Knowledge Tool Team

"""
Knowledge Tool Team
===================

Demonstrates this reasoning cookbook example.
"""

from agno.agent import Agent
from agno.knowledge.knowledge import Knowledge
from agno.models.openai import OpenAIChat
from agno.team.team import Team
from agno.tools.knowledge import KnowledgeTools
from agno.tools.websearch import WebSearchTools
from agno.vectordb.lancedb import LanceDb, SearchType


# ---------------------------------------------------------------------------
# Create Example
# ---------------------------------------------------------------------------
def run_example() -> None:
    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,
        ),
    )
    # Add content to the knowledge
    agno_docs.insert(url="https://www.paulgraham.com/read.html")

    knowledge_tools = KnowledgeTools(
        knowledge=agno_docs,
        enable_think=True,
        enable_search=True,
        enable_analyze=True,
        add_few_shot=True,
    )

    web_agent = Agent(
        name="Web Search Agent",
        role="Handle web search requests",
        model=OpenAIChat(id="gpt-4o-mini"),
        tools=[WebSearchTools()],
        instructions="Always include sources",
        add_datetime_to_context=True,
    )

    finance_agent = Agent(
        name="Finance Agent",
        role="Handle financial data requests",
        model=OpenAIChat(id="gpt-4o-mini"),
        tools=[WebSearchTools(enable_news=False)],
        add_datetime_to_context=True,
    )

    team_leader = Team(
        name="Reasoning Finance Team",
        model=OpenAIChat(id="gpt-4o"),
        members=[
            web_agent,
            finance_agent,
        ],
        tools=[knowledge_tools],
        instructions=[
            "Only output the final answer, no other text.",
            "Use tables to display data",
        ],
        markdown=True,
        show_members_responses=True,
        add_datetime_to_context=True,
    )

    def run_team(task: str):
        team_leader.print_response(
            task,
            stream=True,
            show_full_reasoning=True,
        )

    if __name__ == "__main__":
        run_team("What does Paul Graham talk about the need to read in this essay?")


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

# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/10_reasoning/teams

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python knowledge_tool_team.py