mlflow vs open-webui

A neutral, constraint-first comparison - live GitHub stats and typed relationships, not marketing.

mlflowopen-webui
TaglineThe open source AI engineering platform for agents, LLMs, and ML modelsUser-friendly AI Interface (Supports Ollama, OpenAI API, ...)
Stars27k145k
Forks6.0k21k
Open issues2.0k338
LanguagePythonPython
LicenseApache-2.0Other
Last pushedJul 7, 2026Jul 2, 2026
CategoriesEvaluation & Observability, LLM FrameworksLLM Frameworks, Inference & Serving

mlflow

MLflow is an open-source platform designed to help teams manage the lifecycle of both traditional machine learning (ML) and large language model (LLM) applications. It supports debugging, evaluation, monitoring, optimization of AI applications while managing costs and securing data access.

Python

open-webui

Open WebUI is an extensible and feature-rich self-hosted AI platform that supports various LLM runners like Ollama and OpenAI-compatible APIs. It includes a built-in inference engine for RAG operations.

Python