Claude Agent SDK 是一个用于构建基于 Claude 的智能体（agentic）应用程序的 SDK。LangSmith 提供了与 Claude Agent SDK 的原生集成，可以自动追踪您的智能体执行过程、工具调用以及与 Claude 模型的交互。

安装

为 Claude Agent SDK 安装 LangSmith 集成

pip

pip install "langsmith[claude-agent-sdk]"

uv

uv add "langsmith[claude-agent-sdk]"

快速开始

要为您的 Claude Agent SDK 应用程序启用 LangSmith 追踪，请在应用程序启动时调用 configure_claude_agent_sdk()：

import asyncio
from claude_agent_sdk import (
    ClaudeAgentOptions,
    ClaudeSDKClient,
    tool,
    create_sdk_mcp_server,
)
from typing import Any

from langsmith.integrations.claude_agent_sdk import configure_claude_agent_sdk

# 使用 langsmith 追踪设置 claude_agent_sdk
configure_claude_agent_sdk()

@tool(
    "get_weather",
    "Gets the current weather for a given city",
    {
        "city": str,
    },
)
async def get_weather(args: dict[str, Any]) -> dict[str, Any]:
    """Simulated weather lookup tool"""
    city = args["city"]

    # Simulated weather data
    weather_data = {
        "San Francisco": "Foggy, 62°F",
        "New York": "Sunny, 75°F",
        "London": "Rainy, 55°F",
        "Tokyo": "Clear, 68°F",
    }

    weather = weather_data.get(city, "Weather data not available")
    return {"content": [{"type": "text", "text": f"Weather in {city}: {weather}"}]}

async def main():
    # Create SDK MCP server with the weather tool
    weather_server = create_sdk_mcp_server(
        name="weather",
        version="1.0.0",
        tools=[get_weather],
    )

    options = ClaudeAgentOptions(
        model="claude-sonnet-4-5-20250929",
        system_prompt="You are a friendly travel assistant who helps with weather information.",
        mcp_servers={"weather": weather_server},
        allowed_tools=["mcp__weather__get_weather"],
    )

    async with ClaudeSDKClient(options=options) as client:
        await client.query("What's the weather like in San Francisco and Tokyo?")

        async for message in client.receive_response():
            print(message)

if __name__ == "__main__":
    asyncio.run(main())

一旦配置完成，所有 Claude Agent SDK 的操作都将被自动追踪到 LangSmith，包括：

• 智能体查询和响应
• 工具调用和结果
• Claude 模型交互
• MCP 服务器操作