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1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 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data-canonical-src=\"https://img.shields.io/badge/Documentation-AutoGen-blue?logo=read-the-docs\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"https://devblogs.microsoft.com/autogen/\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/ae85f3d3517f6eca065fe633a2deb8891391ed006746cd2a0134ba9b7cace240/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f426c6f672d4175746f47656e2d626c75653f6c6f676f3d626c6f67676572\" alt=\"Blog\" data-canonical-src=\"https://img.shields.io/badge/Blog-AutoGen-blue?logo=blogger\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n \u003cstrong\u003eImportant:\u003c/strong\u003e This is the official project. We are not affiliated with any fork or startup. See our \u003ca href=\"https://x.com/pyautogen/status/1857264760951296210\" rel=\"nofollow\"\u003estatement\u003c/a\u003e.\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAutoGen\u003c/h1\u003e\u003ca id=\"user-content-autogen\" class=\"anchor\" aria-label=\"Permalink: AutoGen\" href=\"#autogen\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eAutoGen\u003c/strong\u003e is a framework for creating multi-agent AI applications that can act autonomously or work alongside humans.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstallation\u003c/h2\u003e\u003ca id=\"user-content-installation\" class=\"anchor\" aria-label=\"Permalink: Installation\" href=\"#installation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAutoGen requires \u003cstrong\u003ePython 3.10 or later\u003c/strong\u003e.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# Install AgentChat and OpenAI client from Extensions\npip install -U \u0026quot;autogen-agentchat\u0026quot; \u0026quot;autogen-ext[openai]\u0026quot;\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Install AgentChat and OpenAI client from Extensions\u003c/span\u003e\npip install -U \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eautogen-agentchat\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eautogen-ext[openai]\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe current stable version is v0.4. If you are upgrading from AutoGen v0.2, please refer to the \u003ca href=\"https://microsoft.github.io/autogen/stable/user-guide/agentchat-user-guide/migration-guide.html\" rel=\"nofollow\"\u003eMigration Guide\u003c/a\u003e for detailed instructions on how to update your code and configurations.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# Install AutoGen Studio for no-code GUI\npip install -U \u0026quot;autogenstudio\u0026quot;\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Install AutoGen Studio for no-code GUI\u003c/span\u003e\npip install -U \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eautogenstudio\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQuickstart\u003c/h2\u003e\u003ca id=\"user-content-quickstart\" class=\"anchor\" aria-label=\"Permalink: Quickstart\" href=\"#quickstart\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eHello World\u003c/h3\u003e\u003ca id=\"user-content-hello-world\" class=\"anchor\" aria-label=\"Permalink: Hello World\" href=\"#hello-world\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCreate an assistant agent using OpenAI's GPT-4o model. See \u003ca href=\"https://microsoft.github.io/autogen/stable/user-guide/agentchat-user-guide/tutorial/models.html\" rel=\"nofollow\"\u003eother supported models\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"import asyncio\nfrom autogen_agentchat.agents import AssistantAgent\nfrom autogen_ext.models.openai import OpenAIChatCompletionClient\n\nasync def main() -\u0026gt; None:\n model_client = OpenAIChatCompletionClient(model=\u0026quot;gpt-4o\u0026quot;)\n agent = AssistantAgent(\u0026quot;assistant\u0026quot;, model_client=model_client)\n print(await agent.run(task=\u0026quot;Say 'Hello World!'\u0026quot;))\n await model_client.close()\n\nasyncio.run(main())\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003easyncio\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eautogen_agentchat\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eagents\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eAssistantAgent\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eautogen_ext\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003emodels\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eopenai\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eOpenAIChatCompletionClient\u003c/span\u003e\n\n\u003cspan class=\"pl-k\"\u003easync\u003c/span\u003e \u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003emain\u003c/span\u003e() \u003cspan class=\"pl-c1\"\u003e-\u0026gt;\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003eNone\u003c/span\u003e:\n \u003cspan class=\"pl-s1\"\u003emodel_client\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eOpenAIChatCompletionClient\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003emodel\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"gpt-4o\"\u003c/span\u003e)\n \u003cspan class=\"pl-s1\"\u003eagent\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eAssistantAgent\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"assistant\"\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003emodel_client\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003emodel_client\u003c/span\u003e)\n \u003cspan class=\"pl-en\"\u003eprint\u003c/span\u003e(\u003cspan class=\"pl-k\"\u003eawait\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eagent\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003erun\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003etask\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Say 'Hello World!'\"\u003c/span\u003e))\n \u003cspan class=\"pl-k\"\u003eawait\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003emodel_client\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eclose\u003c/span\u003e()\n\n\u003cspan class=\"pl-s1\"\u003easyncio\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003erun\u003c/span\u003e(\u003cspan class=\"pl-en\"\u003emain\u003c/span\u003e())\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWeb Browsing Agent Team\u003c/h3\u003e\u003ca id=\"user-content-web-browsing-agent-team\" class=\"anchor\" aria-label=\"Permalink: Web Browsing Agent Team\" href=\"#web-browsing-agent-team\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCreate a group chat team with a web surfer agent and a user proxy agent\nfor web browsing tasks. You need to install \u003ca href=\"https://playwright.dev/python/docs/library\" rel=\"nofollow\"\u003eplaywright\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# pip install -U autogen-agentchat autogen-ext[openai,web-surfer]\n# playwright install\nimport asyncio\nfrom autogen_agentchat.agents import UserProxyAgent\nfrom autogen_agentchat.conditions import TextMentionTermination\nfrom autogen_agentchat.teams import RoundRobinGroupChat\nfrom autogen_agentchat.ui import Console\nfrom autogen_ext.models.openai import OpenAIChatCompletionClient\nfrom autogen_ext.agents.web_surfer import MultimodalWebSurfer\n\nasync def main() -\u0026gt; None:\n model_client = OpenAIChatCompletionClient(model=\u0026quot;gpt-4o\u0026quot;)\n # The web surfer will open a Chromium browser window to perform web browsing tasks.