Parallel Tools

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

parallel_tools.py
"""
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,
    )

ParallelTools() enables web search and URL extraction. Task research and persistent monitors require their respective enable flags.

Run the Example

Set up your virtual environment

uv venv --python 3.12
source .venv/bin/activate

Install dependencies

uv pip install -U agno openai parallel-web

Export your API keys

export OPENAI_API_KEY="your_openai_api_key_here"
export PARALLEL_API_KEY="your_parallel_api_key_here"

Run the example

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

python parallel_tools.py

Full source: cookbook/91_tools/parallel/parallel_tools.py