Streamlit

Streamlit lets you build interactive dashboards and tools by writing plain Python. Widgets, charts and layouts are added with simple function calls, and the app reruns when inputs change.

Now owned by Snowflake, it is a staple for internal analytics and prototypes of AI apps. Community Cloud offers free hosting for public projects.

It is quick to learn, though large, complex apps can outgrow its rerun model.