\n web_surfer = MultimodalWebSurfer(\u0026quot;web_surfer\u0026quot;, model_client, headless=False, animate_actions=True)\n # The user proxy agent is used to get user input after each step of the web surfer.\n # NOTE: you can skip input by pressing Enter.\n user_proxy = UserProxyAgent(\u0026quot;user_proxy\u0026quot;)\n # The termination condition is set to end the conversation when the user types 'exit'.\n termination = TextMentionTermination(\u0026quot;exit\u0026quot;, sources=[\u0026quot;user_proxy\u0026quot;])\n # Web surfer and user proxy take turns in a round-robin fashion.\n team = RoundRobinGroupChat([web_surfer, user_proxy], termination_condition=termination)\n try:\n # Start the team and wait for it to terminate.\n await Console(team.run_stream(task=\u0026quot;Find information about AutoGen and write a short summary.\u0026quot;))\n finally:\n await web_surfer.close()\n await model_client.close()\n\nasyncio.run(main())\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e# pip install -U autogen-agentchat autogen-ext[openai,web-surfer]\u003c/span\u003e\n\u003cspan class=\"pl-c\"\u003e# playwright install\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003easyncio\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eautogen_agentchat\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eagents\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eUserProxyAgent\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eautogen_agentchat\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003econditions\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eTextMentionTermination\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eautogen_agentchat\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eteams\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eRoundRobinGroupChat\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eautogen_agentchat\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eui\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eConsole\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eautogen_ext\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003emodels\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eopenai\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eOpenAIChatCompletionClient\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eautogen_ext\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eagents\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eweb_surfer\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eMultimodalWebSurfer\u003c/span\u003e\n\n\u003cspan class=\"pl-k\"\u003easync\u003c/span\u003e \u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003emain\u003c/span\u003e() \u003cspan class=\"pl-c1\"\u003e-\u0026gt;\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003eNone\u003c/span\u003e:\n \u003cspan class=\"pl-s1\"\u003emodel_client\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eOpenAIChatCompletionClient\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003emodel\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"gpt-4o\"\u003c/span\u003e)\n \u003cspan class=\"pl-c\"\u003e# The web surfer will open a Chromium browser window to perform web browsing tasks.\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003eweb_surfer\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eMultimodalWebSurfer\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"web_surfer\"\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003emodel_client\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003eheadless\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003eFalse\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003eanimate_actions\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003eTrue\u003c/span\u003e)\n \u003cspan class=\"pl-c\"\u003e# The user proxy agent is used to get user input after each step of the web surfer.\u003c/span\u003e\n \u003cspan class=\"pl-c\"\u003e# NOTE: you can skip input by pressing Enter.\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003euser_proxy\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eUserProxyAgent\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"user_proxy\"\u003c/span\u003e)\n \u003cspan class=\"pl-c\"\u003e# The termination condition is set to end the conversation when the user types 'exit'.\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003etermination\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eTextMentionTermination\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"exit\"\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003esources\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e[\u003cspan class=\"pl-s\"\u003e\"user_proxy\"\u003c/span\u003e])\n \u003cspan class=\"pl-c\"\u003e# Web surfer and user proxy take turns in a round-robin fashion.\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003eteam\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eRoundRobinGroupChat\u003c/span\u003e([\u003cspan class=\"pl-s1\"\u003eweb_surfer\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003euser_proxy\u003c/span\u003e], \u003cspan class=\"pl-s1\"\u003etermination_condition\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003etermination\u003c/span\u003e)\n \u003cspan class=\"pl-k\"\u003etry\u003c/span\u003e:\n \u003cspan class=\"pl-c\"\u003e# Start the team and wait for it to terminate.\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003eawait\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eConsole\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eteam\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003erun_stream\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003etask\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Find information about AutoGen and write a short summary.\"\u003c/span\u003e))\n \u003cspan class=\"pl-k\"\u003efinally\u003c/span\u003e:\n \u003cspan class=\"pl-k\"\u003eawait\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eweb_surfer\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eclose\u003c/span\u003e()\n \u003cspan class=\"pl-k\"\u003eawait\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003emodel_client\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eclose\u003c/span\u003e()\n\n\u003cspan class=\"pl-s1\"\u003easyncio\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003erun\u003c/span\u003e(\u003cspan class=\"pl-en\"\u003emain\u003c/span\u003e())\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAutoGen Studio\u003c/h3\u003e\u003ca id=\"user-content-autogen-studio\" class=\"anchor\" aria-label=\"Permalink: AutoGen Studio\" href=\"#autogen-studio\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eUse AutoGen Studio to prototype and run multi-agent workflows without writing code.