> ## Documentation Index
> Fetch the complete documentation index at: https://agno-v2-studio-tools-doc.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Reasoning Agent with Knowledge Tools

<Steps>
  <Step title="Add the following code to your Python file">
    ```python knowledge_tools.py theme={null}
    from agno.agent import Agent
    from agno.knowledge.embedder.openai import OpenAIEmbedder
    from agno.knowledge.knowledge import Knowledge
    from agno.models.openai import OpenAIResponses
    from agno.tools.knowledge import KnowledgeTools
    from agno.vectordb.lancedb import LanceDb, SearchType

    # Create a knowledge containing information from a URL
    agno_docs = Knowledge(
        # Use LanceDB as the vector database and store embeddings in the `agno_docs` table
        vector_db=LanceDb(
            uri="tmp/lancedb",
            table_name="agno_docs",
            search_type=SearchType.hybrid,
            embedder=OpenAIEmbedder(id="text-embedding-3-small"),
        ),
    )
    # Add content to the knowledge
    agno_docs.insert(url="https://docs.agno.com/llms-full.txt")

    knowledge_tools = KnowledgeTools(
        knowledge=agno_docs,
        think=True,
        search=True,
        analyze=True,
        add_few_shot=True,
    )

    agent = Agent(
        model=OpenAIResponses(id="gpt-5.2"),
        tools=[knowledge_tools],
        markdown=True,
    )

    if __name__ == "__main__":
        agent.print_response(
            "How do I build a team of agents in agno?",
            markdown=True,
            stream=True,
            stream_tools=True,
        )
    ```
  </Step>

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

  <Step title="Install dependencies">
    ```bash theme={null}
    uv pip install -U agno openai lancedb
    ```
  </Step>

  <Step title="Export your OpenAI API key">
    <CodeGroup>
      ```bash Mac/Linux theme={null}
        export OPENAI_API_KEY="your_openai_api_key_here"
      ```

      ```bash Windows theme={null}
        $Env:OPENAI_API_KEY="your_openai_api_key_here"
      ```
    </CodeGroup>
  </Step>

  <Step title="Run Agent">
    ```bash theme={null}
    python knowledge_tools.py
    ```
  </Step>
</Steps>