Gradio

Everyone's rushing to implement MCP but nobody's talking about the easiest way to do it.

import gradio as gr
demo = gr.Interface(fn=your_function, ...)
demo.launch(mcp_server=True)  # ← that's it 🤯

Your Gradio app is now an MCP server for any LLM.

Learn how:👇 

Official Release blog: https://huggingface.co/blog/gradio-mcp

Building an MCP Server with Gradio: https://www.gradio.app/guides/building-mcp-server-with-gradio

Using the Gradio Chatbot as an MCP Client: https://www.gradio.app/guides/building-an-mcp-client-with-gradio