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# Run AutoGen Studio on http://localhost:8080\nautogenstudio ui --port 8080 --appdir ./my-app\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Run AutoGen Studio on http://localhost:8080\u003c/span\u003e\nautogenstudio ui --port 8080 --appdir ./my-app\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWhy Use AutoGen?\u003c/h2\u003e\u003ca id=\"user-content-why-use-autogen\" class=\"anchor\" aria-label=\"Permalink: Why Use AutoGen?\" href=\"#why-use-autogen\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n \u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/microsoft/autogen/blob/main/autogen-landing.jpg\"\u003e\u003cimg src=\"/microsoft/autogen/raw/main/autogen-landing.jpg\" alt=\"AutoGen Landing\" width=\"500\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe AutoGen ecosystem provides everything you need to create AI agents, especially multi-agent workflows -- framework, developer tools, and applications.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe \u003cem\u003eframework\u003c/em\u003e uses a layered and extensible design. Layers have clearly divided responsibilities and build on top of layers below. This design enables you to use the framework at different levels of abstraction, from high-level APIs to low-level components.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"/microsoft/autogen/blob/main/python/packages/autogen-core\"\u003eCore API\u003c/a\u003e implements message passing, event-driven agents, and local and distributed runtime for flexibility and power. It also support cross-language support for .NET and Python.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"/microsoft/autogen/blob/main/python/packages/autogen-agentchat\"\u003eAgentChat API\u003c/a\u003e implements a simpler but opinionated API for rapid prototyping. This API is built on top of the Core API and is closest to what users of v0.2 are familiar with and supports common multi-agent patterns such as two-agent chat or group chats.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"/microsoft/autogen/blob/main/python/packages/autogen-ext\"\u003eExtensions API\u003c/a\u003e enables first- and third-party extensions continuously expanding framework capabilities. It support specific implementation of LLM clients (e.g., OpenAI, AzureOpenAI), and capabilities such as code execution.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eThe ecosystem also supports two essential \u003cem\u003edeveloper tools\u003c/em\u003e:\u003c/p\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n \u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://media.githubusercontent.com/media/microsoft/autogen/refs/heads/main/python/packages/autogen-studio/docs/ags_screen.png\"\u003e\u003cimg src=\"https://media.githubusercontent.com/media/microsoft/autogen/refs/heads/main/python/packages/autogen-studio/docs/ags_screen.png\" alt=\"AutoGen Studio Screenshot\" width=\"500\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"/microsoft/autogen/blob/main/python/packages/autogen-studio\"\u003eAutoGen Studio\u003c/a\u003e provides a no-code GUI for building multi-agent applications.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"/microsoft/autogen/blob/main/python/packages/agbench\"\u003eAutoGen Bench\u003c/a\u003e provides a benchmarking suite for evaluating agent performance.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eYou can use the AutoGen framework and developer tools to create applications for your domain. For example, \u003ca href=\"/microsoft/autogen/blob/main/python/packages/magentic-one-cli\"\u003eMagentic-One\u003c/a\u003e is a state-of-the-art multi-agent team built using AgentChat API and Extensions API that can handle a variety of tasks that require web browsing, code execution, and file handling.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWith AutoGen you get to join and contribute to a thriving ecosystem. We host weekly office hours and talks with maintainers and community. We also have a \u003ca href=\"https://aka.ms/autogen-discord\" rel=\"nofollow\"\u003eDiscord server\u003c/a\u003e for real-time chat, GitHub Discussions for Q\u0026amp;A, and a blog for tutorials and updates.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWhere to go next?\u003c/h2\u003e\u003ca id=\"user-content-where-to-go-next\" class=\"anchor\" aria-label=\"Permalink: Where to go next?\" href=\"#where-to-go-next\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003e\u003c/th\u003e\n\u003cth\u003e\u003ca href=\"/microsoft/autogen/blob/main/python\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6885a2620e03a11ce1c2897e885bb09d8cc2591f4198ef41bb4eab980d4fe9ba/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4175746f47656e2d507974686f6e2d626c75653f6c6f676f3d707974686f6e266c6f676f436f6c6f723d7768697465\" alt=\"Python\" data-canonical-src=\"https://img.shields.io/badge/AutoGen-Python-blue?logo=python\u0026amp;logoColor=white\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/th\u003e\n\u003cth\u003e\u003ca href=\"/microsoft/autogen/blob/main/dotnet\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/1eada8e0b888b9bfa868d6a05bc6f04a5a3be9e4d0fdef0fcc3bc2d5db69bbb7/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4175746f47656e2d2e4e45542d677265656e3f6c6f676f3d2e6e6574266c6f676f436f6c6f723d7768697465\" alt=\".NET\" data-canonical-src=\"https://img.shields.io/badge/AutoGen-.NET-green?logo=.net\u0026amp;logoColor=white\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/th\u003e\n\u003cth\u003e\u003ca href=\"/microsoft/autogen/blob/main/python/packages/autogen-studio\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2515763727dbc3c29fb79da1ae9c1a46c3f3c5b39a5f5f95ce1644abdf0b4813/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4175746f47656e2d53747564696f2d707572706c653f6c6f676f3d76697375616c2d73747564696f266c6f676f436f6c6f723d7768697465\" alt=\"Studio\" 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src="https://camo.githubusercontent.com/ae85f3d3517f6eca065fe633a2deb8891391ed006746cd2a0134ba9b7cace240/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f426c6f672d4175746f47656e2d626c75653f6c6f676f3d626c6f67676572" alt="Blog" data-canonical-src="https://img.shields.io/badge/Blog-AutoGen-blue?logo=blogger" style="max-width: 100%;"></a></p> </div> <div align="center" dir="auto"> <strong>Important:</strong> This is the official project. We are not affiliated with any fork or startup. See our <a href="https://x.com/pyautogen/status/1857264760951296210" rel="nofollow">statement</a>. </div> <div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">AutoGen</h1><a id="user-content-autogen" class="anchor" aria-label="Permalink: AutoGen" href="#autogen"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><strong>AutoGen</strong> is a framework for creating multi-agent AI applications that can act autonomously or work alongside humans.