> ## Documentation Index
> Fetch the complete documentation index at: https://agno-v2.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# OpenAI Structured Output With Tools

> Combine web search tools with a Pydantic output schema on gpt-5-mini.

```python structured_output_with_tools.py theme={null}
"""
Openai Structured Output With Tools
===================================

Cookbook example for `openai/responses/structured_output_with_tools.py`.
"""

from typing import List

from agno.agent import Agent
from agno.models.openai import OpenAIResponses
from agno.tools.websearch import WebSearchTools
from pydantic import BaseModel, Field

# ---------------------------------------------------------------------------
# Create Agent
# ---------------------------------------------------------------------------


class MovieScript(BaseModel):
    setting: str = Field(
        ..., description="Provide a nice setting for a blockbuster movie."
    )
    ending: str = Field(
        ...,
        description="Ending of the movie. If not available, provide a happy ending.",
    )
    genre: str = Field(
        ...,
        description="Genre of the movie. If not available, select action, thriller or romantic comedy.",
    )
    name: str = Field(..., description="Give a name to this movie")
    characters: List[str] = Field(..., description="Name of characters for this movie.")
    storyline: str = Field(
        ..., description="3 sentence storyline for the movie. Make it exciting!"
    )


structured_output_agent = Agent(
    model=OpenAIResponses(id="gpt-5-mini"),
    tools=[WebSearchTools()],
    instructions="Use the tools to get the information you need. You have access to the DuckDuckGo search tools",
    description="You write movie scripts.",
    output_schema=MovieScript,
)

structured_output_agent.print_response("New York", stream=True)

# ---------------------------------------------------------------------------
# Run Agent
# ---------------------------------------------------------------------------

if __name__ == "__main__":
    pass
```

## Run the Example

<Snippet file="create-venv-step.mdx" />

**1. Install dependencies**

```bash theme={null}
uv pip install -U agno ddgs openai
```

**2. Export your OpenAI API key**

```bash Mac/Linux theme={null}
export OPENAI_API_KEY="your_openai_api_key_here"
```

```bash Windows theme={null}
$Env:OPENAI_API_KEY="your_openai_api_key_here"
```

**3. Run the example**

Save the code above as `structured_output_with_tools.py`, then run:

```bash theme={null}
python structured_output_with_tools.py
```

Full source: [cookbook/90\_models/openai/responses/structured\_output\_with\_tools.py](https://github.com/agno-agi/agno/blob/v3.0.4/cookbook/90_models/openai/responses/structured_output_with_tools.py)


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