Datenanalyse-Agent mit Pydantic AI

from pydantic_ai import Agent, RunContext

agent = Agent(
    "openai:gpt-4o",
    system_prompt="You are a data analyst. Explore datasets using read_csv_info, then use execute_python to run analysis code. Present findings clearly with numbers.",
)

@agent.tool
async def execute_python(ctx: RunContext, code: str) -> str:
    """Execute Python code for data analysis. pandas and matplotlib are available."""
    import subprocess
    result = subprocess.run(
        ["python", "-c", code],
        capture_output=True, text=True, timeout=30,
    )
    return result.stdout or f"Error: {result.stderr}"

@agent.tool
async def read_csv_info(ctx: RunContext, path: str) -> str:
    """Get info about a CSV file (columns, types, shape)."""
    import pandas as pd
    df = pd.read_csv(path)
    return f"Shape: {df.shape}\nColumns: {list(df.columns)}\nTypes:\n{df.dtypes}"

result = await agent.run("Analyze sales_data.csv and find the top performing products by revenue")
print(result.output)