Imaginate
Uses Google's Gemini model to expand rough user ideas into detailed image prompts before image generation.
Generates images from text prompts using the Hugging Face Inference API, sending enhanced prompts to text-to-image models.
This server does not currently have a deployable release on Glama. Follow the repository's setup instructions to install and configure it for your MCP client, including any required credentials and local dependencies.
Imaginate
Turn a rough idea into a generated image — a LangChain prompt-enhancement chain expands your casual description into a detailed image prompt, which is then sent to a text-to-image model. Also exposed as an MCP tool, so any MCP-compatible AI agent (e.g. Claude Desktop) can call it directly.
How it works
User idea ("a cat astronaut")
│
▼
LangChain LCEL chain (Gemini) → expands into a detailed, styled prompt
│
▼
Hugging Face Inference API → generates the actual image
│
▼
Streamlit UI / MCP tool call → shown to the user or returned to the agentRelated MCP server: fluxlora-mcp
Project Structure
imaginate/
├── src/
│ ├── prompt_chain.py # LangChain LCEL: rough idea -> detailed prompt
│ ├── image_gen.py # Hugging Face Inference API call
│ └── mcp_server.py # Exposes generate_image_tool as an MCP tool
├── app/
│ └── streamlit_app.py # UI
├── outputs/ # generated images land here
├── .env.example
├── .gitignore
├── requirements.txt
└── README.mdSetup
Install dependencies:
pip install -r requirements.txtCopy
.env.exampleto.envand fill in your keys:GOOGLE_API_KEY=your_gemini_api_key HF_API_KEY=your_huggingface_tokenGemini key: https://aistudio.google.com/app/apikey
Hugging Face token: https://huggingface.co/settings/tokens
Run the Streamlit app
streamlit run app/streamlit_app.pyRun as an MCP server
python src/mcp_server.pyTo connect this to Claude Desktop, add this to your Claude Desktop MCP config
(claude_desktop_config.json):
{
"mcpServers": {
"imaginate": {
"command": "python",
"args": ["/absolute/path/to/imaginate/src/mcp_server.py"]
}
}
}Restart Claude Desktop, and you'll be able to ask it to generate an image using
the imaginate tool directly.
Author
Tool Schema Changelog
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Maintenance
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