monocle

About

Open-source tracing & testing for GenAI apps and agents.

Built under the Linux Foundation AI & Data umbrella, designed to plug into your existing OpenTelemetry stack. With a few lines of code (or none at all), you get rich traces, CI-friendly tests, and deep visibility across LLMs, agents, tools, and vector stores.

At its core, Monocle is a GenAI-specific observability layer built on OpenTelemetry.

Because the traces are structured and consistent, they are easy for humans, dashboards, and even SRE/QA agents to consume.

If you care about debuggability, reliability, or compliance for AI agents, Monocle is meant for you.

This repository contains the Python implementation of…