Armory
Source
Browse
Observability

mlflow-tracing

MLflow's LLM tracing module instruments model calls, agent steps, and tool invocations, storing them alongside experiment runs for reproducibility.

Score
99.6842 signals
Evidence
27,768 stars · 6,246 forks
Last commit
as last read from GitHub; most reads are from 2 Sep 2026 or later
Listed

Install

No one-command install. Set it up from its source.

What it is

MLflow's LLM tracing module instruments model calls, agent steps, and tool invocations, storing them alongside experiment runs for reproducibility.

When to use it

Use MLflow Tracing when you need LLM/agent observability, tracing, or monitoring in your pipeline.

How to install / invoke

See the source repo or docs at https://github.com/mlflow/mlflow.

Notes

Discovered via the observability-tools curated list.