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[**Agents**](docs/agents.md): LLMs configured with instructions, tools, guardrails, and handoffs -2. [**Handoffs**](docs/handoffs.md): Allow agents to transfer control to other agents for specific tasks -3. [**Guardrails**](docs/guardrails.md): Configurable safety checks for input and output validation -4. [**Tracing**](docs/tracing.md): Built-in tracking of agent runs, allowing you to view, debug and optimize your workflows +1. [**Agents**](https://openai.github.io/openai-agents-python/agents): LLMs configured with instructions, tools, guardrails, and handoffs +2. [**Handoffs**](https://openai.github.io/openai-agents-python/handoffs/): Allow agents to transfer control to other agents for specific tasks +3. [**Guardrails**](https://openai.github.io/openai-agents-python/guardrails/): Configurable safety checks for input and output validation +4. [**Tracing**](https://openai.github.io/openai-agents-python/tracing/): Built-in tracking of agent runs, allowing you to view, debug and optimize your workflows -Explore the [examples](examples) directory to see the SDK in action. +Explore the [examples](examples) directory to see the SDK in action, and read our [documentation](https://openai.github.io/openai-agents-python/) for more details. + +Notably, our SDK [is compatible](https://openai.github.io/openai-agents-python/models/) with any model providers that support the OpenAI Chat Completions API format. ## Get started @@ -138,7 +140,7 @@ The Agents SDK is designed to be highly flexible, allowing you to model a wide r ## Tracing -The Agents SDK includes built-in tracing, making it easy to track and debug the behavior of your agents. Tracing is extensible by design, supporting custom spans and a wide variety of external destinations, including [Logfire](https://logfire.pydantic.dev/docs/integrations/llms/openai/#openai-agents), [AgentOps](https://docs.agentops.ai/v1/integrations/agentssdk), and [Braintrust](https://braintrust.dev/docs/guides/traces/integrations#openai-agents-sdk). See [Tracing](http://openai.github.io/openai-agents-python/tracing.md) for more details. +The Agents SDK automatically traces your agent runs, making it easy to track and debug the behavior of your agents. Tracing is extensible by design, supporting custom spans and a wide variety of external destinations, including [Logfire](https://logfire.pydantic.dev/docs/integrations/llms/openai/#openai-agents), [AgentOps](https://docs.agentops.ai/v1/integrations/agentssdk), and [Braintrust](https://braintrust.dev/docs/guides/traces/integrations#openai-agents-sdk). For more details about how to customize or disable tracing, see [Tracing](http://openai.github.io/openai-agents-python/tracing). ## Development (only needed if you need to edit the SDK/examples) diff --git a/docs/index.md b/docs/index.md index 28c6870..ba757c1 100644 --- a/docs/index.md +++ b/docs/index.md @@ -1,6 +1,6 @@ # OpenAI Agents SDK -The OpenAI Agents SDK enables you to build agentic AI apps in a lightweight, easy to use package with very few abstractions. It's a production-ready upgrade of our previous experimentation for agents, [Swarm](https://github.com/openai/swarm/tree/main). The Agents SDK has a very small set of primitives: +The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) enables you to build agentic AI apps in a lightweight, easy to use package with very few abstractions. It's a production-ready upgrade of our previous experimentation for agents, [Swarm](https://github.com/openai/swarm/tree/main). 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Audience :: Information Technology -Classifier: Operating System :: OS Independent -Classifier: Operating System :: POSIX -Classifier: Operating System :: MacOS -Classifier: Operating System :: POSIX :: Linux -Classifier: Operating System :: Microsoft :: Windows -Classifier: Topic :: Software Development :: Libraries :: Python Modules -Requires-Python: >=3.9 -Description-Content-Type: text/markdown -Requires-Dist: openai@ {root:parent:uri}/openai-1.30.1-py3-none-any.whl -Requires-Dist: pydantic<3,>=2.10 -Requires-Dist: griffe<2,>=1.5.6 -Requires-Dist: typing-extensions<5,>=4.12.2 -Requires-Dist: requests<3,>=2.0 -Requires-Dist: types-requests<3,>=2.0 - -# OpenAI Agents SDK - -The OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows. - -### Core concepts: -1. [**Agents,**](docs/agents.md) which are LLMs configured with instructions, tools, guardrails, and handoffs -2. [**Handoffs,**](docs/handoffs.md) which allow agents to transfer control to other agents for specific tasks -3. [**Guardrails,**](docs/guardrails.md) which makes it easy to watch an agent execution and validate inputs/outputs -4. [**Tracing,**](docs/tracing.md) which automatically captures the entire agentic run, allowing you to view, debug and optimize your workflows - -Explore examples of the SDK in action in the [examples](examples) directory. - -## Using the SDK - -1. Set up python env - -``` -python -m venv env -source env/bin/activate -``` - -2. Install Agents SDK - -``` -pip install