Agent with Reasoning Tools Tracing

Trace agents with reasoning tools in AgentOS.

This example shows how to trace an agent that uses reasoning tools in AgentOS. The traces capture the agent’s reasoning process, including all intermediate steps.

1. Create a Python file

   agent_with_reasoning_tools_tracing.py

   from textwrap import dedent
   
   from agno.agent import Agent
   from agno.db.sqlite import SqliteDb
   from agno.models.openai import OpenAIResponses
   from agno.os import AgentOS
   from agno.tools.reasoning import ReasoningTools
   
   db = SqliteDb(db_file="tmp/traces.db")
   
   reasoning_agent = Agent(
       model=OpenAIResponses(id="gpt-5.2"),
       tools=[ReasoningTools(add_instructions=True)],
       instructions=dedent("""\
           You are an expert problem-solving assistant with strong analytical skills! 🧠
   
           Your approach to problems:
           1. First, break down complex questions into component parts
           2. Clearly state your assumptions
           3. Develop a structured reasoning path
           4. Consider multiple perspectives
           5. Evaluate evidence and counter-arguments
           6. Draw well-justified conclusions
   
           When solving problems:
           - Use explicit step-by-step reasoning
           - Identify key variables and constraints
           - Explore alternative scenarios
           - Highlight areas of uncertainty
           - Explain your thought process clearly
           - Consider both short and long-term implications
           - Evaluate trade-offs explicitly
   
           For quantitative problems:
           - Show your calculations
           - Explain the significance of numbers
           - Consider confidence intervals when appropriate
           - Identify source data reliability
   
           For qualitative reasoning:
           - Assess how different factors interact
           - Consider psychological and social dynamics
           - Evaluate practical constraints
           - Address value considerations
           \
       """),
       add_datetime_to_context=True,
       stream_events=True,
       markdown=True,
       db=db,
   )
   
   # Setup AgentOS with tracing enabled
   agent_os = AgentOS(
       description="Example app for reasoning agent with tracing",
       agents=[reasoning_agent],
       tracing=True,
   )
   app = agent_os.get_app()
   
   if __name__ == "__main__":
       agent_os.serve(app="agent_with_reasoning_tools_tracing:app", reload=True)
   
2. Set up your virtual environment

   Mac

   uv venv --python 3.12
   source .venv/bin/activate
   
3. Install dependencies

   uv pip install -U openai agno opentelemetry-api opentelemetry-sdk openinference-instrumentation-agno
   
4. Export your OpenAI API key

   Mac/Linux

   export OPENAI_API_KEY="your_openai_api_key_here"
   
5. Run AgentOS

   python agent_with_reasoning_tools_tracing.py
   

   Your AgentOS will be available at http://localhost:7777. View traces in the AgentOS dashboard.