Unstructured Transform integration

import getpass
import os

if "UNSTRUCTURED_API_KEY" not in os.environ:
    os.environ["UNSTRUCTURED_API_KEY"] = getpass.getpass("Enter your Unstructured API key: ")

os.environ["LANGSMITH_API_KEY"] = getpass.getpass("Enter your LangSmith API key: ")
os.environ["LANGSMITH_TRACING"] = "true"

from langchain_unstructured_transform import UnstructuredTransformToolkit

toolkit = UnstructuredTransformToolkit()  # reads UNSTRUCTURED_API_KEY
tools = await toolkit.aget_tools()

# pip install -qU "langchain[anthropic]" to call the model
from langchain.agents import create_agent
from langchain_unstructured_transform import aget_transform_tools

tools = await aget_transform_tools()
agent = create_agent(
    model="claude-sonnet-4-6",
    tools=tools,
)

response = await agent.ainvoke(
    {
        "messages": [
            {
                "role": "user",
                "content": (
                    "Use the Unstructured Transform tools to parse ./report.pdf. "
                    "Provide the results as JSON."
                ),
            }
        ]
    }
)
print(response["messages"][-1].content)