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2 changes: 2 additions & 0 deletions units/en/unit2/gradio-client.mdx
Original file line number Diff line number Diff line change
Expand Up @@ -13,6 +13,8 @@ We'll connect to an MCP server similar to the one we created in the previous sec

Let's connect to an example MCP Server that is already running on Hugging Face. We'll use [this one](https://huggingface.co/spaces/abidlabs/mcp-tool-http) for this example. It's a space that contains a collection of MCP tools.

1. Create an `app.py` file:

```python
from smolagents.mcp_client import MCPClient

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