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Read the introduction here [llmindset.co.uk/resources/mcp-hfspace/](https://llmindset.co.uk/resources/mcp-hfspace/)
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Connect to [Hugging Face Spaces](https://huggingface.co/spaces)with minimal setup needed - simply add your spaces and go!
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Connect to [Hugging Face Spaces](https://huggingface.co/spaces) with minimal setup needed - simply add your spaces and go!
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By default, it connects to `evalstate/FLUX.1-schnell` providing Image Generation capabilities to Claude Desktop.
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By default, it connects to `black-forest-labs/FLUX.1-schnell` providing Image Generation capabilities to Claude Desktop.
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```
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To use private spaces, supply your Hugging Face Token with either the `--hf-token=hf_...` argument or `HF_TOKEN` environment variable.
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To use private spaces, supply your Hugging Face Token with either the `--hf-token=hf_...` argument or `HF_TOKEN` environment variable.
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It's possible to run multiple server instances to use different working directories and tokens if needed.
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### Example 2 - Vision Model (Upload Image)
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We'll use `merve/paligemma2-vqav2`[space link](https://huggingface.co/spaces/merve/paligemma2-vqav2) to query an image. In this case, we specify the filename which is available in the Working Directory: we don't want to upload the Image directly to Claude's context window. So, we can prompt Claude:
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We'll use `merve/paligemma2-vqav2`[space link](https://huggingface.co/spaces/merve/paligemma2-vqav2) to query an image. In this case, we specify the filename which is available in the Working Directory: we don't want to upload the Image directly to Claude's context window. So, we can prompt Claude:
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`use paligemma to find out who is in "test_gemma.jpg"` -> `Text Output: david bowie`
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- microsoft/OmniParser
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- merve/paligemma2-vqav2
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- merve/paligemma-doc
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- DawnC/PawMatchAI
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- DawnC/PawMatchAI
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- DawnC/PawMatchAI/on_find_match_click - for interactive dog recommendations
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## Other Features
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### Claude Desktop
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- Claude Desktop 0.75 doesn't seem to respond to errors from the MCP Server, timing out instead. For persistent issues, use the MCP Inspector to get a better look at diagnosing what's going wrong. If something suddenly stops working, it's probably due to exhausting your HuggingFace ZeroGPU quota - try again after a short period, or set up your own Space for hosting.
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- Claude Desktop seems to use a hard timeout value of 60s, and doesn't appear to use Progress Notifications to manage UX or keep-alive. If you are using ZeroGPU spaces, large/heavy jobs may timeout. Check the WORK_DIR for results though; the MCP Server will still capture and save the result if it was produced.
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- Claude Desktop seems to use a hard timeout value of 60s, and doesn't appear to use Progress Notifications to manage UX or keep-alive. If you are using ZeroGPU spaces, large/heavy jobs may timeout. Check the WORK_DIR for results though; the MCP Server will still capture and save the result if it was produced.
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- Claude Desktops reporting of Server Status, logging etc. isn't great - use [@modelcontextprotocol/inspector](https://github.com/modelcontextprotocol/inspector) to help diagnose issues.
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