Buckets:
| <meta charset="utf-8" /><meta name="hf:doc:metadata" content="{"title":"tiny-agents CLI and MCP Tools","local":"tiny-agents-cli-and-mcp-tools","sections":[],"depth":3}"> | |
| <link href="/docs/transformers/pr_33962/en/_app/immutable/assets/0.e3b0c442.css" rel="modulepreload"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/entry/start.1776ac26.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/chunks/scheduler.31fdf58d.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/chunks/singletons.73ad6261.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/chunks/index.252883d5.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/chunks/paths.7e4d6052.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/entry/app.d2b9a7d8.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/chunks/preload-helper.769e5991.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/chunks/index.2f76fdf0.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/nodes/0.29a76cb1.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/chunks/each.e59479a4.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/nodes/582.c5268110.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/chunks/CodeBlock.ab12f8e1.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/chunks/IconCopy.ac192424.js"> | |
| <link rel="modulepreload" href="/docs/transformers/pr_33962/en/_app/immutable/chunks/MermaidChart.svelte_svelte_type_style_lang.4975a63c.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{"title":"tiny-agents CLI and MCP Tools","local":"tiny-agents-cli-and-mcp-tools","sections":[],"depth":3}"><!-- HEAD_svelte-u9bgzb_END --> <p></p> <h3 class="relative group"><a id="tiny-agents-cli-and-mcp-tools" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#tiny-agents-cli-and-mcp-tools"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>tiny-agents CLI and MCP Tools</span></h3> <p data-svelte-h="svelte-lgru2r">To showcase the use of MCP tools, let’s see how to integrate the <code>transformers serve</code> server with the <a href="https://huggingface.co/blog/python-tiny-agents" rel="nofollow"><code>tiny-agents</code></a> CLI.</p> <blockquote class="tip" data-svelte-h="svelte-e9qpba"><p>Many Hugging Face Spaces can be used as MCP servers, as in this example. You can find all compatible Spaces <a href="https://huggingface.co/spaces?filter=mcp-server" rel="nofollow">here</a>.</p></blockquote> <p data-svelte-h="svelte-1ci3i2x">The first step to use MCP tools is to let the model know which tools are available. As an example, let’s consider a <code>tiny-agents</code> configuration file with a reference to an <a href="https://evalstate-flux1-schnell.hf.space/" rel="nofollow">image generation MCP server</a>.</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><!-- HTML_TAG_START --><span class="hljs-punctuation">{</span> | |
| <span class="hljs-attr">"model"</span><span class="hljs-punctuation">:</span> <span class="hljs-string">"Menlo/Jan-nano"</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-attr">"endpointUrl"</span><span class="hljs-punctuation">:</span> <span class="hljs-string">"http://localhost:8000"</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-attr">"servers"</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span> | |
| <span class="hljs-punctuation">{</span> | |
| <span class="hljs-attr">"type"</span><span class="hljs-punctuation">:</span> <span class="hljs-string">"sse"</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-attr">"url"</span><span class="hljs-punctuation">:</span> <span class="hljs-string">"https://evalstate-flux1-schnell.hf.space/gradio_api/mcp/sse"</span> | |
| <span class="hljs-punctuation">}</span> | |
| <span class="hljs-punctuation">]</span> | |
| <span class="hljs-punctuation">}</span><!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-d82xj4">You can then launch your <code>tiny-agents</code> chat interface with the following command.</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><!-- HTML_TAG_START -->tiny-agents run path/to/your/config.json<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1r2wp0f">If you have <code>transformers serve</code> running in the background, you’re ready to use MCP tools from a local model! For instance, here’s the example of a chat session with <code>tiny-agents</code>:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><!-- HTML_TAG_START -->Agent loaded with 1 tools: | |
| • flux1_schnell_infer | |
| » Generate an image of a <span class="hljs-built_in">cat</span> on the moon | |
| <Tool req_0_tool_call>flux1_schnell_infer {<span class="hljs-string">"prompt"</span>: <span class="hljs-string">"a cat on the moon"</span>, <span class="hljs-string">"seed"</span>: 42, <span class="hljs-string">"randomize_seed"</span>: <span class="hljs-literal">true</span>, <span class="hljs-string">"width"</span>: 1024, <span class="hljs-string">"height"</span>: 1024, <span class="hljs-string">"num_inference_steps"</span>: 4} | |
| Tool req_0_tool_call | |
| [Binary Content: Image image/webp, 57732 bytes] | |
| The task is complete and the content accessible to the User | |
| Image URL: https://evalstate-flux1-schnell.hf.space/gradio_api/file=/tmp/gradio/3dbddc0e53b5a865ed56a4e3dbdd30f3f61cf3b8aabf1b456f43e5241bd968b8/image.webp | |
| 380576952 | |
| I have generated an image of a <span class="hljs-built_in">cat</span> 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 <span class="hljs-keyword">if</span> you would like to make any changes or need further assistance!<!-- HTML_TAG_END --></pre></div> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/transformers/blob/main/docs/source/en/tiny_agents.md" target="_blank"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M31,16l-7,7l-1.41-1.41L28.17,16l-5.58-5.59L24,9l7,7z"></path><path d="M1,16l7-7l1.41,1.41L3.83,16l5.58,5.59L8,23l-7-7z"></path><path d="M12.419,25.484L17.639,6.552l1.932,0.518L14.351,26.002z"></path></svg> <span data-svelte-h="svelte-zjs2n5"><span class="underline">Update</span> on GitHub</span></a> <p></p> | |
| <script> | |
| { | |
| __sveltekit_1yuubte = { | |
| assets: "/docs/transformers/pr_33962/en", | |
| base: "/docs/transformers/pr_33962/en", | |
| env: {} | |
| }; | |
| const element = document.currentScript.parentElement; | |
| const data = [null,null]; | |
| Promise.all([ | |
| import("/docs/transformers/pr_33962/en/_app/immutable/entry/start.1776ac26.js"), | |
| import("/docs/transformers/pr_33962/en/_app/immutable/entry/app.d2b9a7d8.js") | |
| ]).then(([kit, app]) => { | |
| kit.start(app, element, { | |
| node_ids: [0, 582], | |
| data, | |
| form: null, | |
| error: null | |
| }); | |
| }); | |
| } | |
| </script> | |
Xet Storage Details
- Size:
- 12 kB
- Xet hash:
- 997abc996482d3d76ce11cf47c788b902aa68a63c5edd9e97987eb851314be69
·
Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.