetry-native tracing SDK with support for various AI SDKs (Vercel AI SDK, LangChain, OpenAI, etc.).
02Unopinionated, extensible SDK and CLI for running evals, with a UI for visualizing and comparing results.
03AI monitoring with the ability to define events using natural language descriptions to track agent behavior.
04SQL access to all collected data (traces, metrics, events) via a built-in SQL editor and API.
05High-performance architecture written in Rust, featuring a custom real-time engine and ultra-fast full-text search.
ZizkaDB01Causal Tracing with `db.why()`
02Interactive Dashboard for Causal Chains
03Agent Behavior Drift Detection
04Time-Travel and Context Reconstruction
04
Use Cases
lmnr↳Debugging and understanding the execution flow and internal states of AI agents.
↳Evaluating the performance, quality, and reliability of AI agents and their responses.
↳Monitoring AI agents in production for anomalies, logical errors, and custom business behaviors.
ZizkaDB↳Debugging Misbehaving AI Agents
↳Understanding Agent Decision-Making
↳Auditing Agent Interactions and History
↳Detecting Agent Behavior Drift
05
Best For
lmnrEssentialTrending
ZizkaDB—
FAQ
FAQ
What is the difference between lmnr and ZizkaDB?
Both lmnr and ZizkaDB are in the Observability category. lmnr has 3.4k stars, while ZizkaDB has 144 stars.
Which is better, lmnr or ZizkaDB?
The best choice depends on your use case. Choose lmnr if Debugging and understanding the execution flow and internal states of AI agents., and ZizkaDB if Debugging Misbehaving AI Agents.
Is lmnr free or open source?
Yes, lmnr is open source on GitHub (Apache-2.0).
Is ZizkaDB free or open source?
Yes, ZizkaDB is open source on GitHub (NOASSERTION).
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