See what your agents see. Understand what they do.

Trace, debug, and monitor every agent's decision. Built for developers to ship with confidence

Why Developers Need Observability

LLM agents may not meet expectations. Visibility is your defense against failures and debugging. AIGNE Observability provides insights into every decision and tool run.

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Visualize Every Agent Step

Follow your agent's real-time execution path. See every tool call, decision, and API request in an interactive graph

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Pinpoint Costs & Bottlenecks

Monitor token consumption and latency per run. Identify expensive steps and performance issues before they reach production

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Automatic Instrumentation

No extra code required. Import the library and traces are captured automatically

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Find the Root Cause

Go from a failed run to the exact error in one click. View the specific logs, inputs, and context needed to debug

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Collaborate on Traces

Share a direct link to any execution trace. Work with your team to find and fix bugs faster

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How It Works: Zero-Config Tracing

Observability is enabled by default in the AIGNE Framework.

Run Your Agent

Simply run your agent as you normally would using the CLI. Traces are automatically collected in the background. Bash

Run Your Agent

1aigne run

Launch the Dashboard

When you're ready to review a trace, start the local observability server. Bash

Launcher the Dashboard

1aigne observe

Debug Visually

Your browser will open a local dashboard where you can see a complete, step-by-step visual trace of your agent's execution

Build Transparent, Trustworthy AI Faster

Tools and workflows for secure, auditable, and scalable AI development

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Trust Your Outcomes

Validate agent logic with objective data

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Debug in Seconds

Instantly trace issues through the visual graph and detailed logs

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Iterate with Speed

Catch logic flaws or performance issues

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Deploy with Confidence

Monitor your agents in production with the exact same tools you use in development

Ready to See What Your AI Is Thinking?

Explore the AIGNE Observability on GitHub and start building more reliable, transparent AI agents today.