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Installation</h2><a id="user-content-installation" class="anchor" aria-label="Permalink: Installation" href="#installation"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">AutoGen requires <strong>Python 3.10 or later</strong>.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# Install AgentChat and OpenAI client from Extensions pip install -U "autogen-agentchat" "autogen-ext[openai]""><pre><span class="pl-c"><span class="pl-c">#</span> Install AgentChat and OpenAI client from Extensions</span> pip install -U <span class="pl-s"><span class="pl-pds">"</span>autogen-agentchat<span class="pl-pds">"</span></span> <span class="pl-s"><span class="pl-pds">"</span>autogen-ext[openai]<span class="pl-pds">"</span></span></pre></div> <p dir="auto">The current stable version is v0.4. If you are upgrading from AutoGen v0.2, please refer to the <a href="https://microsoft.github.io/autogen/stable/user-guide/agentchat-user-guide/migration-guide.html" rel="nofollow">Migration Guide</a> for detailed instructions on how to update your code and configurations.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# Install AutoGen Studio for no-code GUI pip install -U "autogenstudio""><pre><span class="pl-c"><span class="pl-c">#</span> Install AutoGen Studio for no-code GUI</span> pip install -U <span class="pl-s"><span class="pl-pds">"</span>autogenstudio<span class="pl-pds">"</span></span></pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Quickstart</h2><a id="user-content-quickstart" class="anchor" aria-label="Permalink: Quickstart" href="#quickstart"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Hello World</h3><a id="user-content-hello-world" class="anchor" aria-label="Permalink: Hello World" href="#hello-world"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Create an assistant agent using OpenAI's GPT-4o model. See <a href="https://microsoft.github.io/autogen/stable/user-guide/agentchat-user-guide/tutorial/models.html" rel="nofollow">other supported models</a>.</p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="import asyncio from autogen_agentchat.agents import AssistantAgent from autogen_ext.models.openai import OpenAIChatCompletionClient async def main() -> None: model_client = OpenAIChatCompletionClient(model="gpt-4o") agent = AssistantAgent("assistant", model_client=model_client) print(await agent.run(task="Say 'Hello World!'")) await model_client.close() asyncio.run(main())"><pre><span class="pl-k">import</span> <span class="pl-s1">asyncio</span> <span class="pl-k">from</span> <span class="pl-s1">autogen_agentchat</span>.<span class="pl-s1">agents</span> <span class="pl-k">import</span> <span class="pl-v">AssistantAgent</span> <span class="pl-k">from</span> <span class="pl-s1">autogen_ext</span>.<span class="pl-s1">models</span>.<span class="pl-s1">openai</span> <span class="pl-k">import</span> <span class="pl-v">OpenAIChatCompletionClient</span> <span class="pl-k">async</span> <span class="pl-k">def</span> <span class="pl-en">main</span>() <span class="pl-c1">-></span> <span class="pl-c1">None</span>: <span class="pl-s1">model_client</span> <span class="pl-c1">=</span> <span class="pl-en">OpenAIChatCompletionClient</span>(<span class="pl-s1">model</span><span class="pl-c1">=</span><span class="pl-s">"gpt-4o"</span>) <span class="pl-s1">agent</span> <span class="pl-c1">=</span> <span class="pl-en">AssistantAgent</span>(<span class="pl-s">"assistant"</span>, <span class="pl-s1">model_client</span><span class="pl-c1">=</span><span class="pl-s1">model_client</span>) <span class="pl-en">print</span>(<span class="pl-k">await</span> <span class="pl-s1">agent</span>.<span class="pl-c1">run</span>(<span class="pl-s1">task</span><span class="pl-c1">=</span><span class="pl-s">"Say 'Hello World!'"</span>)) <span class="pl-k">await</span> <span class="pl-s1">model_client</span>.<span class="pl-c1">close</span>() <span class="pl-s1">asyncio</span>.<span class="pl-c1">run</span>(<span class="pl-en">main</span>())</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Web Browsing Agent Team</h3><a id="user-content-web-browsing-agent-team" class="anchor" aria-label="Permalink: Web Browsing Agent Team" href="#web-browsing-agent-team"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Create a group chat team with a web surfer agent and a user proxy agent for web browsing tasks. You need to install <a href="https://playwright.dev/python/docs/library" rel="nofollow">playwright</a>.</p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# pip install -U autogen-agentchat autogen-ext[openai,web-surfer] # playwright install import asyncio from autogen_agentchat.agents import UserProxyAgent from autogen_agentchat.conditions import TextMentionTermination from autogen_agentchat.teams import RoundRobinGroupChat from autogen_agentchat.ui import Console from autogen_ext.models.openai import OpenAIChatCompletionClient from autogen_ext.agents.web_surfer import MultimodalWebSurfer async def main() -> None: model_client = OpenAIChatCompletionClient(model="gpt-4o") # The web surfer will open a Chromium browser window to perform web browsing tasks. web_surfer = MultimodalWebSurfer("web_surfer", model_client, headless=False, animate_actions=True) # The user proxy agent is used to get user input after each step of the web surfer. # NOTE: you can skip input by pressing Enter. user_proxy = UserProxyAgent("user_proxy") # The termination condition is set to end the conversation when the user types 'exit'. termination = TextMentionTermination("exit", sources=["user_proxy"]) # Web surfer and user proxy take turns in a round-robin fashion. team = RoundRobinGroupChat([web_surfer, user_proxy], termination_condition=termination) try: # Start the team and wait for it to terminate. await Console(team.run_stream(task="Find information about AutoGen and write a short summary.")) finally: await web_surfer.close() await model_client.close() asyncio.run(main())"><pre><span class="pl-c"># pip install -U autogen-agentchat autogen-ext[openai,web-surfer]</span> <span class="pl-c"># playwright install</span> <span class="pl-k">import</span> <span class="pl-s1">asyncio</span> <span class="pl-k">from</span> <span class="pl-s1">autogen_agentchat</span>.<span class="pl-s1">agents</span> <span class="pl-k">import</span> <span class="pl-v">UserProxyAgent</span> <span class="pl-k">from</span> <span class="pl-s1">autogen_agentchat</span>.<span class="pl-s1">conditions</span> <span class="pl-k">import</span> <span class="pl-v">TextMentionTermination</span> <span class="pl-k">from</span> <span class="pl-s1">autogen_agentchat</span>.<span class="pl-s1">teams</span> <span class="pl-k">import</span> <span class="pl-v">RoundRobinGroupChat</span> <span class="pl-k">from</span> <span class="pl-s1">autogen_agentchat</span>.<span class="pl-s1">ui</span> <span class="pl-k">import</span> <span class="pl-v">Console</span> <span class="pl-k">from</span> <span class="pl-s1">autogen_ext</span>.<span class="pl-s1">models</span>.<span class="pl-s1">openai</span> <span class="pl-k">import</span> <span class="pl-v">OpenAIChatCompletionClient</span> <span class="pl-k">from</span> <span class="pl-s1">autogen_ext</span>.