AI/MLOps Platform
25.3k 2026-04-10
mlflow/mlflow
An open-source AI engineering platform for managing the complete lifecycle of AI applications, including agents, LLMs, and ML models, from debugging and evaluation to monitoring and optimization.
Core Features
Production-grade observability and tracing for LLM applications and agents.
Systematic evaluation with 50+ built-in metrics and LLM judges.
Comprehensive prompt management and optimization capabilities.
AI Gateway for managing costs and controlling access to models.
Supports multiple programming languages (Python, TypeScript/JavaScript, Java) and OpenTelemetry integration.
Quick Start
uvx mlflow serverDetailed Introduction
MLflow is the leading open-source AI engineering platform designed to empower teams in building, debugging, evaluating, monitoring, and optimizing production-quality AI applications. It provides comprehensive tools for managing the entire lifecycle of agents, LLMs, and traditional ML models, ensuring cost control and secure access to models and data. With robust features like LLM tracing, systematic evaluation, prompt management, and an AI Gateway, MLflow helps organizations confidently ship AI to production.