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mcp-hfspace MCP Server 🤗

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Read the introduction here llmindset.co.uk/resources/mcp-hfspace/

Connect to Hugging Face Spaces with minimal setup needed - simply add your spaces and go!

By default, it connects to evalstate/FLUX.1-schnell providing Image Generation capabilities to Claude Desktop.

Default Setup

<a href="https://glama.ai/mcp/servers/s57c80wvgq"><img width="380" height="200" src="https://glama.ai/mcp/servers/s57c80wvgq/badge" alt="mcp-hfspace MCP server" /></a>

Installation

Recommend installation is using either mcp-get or Smithery - instructions below.

Using mcp-get

You can install this package using mcp-get:

npx @michaellatman/mcp-get@latest install @llmindset/mcp-hfspace

Note - if you are using an old version of Windows PowerShell, you may need to run Set-ExecutionPolicy Bypass -Scope Process before this command.

Installing via Smithery

To install mcp-hfspace for Claude Desktop automatically via Smithery:

npx @smithery/cli install @llmindset/mcp-hfspace --client claude

Basic setup

Supply a list of HuggingFace spaces in the arguments. mcp-hfspace will find the most appropriate endpoint and automatically configure it for usage. An example claude_desktop_config.json is supplied below.

By default the current working directory is used for file upload/download. On Windows this is a read/write folder at \users\<username>\AppData\Roaming\Claude\<version.number\, and on MacOS it is the is the read-only root: /.

It is recommended to override this and set a Working Directory for handling the upload and download of images and other file-based content. Specify either the --work-dir=/your_directory argument or MCP_HF_WORK_DIR environment variable.

To use private spaces, supply your Hugging Face Token with either the --hf-token=hf_... argument or HF_TOKEN environment variable.

It's possible to run multiple server instances to use different working directories and tokens if needed.

File Handling and Claude Desktop Mode

By default, the Server operates in Claude Desktop Mode. In this mode, Images are returned in the tool responses, while other binaries are saved in the working folder and a message is returned with the path. This will usually give the best experience if using Claude Desktop as the client.

URLs can also be supplied as inputs: the content gets passed to the Space.

Example 1 - Image Generation (Download Image / Claude Vision)

We'll use Claude to compare images created by shuttleai/shuttle-3.1-aesthetic and FLUX.1-schnell. The images gets saved to the Work Directory, as well as included in Claude's context window - so Claude can use its vision capabilities.

Image Generation Comparison

Example 2 - Vision Model (Upload Image)

We'll use merve/paligemma2-vqav2 space link 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:

use paligemma to find out who is in "test_gemma.jpg" -> Text Output: david bowie Vision - File Upload

If you are uploading something to Claude's context use the Paperclip Attachment button, otherwise specify the filename for the Server to send directly.

We can also supply a URL. For example : use paligemma to detect humans in https://e3.365dm.com/24/12/1600x900/skynews-taylor-swift-eras-tour_6771083.jpg?20241209000914 -> One person is detected in the image - Taylor Swift on stage.

Example 3 - Text-to-Speech (Download Audio)

In Claude Desktop Mode, the audio file is saved in the WORK_DIR, and Claude is notified of the creation. If not in desktop mode, the file is returned as a base64 encoded resource to the Client (useful if it supports embedded Audio attachments).

Voice Production

Example 4 - Speech-to-Text (Upload Audio)

Here, we use hf-audio/whisper-large-v3-turbo to transcribe some audio, and make it available to Claude.

Audio Transcribe

Example 5 - Image-to-Image

In this example, we specify the filename for microsoft/OmniParser to use, and get returned an annotated Image and 2 separate pieces of text: descriptions and coordinates. The prompt used was use omniparser to analyse ./screenshot.png and use the analysis to produce an artifact that reproduces that screen. DawnC/Pawmatch is also good at this.

Omniparser and Artifact

Example 6 - Chat

In this example, Claude sets a number of reasoning puzzles for Qwen, and asks follow-up questions for clarification.

Qwen Reasoning Test

Specifying API Endpoint

If you need, you can specify a specific API Endpoint by adding it to the spacename. So rather than passing in Qwen/Qwen2.5-72B-Instruct you would use Qwen/Qwen2.5-72B-Instruct/model_chat.

Claude Desktop Mode

This can be disabled with the option --desktop-mode=false or the environment variable CLAUDE_DESKTOP_MODE=false. In this case, content as returned as an embedded Base64 encoded Resource.

Recommended Spaces

Some recommended spaces to try:

Image Generation

Chat

Text-to-speech / Audio Generation

Speech-to-text

Text-to-music

Vision Tasks

Other Features

Prompts

Prompts for each Space are generated, and provide an opportunity to input. Bear in mind that often Spaces aren't configured with particularly helpful labels etc. Claude is actually very good at figuring this out, and the Tool description is quite rich (but not visible in Claude Desktop).

Resources

A list of files in the WORK_DIR is returned, and as a convenience returns the name as "Use the file..." text. If you want to add something to Claude's context, use the paperclip - otherwise specify the filename for the MCP Server. Claude does not support transmitting resources from within Context.

Private Spaces

Private Spaces are supported with a HuggingFace token. The Token is used to download and save generated content.

Using Claude Desktop

To use with Claude Desktop, add the server config:

On MacOS: ~/Library/Application Support/Claude/claude_desktop_config.json On Windows: %APPDATA%/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "mcp-hfspace": {
      "command": "npx"
      "args:" [
        "-y",
        "@llmindset/mcp-hfspace",
        "--work-dir=~/mcp-files/ or x:/temp/mcp-files/",
        "--HF_TOKEN=HF_{optional token}"
        "Qwen/Qwen2-72B-Instruct",
        "black-forest-labs/FLUX.1-schnell",
        "space/example/specific-endpint"
        (... and so on)
        ]
    }
  }
}

Known Issues and Limitations

mcp-hfspace

Claude Desktop

HuggingFace Spaces