parallel_tools.py
Run the Example
1
Set up your virtual environment
2
Install dependencies
3
Export your API keys
4
Run the example
Save the code above as
parallel_tools.py, then run:Documentation Index
Fetch the complete documentation index at: /llms.txt
Use this file to discover all available pages before exploring further.
Answer research questions with the Parallel web search API and stream the response.
"""
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,
)
Set up your virtual environment
uv venv --python 3.12
source .venv/bin/activate
uv venv --python 3.12
.venv\Scripts\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"
$Env:OPENAI_API_KEY="your_openai_api_key_here"
$Env:PARALLEL_API_KEY="your_parallel_api_key_here"
Run the example
parallel_tools.py, then run:python parallel_tools.py
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