# Upskill your LLMs With Gradio MCP Servers

DevFeed: [Upskill your LLMs With Gradio MCP Servers](<https://devfeed.tech/articles/upskill-your-llms-with-gradio-mcp-servers-7229.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/gradio-mcp-servers>)

Author: Freddy Boulton

Published: 2025-07-09T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [Model Context Protocol (MCP)](<https://devfeed.tech/topics/model-context-protocol-mcp.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [gradio](<https://devfeed.tech/topics/gradio.md>), [LLMs](<https://devfeed.tech/topics/llms.md>), [spaces](<https://devfeed.tech/topics/spaces.md>), [hugging face](<https://devfeed.tech/topics/hugging-face.md>), [flux](<https://devfeed.tech/topics/flux.md>), [Python](<https://devfeed.tech/topics/python.md>), [cursor](<https://devfeed.tech/topics/cursor.md>)

Tags: [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [claude](<https://devfeed.tech/tags/claude.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [flux](<https://devfeed.tech/tags/flux.md>), [follow](<https://devfeed.tech/tags/follow.md>), [gradio](<https://devfeed.tech/tags/gradio.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [llm](<https://devfeed.tech/tags/llm.md>), [llms](<https://devfeed.tech/tags/llms.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [python](<https://devfeed.tech/tags/python.md>), [spaces](<https://devfeed.tech/tags/spaces.md>)

## AI overview

This article explains how Gradio applications hosted on Hugging Face Spaces can expose tools through the Model Context Protocol (MCP), allowing LLM clients such as Cursor and Claude Code to use new capabilities. It demonstrates connecting Flux.1 Kontext[dev] as an MCP server for text-guided image editing.

## Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.