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docs/source/en/serve-cli/tiny_agents.md
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docs/source/en/serve-cli/tiny_agents.md
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<!--Copyright 2026 The HuggingFace Team. All rights reserved.
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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the License. You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
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an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
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⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
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rendered properly in your Markdown viewer.
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-->
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# tiny-agents
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[tiny-agents](https://huggingface.co/blog/python-tiny-agents) offers a minimal pattern for building tool-using agents. A small Python loop connects an MCP client to tools from MCP servers. Hugging Face Spaces work as MCP servers. Find more compatible Spaces on the [Hub](https://huggingface.co/spaces?filter=mcp-server).
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Create a config file that points to your local model and the tool server. This example uses an image generation [Space](https://evalstate-flux1-schnell.hf.space/).
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```json
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{
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"model": "Menlo/Jan-nano",
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"endpointUrl": "http://localhost:8000",
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"servers": [
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{
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"type": "sse",
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"url": "https://evalstate-flux1-schnell.hf.space/gradio_api/mcp/sse"
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}
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]
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}
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```
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Run the agent with your config.
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```bash
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tiny-agents run path/to/your/config.json
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```
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Ensure `transformers serve` is running in the background. The agent will use your local model to run the image generation tool.
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```bash
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Agent loaded with 1 tools:
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• flux1_schnell_infer
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» Generate an image of a cat on the moon
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<Tool req_0_tool_call>flux1_schnell_infer {"prompt": "a cat on the moon", "seed": 42, "randomize_seed": true, "width": 1024, "height": 1024, "num_inference_steps": 4}
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Tool req_0_tool_call
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[Binary Content: Image image/webp, 57732 bytes]
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The task is complete and the content accessible to the User
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Image URL: https://evalstate-flux1-schnell.hf.space/gradio_api/file=/tmp/gradio/3dbddc0e53b5a865ed56a4e3dbdd30f3f61cf3b8aabf1b456f43e5241bd968b8/image.webp
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380576952
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I have generated an image of a cat on the moon using the Flux 1 Schnell Image Generator. The image is 1024x1024 pixels and was created with 4 inference steps. Let me know if you would like to make any changes or need further assistance!
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```
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