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monocle

Observation pool · not formally ranked

This project does not currently meet the main index requirement of two current dimensions across two source types.

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Observed adoptionMissing
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MomentumCurrent · 2026-10-26
2
AttentionCurrent · 2026-10-26
0
Signal confidence Based on how many independent score dimensions currently have data.
Medium2/3 · 1 source types

Methodology v2.0 · snapshot 2026-10-27 · stale after 2 days

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…

Across sources

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  • Stars 344
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  • Commits 922
  • Releases 53