Kitaru

Overview

Kitaru is an open-source platform layer for monitoring and debugging AI agents in production. It provides observability into agent behavior by capturing traces, logs, and metrics from Python-based agent systems.

Best for

Best for
Developers building custom AI agents who need open-source observability without a commercial platform

Use cases

• Debugging unexpected agent behavior in production
• Monitoring agent performance and latency
• Tracing multi-step agent workflows

Notes

Kitaru is an open-source platform layer for monitoring and debugging AI agents in production. It provides observability into agent behavior by capturing traces, logs, and metrics from Python-based agent systems.

180 stars on GitHub. Last updated 2026-06-01. Licensed Apache-2.0.

Use cases

• Debugging unexpected agent behavior in production
• Monitoring agent performance and latency
• Tracing multi-step agent workflows

Pros

• Open-source with no vendor lock-in
• Lightweight Python integration
• Provides structured observability for agent systems

Cons

• Small community with only 180 stars
• Limited documentation and examples
• Requires manual instrumentation in agent code

Indexed from awesome-llmops and enriched against its public facts.