Use this skill for building lightweight web interfaces to ML models, data visualizations, and analytical tools.
| Streamlit | Rapid ML demos, data apps | Simplest API, large community, great for Python devs | | Panel | Complex dashboards, reactive layouts | Jupyter integration, flexible layout, HoloViz ecosystem | | Gradio | ML model sharing, Hugging Face | Built-in sharing, model introspection, API generation |
| Dash (Plotly) | Production dashboards | Fine-grained control, React backend | | NiceGUI | Desktop + web apps | Native-like UI, async support |
Interactive web apps for data science: Streamlit, Panel, and Gradio. Use for prototyping ML models, creating data exploration dashboards, and sharing insights with non-technical stakeholders. Source: legout/data-platform-agent-skills.