I have built a simple demonstration of how you could use streamlit and MLflow for model prototyping. I think streamlit is great for interactively working on your models, but I also needed something to keep track of promising model settings. Therefore, I have come up with the idea to link my streamlit app with the MLflow tracking API:
What do you think? Is this something that could be useful for you, too?