<span class="pl-s1">agents</span>.<span class="pl-s1">web_surfer</span> <span class="pl-k">import</span> <span class="pl-v">MultimodalWebSurfer</span> <span class="pl-k">async</span> <span class="pl-k">def</span> <span class="pl-en">main</span>() <span class="pl-c1">-></span> <span class="pl-c1">None</span>: <span class="pl-s1">model_client</span> <span class="pl-c1">=</span> <span class="pl-en">OpenAIChatCompletionClient</span>(<span class="pl-s1">model</span><span class="pl-c1">=</span><span class="pl-s">"gpt-4o"</span>) <span class="pl-c"># The web surfer will open a Chromium browser window to perform web browsing tasks.</span> <span class="pl-s1">web_surfer</span> <span class="pl-c1">=</span> <span class="pl-en">MultimodalWebSurfer</span>(<span class="pl-s">"web_surfer"</span>, <span class="pl-s1">model_client</span>, <span class="pl-s1">headless</span><span class="pl-c1">=</span><span class="pl-c1">False</span>, <span class="pl-s1">animate_actions</span><span class="pl-c1">=</span><span class="pl-c1">True</span>) <span class="pl-c"># The user proxy agent is used to get user input after each step of the web surfer.</span> <span class="pl-c"># NOTE: you can skip input by pressing Enter.</span> <span class="pl-s1">user_proxy</span> <span class="pl-c1">=</span> <span class="pl-en">UserProxyAgent</span>(<span class="pl-s">"user_proxy"</span>) <span class="pl-c"># The termination condition is set to end the conversation when the user types 'exit'.</span> <span class="pl-s1">termination</span> <span class="pl-c1">=</span> <span class="pl-en">TextMentionTermination</span>(<span class="pl-s">"exit"</span>, <span class="pl-s1">sources</span><span class="pl-c1">=</span>[<span class="pl-s">"user_proxy"</span>]) <span class="pl-c"># Web surfer and user proxy take turns in a round-robin fashion.</span> <span class="pl-s1">team</span> <span class="pl-c1">=</span> <span class="pl-en">RoundRobinGroupChat</span>([<span class="pl-s1">web_surfer</span>, <span class="pl-s1">user_proxy</span>], <span class="pl-s1">termination_condition</span><span class="pl-c1">=</span><span class="pl-s1">termination</span>) <span class="pl-k">try</span>: <span class="pl-c"># Start the team and wait for it to terminate.</span> <span class="pl-k">await</span> <span class="pl-en">Console</span>(<span class="pl-s1">team</span>.<span class="pl-c1">run_stream</span>(<span class="pl-s1">task</span><span class="pl-c1">=</span><span class="pl-s">"Find information about AutoGen and write a short summary."</span>)) <span class="pl-k">finally</span>: <span class="pl-k">await</span> <span class="pl-s1">web_surfer</span>.<span class="pl-c1">close</span>() <span class="pl-k">await</span> <span class="pl-s1">model_client</span>.<span class="pl-c1">close</span>() <span class="pl-s1">asyncio</span>.<span class="pl-c1">run</span>(<span class="pl-en">main</span>())</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">AutoGen Studio</h3><a id="user-content-autogen-studio" class="anchor" aria-label="Permalink: AutoGen Studio" href="#autogen-studio"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Use AutoGen Studio to prototype and run multi-agent workflows without writing code.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# Run AutoGen Studio on http://localhost:8080 autogenstudio ui --port 8080 --appdir ./my-app"><pre><span class="pl-c"><span class="pl-c">#</span> Run AutoGen Studio on http://localhost:8080</span> autogenstudio ui --port 8080 --appdir ./my-app</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Why Use AutoGen?</h2><a id="user-content-why-use-autogen" class="anchor" aria-label="Permalink: Why Use AutoGen?" href="#why-use-autogen"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div align="center" dir="auto"> <a target="_blank" rel="noopener noreferrer" href="/microsoft/autogen/blob/main/autogen-landing.jpg"><img src="/microsoft/autogen/raw/main/autogen-landing.jpg" alt="AutoGen Landing" width="500" style="max-width: 100%;"></a> </div> <p dir="auto">The AutoGen ecosystem provides everything you need to create AI agents, especially multi-agent workflows -- framework, developer tools, and applications.</p> <p dir="auto">The <em>framework</em> uses a layered and extensible design. Layers have clearly divided responsibilities and build on top of layers below. This design enables you to use the framework at different levels of abstraction, from high-level APIs to low-level components.</p> <ul dir="auto"> <li><a href="/microsoft/autogen/blob/main/python/packages/autogen-core">Core API</a> implements message passing, event-driven agents, and local and distributed runtime for flexibility and power. It also support cross-language support for .NET and Python.</li> <li><a href="/microsoft/autogen/blob/main/python/packages/autogen-agentchat">AgentChat API</a> implements a simpler but opinionated API for rapid prototyping. This API is built on top of the Core API and is closest to what users of v0.2 are familiar with and supports common multi-agent patterns such as two-agent chat or group chats.</li> <li><a href="/microsoft/autogen/blob/main/python/packages/autogen-ext">Extensions API</a> enables first- and third-party extensions continuously expanding framework capabilities. It support specific implementation of LLM clients (e.g., OpenAI, AzureOpenAI), and capabilities such as code execution.</li> </ul> <p dir="auto">The ecosystem also supports two essential <em>developer tools</em>:</p> <div align="center" dir="auto"> <a target="_blank" rel="noopener noreferrer nofollow" href="https://media.githubusercontent.com/media/microsoft/autogen/refs/heads/main/python/packages/autogen-studio/docs/ags_screen.png"><img src="https://media.githubusercontent.com/media/microsoft/autogen/refs/heads/main/python/packages/autogen-studio/docs/ags_screen.png" alt="AutoGen Studio Screenshot" width="500" style="max-width: 100%;"></a> </div> <ul dir="auto"> <li><a href="/microsoft/autogen/blob/main/python/packages/autogen-studio">AutoGen Studio</a> provides a no-code GUI for building multi-agent applications.</li> <li><a href="/microsoft/autogen/blob/main/python/packages/agbench">AutoGen Bench</a> provides a benchmarking suite for evaluating agent performance.</li> </ul> <p dir="auto">You can use the AutoGen framework and developer tools to create applications for your domain. For example, <a href="/microsoft/autogen/blob/main/python/packages/magentic-one-cli">Magentic-One</a> is a state-of-the-art multi-agent team built using AgentChat API and Extensions API that can handle a variety of tasks that require web browsing, code execution, and file handling.</p> <p dir="auto">With AutoGen you get to join and contribute to a thriving ecosystem. We host weekly office hours and talks with maintainers and community. We also have a <a href="https://aka.ms/autogen-discord" rel="nofollow">Discord server</a> for real-time chat, GitHub Discussions for Q&A, and a blog for tutorials and updates.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Where to go next?