- Video walkthrough
    1. High overview of the project + Have a nice excalidraw image of the architecture
    2. first demo the Gradio UI on HF spaces
    3. then demo the MCP client using mcp_client.py locally by calling Deepseek through nebius provider
    4. finally demo the MCP client using Claude Desktop