OpenAI Reasoning Tools

GPT-5.6 Luna combines few-shot ReasoningTools with web search to compare NVDA and TSLA.

openai_reasoning_tools.py
"""
Openai Reasoning Tools
======================

Demonstrates this reasoning cookbook example.
"""

from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.reasoning import ReasoningTools
from agno.tools.websearch import WebSearchTools


# ---------------------------------------------------------------------------
# Create Example
# ---------------------------------------------------------------------------
def run_example() -> None:
    reasoning_agent = Agent(
        model=OpenAIChat(id="gpt-5.6-luna"),
        tools=[
            ReasoningTools(
                enable_think=True,
                enable_analyze=True,
                add_instructions=True,
                add_few_shot=True,
            ),
            WebSearchTools(),
        ],
        instructions="Use tables where possible",
        markdown=True,
    )
    reasoning_agent.print_response(
        "Write a report comparing NVDA to TSLA",
        stream=True,
        show_full_reasoning=True,
    )


# ---------------------------------------------------------------------------
# Run Example
# ---------------------------------------------------------------------------
if __name__ == "__main__":
    run_example()

Run the Example

Set up your virtual environment

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

Install dependencies

uv pip install -U agno ddgs openai

Export your OpenAI API key

export OPENAI_API_KEY="your_openai_api_key_here"

Run the example

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

python openai_reasoning_tools.py

Full source: cookbook/10_reasoning/tools/openai_reasoning_tools.py