</h2><a id="user-content-where-to-go-next" class="anchor" aria-label="Permalink: Where to go next?" href="#where-to-go-next"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div align="center" dir="auto"> <markdown-accessiblity-table><table> <thead> <tr> <th></th> <th><a href="/microsoft/autogen/blob/main/python"><img src="https://camo.githubusercontent.com/6885a2620e03a11ce1c2897e885bb09d8cc2591f4198ef41bb4eab980d4fe9ba/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4175746f47656e2d507974686f6e2d626c75653f6c6f676f3d707974686f6e266c6f676f436f6c6f723d7768697465" alt="Python" data-canonical-src="https://img.shields.io/badge/AutoGen-Python-blue?logo=python&logoColor=white" style="max-width: 100%;"></a></th> <th><a href="/microsoft/autogen/blob/main/dotnet"><img src="https://camo.githubusercontent.com/1eada8e0b888b9bfa868d6a05bc6f04a5a3be9e4d0fdef0fcc3bc2d5db69bbb7/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4175746f47656e2d2e4e45542d677265656e3f6c6f676f3d2e6e6574266c6f676f436f6c6f723d7768697465" alt=".NET" data-canonical-src="https://img.shields.io/badge/AutoGen-.NET-green?logo=.net&logoColor=white" style="max-width: 100%;"></a></th> <th><a href="/microsoft/autogen/blob/main/python/packages/autogen-studio"><img src="https://camo.githubusercontent.com/2515763727dbc3c29fb79da1ae9c1a46c3f3c5b39a5f5f95ce1644abdf0b4813/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4175746f47656e2d53747564696f2d707572706c653f6c6f676f3d76697375616c2d73747564696f266c6f676f436f6c6f723d7768697465" alt="Studio" data-canonical-src="https://img.shields.io/badge/AutoGen-Studio-purple?logo=visual-studio&logoColor=white" style="max-width: 100%;"></a></th> </tr> </thead> <tbody> <tr> <td>Installation</td> <td><a href="https://microsoft.github.io/autogen/stable/user-guide/agentchat-user-guide/installation.html" rel="nofollow"><img src="https://camo.githubusercontent.com/a43151d332c1ca68bcb9fbe48964b6d7a2c2b50158e8867a44a8d3bfe260f98f/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f496e7374616c6c2d626c7565" alt="Installation" data-canonical-src="https://img.shields.io/badge/Install-blue" style="max-width: 100%;"></a></td> <td><a href="https://microsoft.github.io/autogen/dotnet/dev/core/installation.html" rel="nofollow"><img src="https://camo.githubusercontent.com/c3f4d94dbf6fef8db7aceea9fb091cd63417af38c5b33bdd42cea53388bea12a/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f496e7374616c6c2d677265656e" alt="Install" data-canonical-src="https://img.shields.io/badge/Install-green" style="max-width: 100%;"></a></td> <td><a href="https://microsoft.github.io/autogen/stable/user-guide/autogenstudio-user-guide/installation.html" rel="nofollow"><img src="https://camo.githubusercontent.com/05d6fd3ff880096d99ed5bc3bbd7a37352adabb403f4e31dece5d3fec201123b/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f496e7374616c6c2d707572706c65" alt="Install" data-canonical-src="https://img.shields.io/badge/Install-purple" style="max-width: 100%;"></a></td> </tr> <tr> <td>Quickstart</td> <td><a href="https://microsoft.github.io/autogen/stable/user-guide/agentchat-user-guide/quickstart.html#" rel="nofollow"><img src="https://camo.githubusercontent.com/877c846b21284fe96f17029330dcd525b4bd1f20cfd5d1ee36eb459238abf008/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f517569636b73746172742d626c7565" alt="Quickstart" data-canonical-src="https://img.shields.io/badge/Quickstart-blue" style="max-width: 100%;"></a></td> <td><a href="https://microsoft.github.io/autogen/dotnet/dev/core/index.html" rel="nofollow"><img src="https://camo.githubusercontent.com/e05a8ac2e1390b5e1d2d1ee05020ee940aae2f6fa1020c25a8dcdfbe412f2200/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f517569636b73746172742d677265656e" alt="Quickstart" data-canonical-src="https://img.shields.io/badge/Quickstart-green" style="max-width: 100%;"></a></td> <td><a href="https://microsoft.github.io/autogen/stable/user-guide/autogenstudio-user-guide/usage.html#" rel="nofollow"><img src="https://camo.githubusercontent.com/60f5b8361d648b8787460de935309eb244f8514e44746d5449ae6ef8317961a3/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f517569636b73746172742d707572706c65" alt="Usage" data-canonical-src="https://img.shields.io/badge/Quickstart-purple" style="max-width: 100%;"></a></td> </tr> <tr> <td>Tutorial</td> <td><a href="https://microsoft.github.io/autogen/stable/user-guide/agentchat-user-guide/tutorial/index.html" rel="nofollow"><img src="https://camo.githubusercontent.com/656551117b5488b04c12f7ee24c9248e1caa6489fba54830f95559138eb15041/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5475746f7269616c2d626c7565" alt="Tutorial" data-canonical-src="https://img.shields.io/badge/Tutorial-blue" style="max-width: 100%;"></a></td> <td><a href="https://microsoft.github.io/autogen/dotnet/dev/core/tutorial.html" rel="nofollow"><img src="https://camo.githubusercontent.com/3746f865018f99422d07d037e591577599b491c05a4ab9e4f749ed911cbd5146/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5475746f7269616c2d677265656e" alt="Tutorial" data-canonical-src="https://img.shields.io/badge/Tutorial-green" style="max-width: 100%;"></a></td> <td><a href="https://microsoft.github.io/autogen/stable/user-guide/autogenstudio-user-guide/usage.html#" rel="nofollow"><img src="https://camo.githubusercontent.com/0ad635248aac3f5a049f19af5a0a3c960da39fb31e301502865a4027cf35a0b9/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5475746f7269616c2d707572706c65" alt="Usage" data-canonical-src="https://img.shields.io/badge/Tutorial-purple" style="max-width: 100%;"></a></td> </tr> <tr> <td>API Reference</td> <td><a href="https://microsoft.github.io/autogen/stable/reference/index.html#" rel="nofollow"><img src="https://camo.githubusercontent.com/92a418fd45607ce4290413af3727cdeda4769155574401ca0b13ffe2d3e16e0d/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f446f63732d626c7565" alt="API" data-canonical-src="https://img.shields.io/badge/Docs-blue" style="max-width: 100%;"></a></td> <td><a href="https://microsoft.github.io/autogen/dotnet/dev/api/Microsoft.AutoGen.Contracts.html" rel="nofollow"><img src="https://camo.githubusercontent.com/407045445d576cd8f4245dbaabaaaaa7a48a1fabce97aa6da23c9e1f8acccd8a/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f446f63732d677265656e" alt="API" data-canonical-src="https://img.shields.io/badge/Docs-green" style="max-width: 100%;"></a></td> <td><a href="https://microsoft.github.io/autogen/stable/user-guide/autogenstudio-user-guide/usage.html" rel="nofollow"><img src="https://camo.githubusercontent.com/09f1977b118884e5f1b153d48d54faa04c479396ebaba0669d01ab5315c0c489/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f446f63732d707572706c65" alt="API" data-canonical-src="https://img.shields.io/badge/Docs-purple" style="max-width: 100%;"></a></td> </tr> <tr> <td>Packages</td> <td><a href="https://pypi.org/project/autogen-core/" rel="nofollow"><img src="https://camo.githubusercontent.com/29cf0f053ffe395fab50f61ebb48c84839b5e9d00924efbe59ff86e7160ed9ee/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f507950692d6175746f67656e2d2d636f72652d626c75653f6c6f676f3d70797069" alt="PyPi