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      Top-level documentation for AutoGen, a framework for developing applications using AI agents
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# AutoGen

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AutoGen
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<h3>
A framework for building AI agents and applications
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{fas}`book;pst-color-primary`
Magentic-One [![PyPi magentic-one](https://img.shields.io/badge/PyPi-magentic--one-blue?logo=pypi)](https://pypi.org/project/magentic-one/)
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A multi-agent assistant for web and file-based tasks.
Built on AgentChat.

```bash
pip install magentic-one
m1 "Find flights from Seattle to Paris and format the result in a table"
```

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```{button-ref} user-guide/agentchat-user-guide/magentic-one
:color: secondary

Get Started
```

:::

:::{grid-item-card} {fas}`palette;pst-color-primary` Studio [![PyPi autogenstudio](https://img.shields.io/badge/PyPi-autogenstudio-blue?logo=pypi)](https://pypi.org/project/autogenstudio/)
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An app for prototyping and managing agents without writing code.
Built on AgentChat.

```bash
pip install autogenstudio
autogenstudio ui --port 8080
```

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```{button-ref} user-guide/autogenstudio-user-guide/index
:color: secondary

Get Started
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{fas}`people-group;pst-color-primary` AgentChat
[![PyPi autogen-agentchat](https://img.shields.io/badge/PyPi-autogen--agentchat-blue?logo=pypi)](https://pypi.org/project/autogen-agentchat/0.4.0.dev13/)

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A programming framework for building conversational single and multi-agent applications.
Built on Core.

```python
# pip install "autogen-agentchat==0.4.0.dev13" "autogen-ext[openai]==0.4.0.dev13" "yfinance" "matplotlib"
import asyncio
from autogen_agentchat.agents import AssistantAgent
from autogen_agentchat.ui import Console
from autogen_ext.models.openai import OpenAIChatCompletionClient
from autogen_ext.code_executors.local import LocalCommandLineCodeExecutor
from autogen_ext.tools.code_execution import PythonCodeExecutionTool

async def main() -> None:
    tool = PythonCodeExecutionTool(LocalCommandLineCodeExecutor(work_dir="coding"))
    agent = AssistantAgent("assistant", OpenAIChatCompletionClient(model="gpt-4o"), tools=[tool], reflect_on_tool_use=True)
    await Console(agent.run_stream(task="Create a plot of MSFT stock prices in 2024 and save it to a file. Use yfinance and matplotlib."))
asyncio.run(main())
```

_Start here if you are building conversational agents. [Migrating from AutoGen 0.2?](./user-guide/agentchat-user-guide/migration-guide.md)._

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```{button-ref} user-guide/agentchat-user-guide/quickstart
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Get Started
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:::{grid-item-card} {fas}`cube;pst-color-primary` Core [![PyPi autogen-core](https://img.shields.io/badge/PyPi-autogen--core-blue?logo=pypi)](https://pypi.org/project/autogen-core/0.4.0.dev13/)
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An event-driven programming framework for building scalable multi-agent AI systems. Example scenarios:

* Deterministic and dynamic agentic workflows for business processes.
* Research on multi-agent collaboration.
* Distributed agents for multi-language applications.

_Start here if you are building workflows or distributed agent systems._

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```{button-ref} user-guide/core-user-guide/quickstart
:color: secondary

Get Started
```

:::

:::{grid-item-card} {fas}`puzzle-piece;pst-color-primary` Extensions [![PyPi autogen-ext](https://img.shields.io/badge/PyPi-autogen--ext-blue?logo=pypi)](https://pypi.org/project/autogen-ext/0.4.0.dev13/)
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Implementations of Core and AgentChat components that interface with external services or other libraries.
You can find and use community extensions or create your own. Examples of built-in extensions:

* {py:class}`~autogen_ext.tools.langchain.LangChainToolAdapter` for using LangChain tools.
* {py:class}`~autogen_ext.agents.openai.OpenAIAssistantAgent` for using Assistant API.
* {py:class}`~autogen_ext.code_executors.docker.DockerCommandLineCodeExecutor` for running model-generated code in a Docker container.
* {py:class}`~autogen_ext.runtimes.grpc.GrpcWorkerAgentRuntime` for distributed agents.

+++

<a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-secondary reference internal" href="user-guide/extensions-user-guide/discover.html"><span class="doc">Discover Community Extensions</span></a>
<a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-secondary reference internal" href="user-guide/extensions-user-guide/create-your-own.html"><span class="doc">Create New Extension</span></a>

:::

::::

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```{toctree}
:maxdepth: 3
:hidden:

user-guide/agentchat-user-guide/index
user-guide/core-user-guide/index
user-guide/extensions-user-guide/index
Studio <user-guide/autogenstudio-user-guide/index>
reference/index
```