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Weave for Agents is in public preview. Features, APIs, and the Agents view UI may change before general availability.
The Claude Agent SDK is a Python SDK for building agent applications with Claude. Weave automatically traces Claude Agent SDK calls, including agent queries, model responses, tool use, and multi-turn conversations. Weave displays the captured data in the Agents view of your project.

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Trace Claude Agent SDK agents with Weave

The Weave SDK autopatches the Claude Agent SDK, allowing you to capture traces from your Claude agents with minimal setup. This doc shows how to initialize Weave and then run a Claude agent with MCP tools through ClaudeSDKClient so that Weave automatically traces the conversation, model calls, and tool calls end-to-end.

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Prerequisites

  • A W&B account and API key set as a WANDB_API_KEY environment variable
  • An Anthropic API key set as an ANTHROPIC_API_KEY environment variable
  • Python 3.10+

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Install packages

Install the following packages in your developer environment: 
pip install weave claude-agent-sdk

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Initialize Weave in your code

Add weave.init to the project, update your W&B team and project names, and then build an agent the way you normally would. The following code creates a Claude agent with two MCP math tools and runs it while Weave captures its traces. 
import anyio
import weave

from claude_agent_sdk import (
    ClaudeAgentOptions,
    ClaudeSDKClient,
    create_sdk_mcp_server,
    tool,
)

weave.init("[YOUR-TEAM]/[YOUR-PROJECT]")


@tool("add", "Add two numbers", {"a": float, "b": float})
async def add(args: dict) -> dict:
    return {"content": [{"type": "text", "text": str(args["a"] + args["b"])}]}


@tool("multiply", "Multiply two numbers", {"a": float, "b": float})
async def multiply(args: dict) -> dict:
    return {"content": [{"type": "text", "text": str(args["a"] * args["b"])}]}


math_server = create_sdk_mcp_server(
    name="math",
    version="1.0.0",
    tools=[add, multiply],
)


async def main():
    options = ClaudeAgentOptions(
        mcp_servers={"math": math_server},
        allowed_tools=["mcp__math__add", "mcp__math__multiply"],
    )

    async with ClaudeSDKClient(options=options) as client:
        await client.query("Using the math tools, compute (3 + 7) * 2.")

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


anyio.run(main)
weave.init() prints a link to your project when it runs. For details on viewing Agents data in Weave, see View agent activity.