MLflow remains the leading open-source MLOps platform in late 2025, providing full experiment tracking, project packaging, model registry, and flexible deployment—all completely free. Framework-agnostic, highly extensible, and backed by a strong community, it's perfect for teams wanting control without licensing costs.