autogen-core" data-canonical-src="https://img.shields.io/badge/PyPi-autogen--core-blue?logo=pypi" style="max-width: 100%;"></a> <br> <a href="https://pypi.org/project/autogen-agentchat/" rel="nofollow"><img src="https://camo.githubusercontent.com/1c54b547947477d643b5d006afdd2d6efa5f4a465c3c9884b17435cc323c9ee5/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f507950692d6175746f67656e2d2d6167656e74636861742d626c75653f6c6f676f3d70797069" alt="PyPi autogen-agentchat" data-canonical-src="https://img.shields.io/badge/PyPi-autogen--agentchat-blue?logo=pypi" style="max-width: 100%;"></a> <br> <a href="https://pypi.org/project/autogen-ext/" rel="nofollow"><img src="https://camo.githubusercontent.com/43483250c852d1a77a41c58eeb097f61300ed2597772f19e033d2fbf8e12e825/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f507950692d6175746f67656e2d2d6578742d626c75653f6c6f676f3d70797069" alt="PyPi autogen-ext" data-canonical-src="https://img.shields.io/badge/PyPi-autogen--ext-blue?logo=pypi" style="max-width: 100%;"></a></td> <td><a href="https://www.nuget.org/packages/Microsoft.AutoGen.Contracts/" rel="nofollow"><img src="https://camo.githubusercontent.com/1c97cb3ad1177819c4faf6d4761ae0a04242d4a4758bf56b4b1f4b4287a1b1e3/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4e754765742d436f6e7472616374732d677265656e3f6c6f676f3d6e75676574" alt="NuGet Contracts" data-canonical-src="https://img.shields.io/badge/NuGet-Contracts-green?logo=nuget" style="max-width: 100%;"></a> <br> <a href="https://www.nuget.org/packages/Microsoft.AutoGen.Core/" rel="nofollow"><img src="https://camo.githubusercontent.com/858dd34fc45171e7279a9fe302fa68ea65b7fefc4437c651a4396a008602e479/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4e754765742d436f72652d677265656e3f6c6f676f3d6e75676574" alt="NuGet Core" data-canonical-src="https://img.shields.io/badge/NuGet-Core-green?logo=nuget" style="max-width: 100%;"></a> <br> <a href="https://www.nuget.org/packages/Microsoft.AutoGen.Core.Grpc/" rel="nofollow"><img src="https://camo.githubusercontent.com/c8d9dfc7f12dbbdf2cb5c2ed7ae7903eb83676c9f19c474376e454a9ec4b9ec9/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4e754765742d436f72652e477270632d677265656e3f6c6f676f3d6e75676574" alt="NuGet Core.Grpc" data-canonical-src="https://img.shields.io/badge/NuGet-Core.Grpc-green?logo=nuget" style="max-width: 100%;"></a> <br> <a href="https://www.nuget.org/packages/Microsoft.AutoGen.RuntimeGateway.Grpc/" rel="nofollow"><img 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See <a href="/microsoft/autogen/blob/main/CONTRIBUTING.md">CONTRIBUTING.md</a> for guidelines on how to get started. We welcome contributions of all kinds, including bug fixes, new features, and documentation improvements. Join our community and help us make AutoGen better!</p> <p dir="auto">Have questions? Check out our <a href="/microsoft/autogen/blob/main/FAQ.md">Frequently Asked Questions (FAQ)</a> for answers to common queries. If you don't find what you're looking for, feel free to ask in our <a href="https://github.com/microsoft/autogen/discussions">GitHub Discussions</a> or join our <a href="https://aka.ms/autogen-discord" rel="nofollow">Discord server</a> for real-time support. You can also read our <a href="https://devblogs.microsoft.com/autogen/" rel="nofollow">blog</a> for updates.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Legal Notices</h2><a id="user-content-legal-notices" class="anchor" aria-label="Permalink: Legal Notices" href="#legal-notices"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Microsoft and any contributors grant you a license to the Microsoft documentation and other content in this repository under the <a href="https://creativecommons.org/licenses/by/4.0/legalcode" rel="nofollow">Creative Commons Attribution 4.0 International Public License</a>, see the <a href="/microsoft/autogen/blob/main/LICENSE">LICENSE</a> file, and grant you a license to any code in the repository under the <a href="https://opensource.org/licenses/MIT" rel="nofollow">MIT License</a>, see the <a href="/microsoft/autogen/blob/main/LICENSE-CODE">LICENSE-CODE</a> file.</p> <p dir="auto">Microsoft, Windows, Microsoft Azure, and/or other Microsoft products and services referenced in the documentation may be either trademarks or registered trademarks of Microsoft in the United States and/or other countries. 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class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> A programming framework for agentic AI 🤖 PyPi: autogen-agentchat Discord: <a href="https://aka.ms/autogen-discord" class="Link--inTextBlock" rel="nofollow">https://aka.ms/autogen-discord</a> Office Hour: <a href="https://aka.ms/autogen-officehour" class="Link--inTextBlock" rel="nofollow">https://aka.ms/autogen-officehour</a> </p> <div class="my-3 d-flex flex-items-center"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link flex-shrink-0 mr-2"> <path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path> </svg> <span class="flex-auto min-width-0 css-truncate css-truncate-target width-fit"> <a title="https://microsoft.github.io/autogen/" role="link" target="_blank" rel="noopener noreferrer nofollow" class="text-bold" href="https://microsoft.github.io/autogen/">microsoft.github.io/autogen/</a> </span> </div> <h3 class="sr-only">Topics</h3> <div class="my-3"> <div class="f6"> <a href="/topics/framework" title="Topic: framework" data-view-component="true" class="topic-tag topic-tag-link"> framework </a> <a href="/topics/ai" title="Topic: ai" data-view-component="true" class="topic-tag topic-tag-link"> ai </a> <a href="/topics/agents" title="Topic: agents" data-view-component="true" class="topic-tag topic-tag-link"> agents </a> <a href="/topics/autogen" title="Topic: autogen" data-view-component="true" class="topic-tag topic-tag-link"> autogen </a> <a href="/topics/chatgpt" title="Topic: chatgpt" data-view-component="true" class="topic-tag topic-tag-link"> chatgpt </a> <a href="/topics/llm-agent" title="Topic: llm-agent" data-view-component="true" class="topic-tag topic-tag-link"> llm-agent </a> <a href="/topics/agentic" title="Topic: agentic" data-view-component="true" class="topic-tag topic-tag-link"> agentic </a> <a href="/topics/llm-framework" title="Topic: llm-framework" data-view-component="true" class="topic-tag topic-tag-link"> llm-framework </a> <a href="/topics/agentic-agi" title="Topic: agentic-agi" data-view-component="true" class="topic-tag topic-tag-link"> agentic-agi </a> <a href="/topics/autogen-ecosystem" title="Topic: autogen-ecosystem" data-view-component="true" class="topic-tag topic-tag-link"> autogen-ecosystem </a> </div> </div> <h3 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1-.04-1.016c.162-.191.336-.401.52-.623.62-.748 1.356-1.637 2.166-2.417Zm7.112 4.442c.313-.65.491-1.293.491-1.916v-.001c0-.614-.088-1.045-.23-1.385-.143-.339-.357-.633-.673-.949a3.111 3.111 0 0 0-2.218-.915c-1.092.003-2.165.627-3.226 1.602-.823.755-1.554 1.637-2.228 2.45l-.127.154.562.566a.755.755 0 0 0 1.066.02l.794-.79c1.258-1.258 3.312-1.31 4.594-.032.396.394.792.791 1.173 1.173Z"></path> </svg> Code of conduct </a> </div> <h3 class="sr-only">Security policy</h3> <div class="mt-2"> <a href="#security-ov-file" class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:security policy"}" > <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-law mr-2"> <path d="M8.75.75V2h.985c.304 0 .603.08.867.231l1.29.736c.038.022.08.033.124.033h2.234a.75.75 0 0 1 0 1.5h-.427l2.111 4.692a.75.75 0 0 1-.154.838l-.53-.53.529.531-.001.002-.002.002-.006.006-.006.005-.01.01-.045.04c-.21.176-.441.327-.686.45C14.556 10.78 13.88 11 13 11a4.498 4.498 0 0 1-2.023-.454 3.544 3.544 0 0 1-.686-.45l-.045-.04-.016-.015-.006-.006-.004-.004v-.001a.75.75 0 0 1-.154-.838L12.178 4.5h-.162c-.305 0-.604-.079-.868-.231l-1.29-.736a.245.245 0 0 0-.124-.033H8.75V13h2.