git+ssh://git@github.com/openai/agentsdk_prototype.git#subdirectory=agents -``` - -## Development (only needed if you need to edit the SDK/examples) - -0. Ensure you have [`uv`](https://docs.astral.sh/uv/) installed. - -```bash -uv --version -``` - -1. Install dependencies/setup virtual environment - -```bash -uv sync -``` - -2. Install the dependencies - -```bash -uv sync --all-extras --all-packages -``` - -3. Activate the virtual environment - -```bash -source .venv/bin/activate -``` - -## Tests - -Make sure the virtual environment is activated first. - -```bash -pytest -``` - -## Hello world example - -```py -from agents.agent import Agent -from agents.run import Runner -import asyncio - -agent = Agent( - name="Hello world", - instructions="You are a helpful agent." -) - -async def main(): - out = await Runner.run(agent, input="Hola, ¿cómo estás?") - print(out) - - -if __name__ == "__main__": - asyncio.run(main()) - -# The capital of the United States is Washington, D.C. -``` - -## Handoffs example - -```py -from agents.agent import Agent -from agents.run import Runner -import asyncio - -spanish_agent = Agent( - name="spanish_agent", - instructions="You only speak Spanish.", -) - -english_agent = Agent( - name="english_agent", - instructions="You only speak English", -) - -triage_agent = Agent( - name="triage_agent", - instructions="Handoff to the appropriate agent based on the language of the request.", - handoffs=[spanish_agent, english_agent], -) - - -async def main(): - out = await Runner.run(triage_agent, input="Hola, ¿cómo estás?") - print(out) - - -if __name__ == "__main__": - asyncio.run(main()) - -# ¡Hola! Estoy bien, gracias por preguntar. ¿Y tú, cómo estás? -``` - -## Functions example - -```python -from agents.agent import Agent -from agents.run import Runner -import asyncio -from agents.tool import function_tool - - -@function_tool -def get_weather(city: str) -> str: - print(f"Getting weather for {city}") - return f"The weather in {city} is sunny." - - -agent = Agent( - name="Hello world", - instructions="You are a helpful agent.", - tools=[get_weather], -) - - -async def main(): - out = await Runner.run(agent, input="What's the weather in Tokyo?") - print(out.final_output) - - -if __name__ == "__main__": - asyncio.run(main()) -``` - -For more complex systems, we recommend including detailed instructions about handoffs. We have a recommendation in `handoff.RECOMMENDED_PROMPT_PREFIX` that can be used to add these instructions to an agent. - -```py -agent = Agent( - ..., - instructions=f"{handoff.RECOMMENDED_PROMPT_PREFIX}\n\n{instructions}" -) -``` - -## The agent loop - -When you call `Runner.run()`, we run a loop until we get a final output. - -1. We call the LLM, using the model and settings on the agent, and the message history. -2. The LLM returns a response, which may include tool calls. -3. If the response has a final output (see below for the more on this), we return it and end the loop. -4. If the response has a handoff, we set the agent to the new agent and go back to step 1. -5. We process the tool calls (if any) and append the tool responses messsages. Then we go to step 1. - -There is a `max_turns` parameter that you can use to limit the number of times the loop executes. - -### Final output - -There are two ways to get a **final output**: - -1. If you set an `output_type` on the agent, the LLM is given a special tool called `final_output`. If it uses this tool, the output of the tool is the final output. -2. If there's no `output_type`, then we assume the final output is a string. As soon as the LLM produces a message without any tool calls, that is considered the final output. - -As a result, the mental model for the agent loop is: - -1. If the current agent has an `output_type`, the loop runs until the agent uses that tool to return the final output. -2. If the current agent does not have an `output_type`, the loop runs until the current agent produces a message without any tool calls. - -## Common agent patterns - -There are a number of useful patterns in agentic apps. There are a number of examples in [`examples/agent_patterns`](examples/agent_patterns), and we recommend reading them. diff --git a/src/openai_agents.egg-info/SOURCES.txt b/src/openai_agents.egg-info/SOURCES.txt deleted file mode 100644 index 695ad1f..0000000 --- a/src/openai_agents.egg-info/SOURCES.txt +++ /dev/null @@ -1,81 +0,0 @@ -README.md -pyproject.toml -src/agents/__init__.py -src/agents/_config.py -src/agents/_debug.py -src/agents/_run_impl.py -src/agents/_utils.py -src/agents/agent.py -src/agents/agent_output.py -src/agents/call_agent_tool.py -src/agents/computer.py -src/agents/exceptions.py -src/agents/function_schema.py -src/agents/guardrail.py -src/agents/handoffs.py -src/agents/items.py -src/agents/lifecycle.py -src/agents/logger.py -src/agents/model_settings.py -src/agents/result.py -src/agents/run.py -src/agents/run_context.py -src/agents/strict_schema.py -src/agents/tool.py -src/agents/usage.py -src/agents/version.py -src/agents/extensions/__init__.py 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