> ## 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.

# Parallel Tools

> Answer research questions with the Parallel web search API and stream the response.

```python parallel_tools.py theme={null}
"""
Parallel Tools
=============================

Demonstrates parallel tools.
"""

from agno.agent import Agent
from agno.models.openai import OpenAIResponses
from agno.tools.parallel import ParallelTools

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


agent = Agent(
    model=OpenAIResponses(id="gpt-5.4"),
    tools=[ParallelTools()],
    instructions="No need to tell me its based on your research.",
    markdown=True,
)

# ---------------------------------------------------------------------------
# Run Agent
# ---------------------------------------------------------------------------
if __name__ == "__main__":
    agent.print_response(
        "Tell me about Agno's AgentOS?",
        stream=True,
        stream_events=True,
    )
```

## Run the Example

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

**1. Install dependencies**

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

**2. Export your API keys**

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

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

**3. Run the example**

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

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

Full source: [cookbook/91\_tools/parallel/parallel\_tools.py](https://github.com/agno-agi/agno/blob/v3.0.4/cookbook/91_tools/parallel/parallel_tools.py)


This documentation is built and hosted on [Mintlify](https://mintlify.com), a developer documentation platform.