MLflow
mlflow.orgOpen Source AI Platform for Agents, LLMs & Models
AI Toolsllmopsmlopsopen-sourceobservabilityevaluationagentsllm
About
MLflow is an open-source AI engineering platform for building, debugging, evaluating, and monitoring LLM applications, agents, and ML models. It provides observability via OpenTelemetry-based tracing, systematic evaluation with 50+ built-in metrics, prompt versioning and optimization, an AI gateway for LLM providers, and one-command agent deployment. Backed by the Linux Foundation and trusted by thousands of organizations, it is designed to accelerate AI development without vendor lock-in.
Problem
Building AI products requires rapid iteration across debugging, evaluation, and monitoring, which is complex and time-consuming without unified tooling.
For
AI/ML engineers and data science teams of all sizes
How it works
MLflow captures traces and metrics via minimal code instrumentation, provides a UI for exploration, and offers APIs for evaluation, prompt management, and one-command agent deployment.
Business model
open-source
Status
launched