from reag.client import ReagClient, Document

async with ReagClient(
      model="ollama/deepseek-r1:7b",
      model_kwargs={"api_base": "http://localhost:11434"}
   ) as client:
        docs = [
            Document(
                name="Superagent",
                content="Superagent is a workspace for AI-agents that learn, perform work, and collaborate.",
                metadata={
                    "url": "https://superagent.sh",
                    "source": "web",
                },
            ),
        ]
        response = await client.query("What is Superagent?", documents=docs)