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1 0-1.5h2.5V3.5h-.984a.245.245 0 0 0-.124.033l-1.289.737c-.265.15-.564.23-.869.23h-.162l2.112 4.692a.75.75 0 0 1-.154.838l-.53-.53.529.531-.001.002-.002.002-.006.006-.016.015-.045.04c-.21.176-.441.327-.686.45C4.556 10.78 3.88 11 3 11a4.498 4.498 0 0 1-2.023-.454 3.544 3.544 0 0 1-.686-.45l-.045-.04-.016-.015-.006-.006-.004-.004v-.001a.75.75 0 0 1-.154-.838L2.178 4.5H1.75a.75.75 0 0 1 0-1.5h2.234a.249.249 0 0 0 .125-.033l1.288-.737c.265-.15.564-.23.869-.23h.984V.75a.75.75 0 0 1 1.5 0Zm2.945 8.477c.285.135.718.273 1.305.273s1.02-.138 1.305-.273L13 6.327Zm-10 0c.285.135.718.273 1.305.273s1.02-.138 1.305-.273L3 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8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg> <strong>42.3k</strong> stars</a> </div> <h3 class="sr-only">Watchers</h3> <div class="mt-2"> <a href="/microsoft/autogen/watchers" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-eye mr-2"> <path d="M8 2c1.981 0 3.671.992 4.933 2.078 1.27 1.091 2.187 2.345 2.637 3.023a1.62 1.62 0 0 1 0 1.798c-.45.678-1.367 1.932-2.637 3.023C11.67 13.008 9.981 14 8 14c-1.981 0-3.671-.992-4.933-2.078C1.797 10.83.88 9.576.43 8.898a1.62 1.62 0 0 1 0-1.798c.45-.677 1.367-1.931 2.637-3.022C4.33 2.992 6.019 2 8 2ZM1.679 7.932a.12.12 0 0 0 0 .136c.411.622 1.241 1.75 2.366 2.717C5.176 11.758 6.527 12.5 8 12.5c1.473 0 2.825-.742 3.955-1.715 1.124-.967 1.954-2.096 2.366-2.717a.12.12 0 0 0 0-.136c-.412-.621-1.242-1.75-2.366-2.717C10.824 4.242 9.473 3.5 8 3.5c-1.473 0-2.825.742-3.955 1.715-1.124.967-1.954 2.096-2.366 2.717ZM8 10a2 2 0 1 1-.001-3.999A2 2 0 0 1 8 10Z"></path> </svg> <strong>450</strong> watching</a> </div> <h3 class="sr-only">Forks</h3> <div class="mt-2"> <a href="/microsoft/autogen/forks" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-2"> <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path> </svg> <strong>6.3k</strong> forks</a> </div> <div class="mt-2"> <a class="Link--muted" href="/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fmicrosoft%2Fautogen&report=microsoft+%28user%29"> Report repository </a> </div> </div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame"> <a href="/microsoft/autogen/releases" data-view-component="true" class="Link--primary no-underline Link">Releases <span title="81" data-view-component="true" class="Counter">81</span></a></h2> <a class="Link--primary d-flex no-underline" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/microsoft/autogen/releases/tag/autogenstudio-v0.4.2"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-tag flex-shrink-0 mt-1 color-fg-success"> <path d="M1 7.775V2.75C1 1.784 1.784 1 2.75 1h5.025c.464 0 .91.184 1.238.513l6.25 6.25a1.75 1.75 0 0 1 0 2.474l-5.026 5.026a1.75 1.75 0 0 1-2.474 0l-6.25-6.25A1.752 1.752 0 0 1 1 7.775Zm1.5 0c0 .066.026.13.073.177l6.25 6.25a.25.25 0 0 0 .354 0l5.025-5.025a.25.25 0 0 0 0-.354l-6.25-6.25a.25.25 0 0 0-.177-.073H2.75a.25.25 0 0 0-.25.25ZM6 5a1 1 0 1 1 0 2 1 1 0 0 1 0-2Z"></path> </svg> <div class="ml-2 min-width-0"> <div class="d-flex"> <span class="css-truncate css-truncate-target text-bold mr-2" style="max-width: none;">autogenstudio-v0.4.2</span> <span title="Label: Latest" data-view-component="true" class="Label Label--success flex-shrink-0"> Latest </span> </div> <div class="text-small color-fg-muted"><relative-time datetime="2025-03-17T18:06:09Z" class="no-wrap">Mar 17, 2025</relative-time></div> </div> </a> <div data-view-component="true" class="mt-3"> <a text="small" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/microsoft/autogen/releases" data-view-component="true" class="Link">+ 80 releases</a></div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <include-fragment src="/microsoft/autogen/packages_list?current_repository=autogen" aria-busy="true" aria-label="Loading latest packages"> <h2 class="h4 mb-3"> <a href="/orgs/microsoft/packages?repo_name=autogen" data-view-component="true" class="Link--primary no-underline Link d-flex flex-items-center">Packages <span title="0" hidden="hidden" data-view-component="true" class="Counter ml-1">0</span></a></h2> <div class="mb-2 d-flex flex-items-center"> <div class="Skeleton mr-2" style="width:20px;height:20px;"></div> <div class="Skeleton Skeleton--text flex-auto"> </div> </div> <div class="mb-2 d-flex flex-items-center"> <div class="Skeleton mr-2" style="width:20px;height:20px;"></div> <div class="Skeleton Skeleton--text flex-auto"> </div> </div> <div class="mb-2 d-flex flex-items-center"> <div class="Skeleton mr-2" style="width:20px;height:20px;"></div> <div class="Skeleton Skeleton--text flex-auto"> </div> </div> </include-fragment> </div> </div> <div class="BorderGrid-row" > <div class="BorderGrid-cell"> <h2 class="h4 mb-3"> <a href="/microsoft/autogen/network/dependents" data-view-component="true" class="Link--primary no-underline Link">Used by <span title="3,025" data-view-component="true" class="Counter">3k</span></a> </h2> <a class="d-flex flex-items-center" href="/microsoft/autogen/network/dependents"> <ul class="hx_flex-avatar-stack list-style-none min-width-0"> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/12384500?s=64&v=4" width="32" height="32" alt="@maloymanna" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar" src="https://avatars.githubusercontent.com/u/190122399?s=64&v=4" width="32" height="32" alt="@ewfx" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/48363772?s=64&v=4" width="32" height="32" alt="@mariadancianu" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/38312735?s=64&v=4" width="32" height="32" alt="@LoveyJyhyun" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar" src="https://avatars.githubusercontent.com/u/189781762?s=64&v=4" width="32" height="32" alt="@goat-sdk" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/59104573?s=64&v=4" width="32" height="32" alt="@Galaxy-0" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/108741276?s=64&v=4" width="32" height="32" alt="@EduBatageli" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/11812212?s=64&v=4" width="32" height="32" alt="@hevangel" /> </li> </ul> <span class="px-2 text-bold text-small no-wrap"> + 3,017 </span> </a> </div> 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