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推荐 endpoint

最小请求

{
  "model": "claude-sonnet-4-20250514",
  "max_tokens": 1024,
  "tools": [
    {
      "name": "get_weather",
      "description": "查询天气",
      "input_schema": {
        "type": "object",
        "properties": {
          "city": { "type": "string" }
        },
        "required": ["city"]
      }
    }
  ],
  "messages": [
    {
      "role": "user",
      "content": [{ "type": "text", "text": "查询今天上海天气。" }]
    }
  ]
}

cURL 示例

FIRST_RESPONSE=$(curl -s https://api.anthropic.com/v1/messages \
  -H "x-api-key: $ANTHROPIC_API_KEY" \
  -H "anthropic-version: 2023-06-01" \
  -H "content-type: application/json" \
  -d '{
    "model": "claude-sonnet-4-20250514",
    "max_tokens": 1024,
    "tools": [
      {
        "name": "get_weather",
        "description": "查询天气",
        "input_schema": {
          "type": "object",
          "properties": {
            "city": { "type": "string" }
          },
          "required": ["city"]
        }
      }
    ],
    "messages": [
      {
        "role": "user",
        "content": [{ "type": "text", "text": "查询今天上海天气。" }]
      }
    ]
  }')

TOOL_ID=$(echo "$FIRST_RESPONSE" | jq -r '.content[] | select(.type == "tool_use") | .id')

curl https://api.anthropic.com/v1/messages \
  -H "x-api-key: $ANTHROPIC_API_KEY" \
  -H "anthropic-version: 2023-06-01" \
  -H "content-type: application/json" \
  -d "{
    \"model\": \"claude-sonnet-4-20250514\",
    \"max_tokens\": 1024,
    \"tools\": [
      {
        \"name\": \"get_weather\",
        \"description\": \"查询天气\",
        \"input_schema\": {
          \"type\": \"object\",
          \"properties\": {
            \"city\": { \"type\": \"string\" }
          },
          \"required\": [\"city\"]
        }
      }
    ],
    \"messages\": [
      {
        \"role\": \"user\",
        \"content\": [{ \"type\": \"text\", \"text\": \"查询今天上海天气。\" }]
      },
      {
        \"role\": \"assistant\",
        \"content\": $(echo "$FIRST_RESPONSE" | jq -c '.content')
      },
      {
        \"role\": \"user\",
        \"content\": [
          {
            \"type\": \"tool_result\",
            \"tool_use_id\": \"$TOOL_ID\",
            \"content\": \"{\\\"city\\\":\\\"上海\\\",\\\"condition\\\":\\\"多云\\\",\\\"temperature\\\":24}\"
          }
        ]
      }
    ]
  }"

Python 示例

from anthropic import Anthropic

client = Anthropic(api_key="<ANTHROPIC_API_KEY>")

first_response = client.messages.create(
    model="claude-sonnet-4-20250514",
    max_tokens=1024,
    tools=[
        {
            "name": "get_weather",
            "description": "查询天气",
            "input_schema": {
                "type": "object",
                "properties": {"city": {"type": "string"}},
                "required": ["city"],
            },
        }
    ],
    messages=[
        {
            "role": "user",
            "content": [{"type": "text", "text": "查询今天上海天气。"}],
        }
    ],
)

tool_use = next(block for block in first_response.content if block.type == "tool_use")

final_response = client.messages.create(
    model="claude-sonnet-4-20250514",
    max_tokens=1024,
    tools=[
        {
            "name": "get_weather",
            "description": "查询天气",
            "input_schema": {
                "type": "object",
                "properties": {"city": {"type": "string"}},
                "required": ["city"],
            },
        }
    ],
    messages=[
        {
            "role": "user",
            "content": [{"type": "text", "text": "查询今天上海天气。"}],
        },
        {
            "role": "assistant",
            "content": first_response.content,
        },
        {
            "role": "user",
            "content": [
                {
                    "type": "tool_result",
                    "tool_use_id": tool_use.id,
                    "content": '{"city":"上海","condition":"多云","temperature":24}',
                }
            ],
        },
    ],
)

print(final_response.content[0].text)

Node.js 示例

import Anthropic from "@anthropic-ai/sdk";

const client = new Anthropic({
  apiKey: process.env.ANTHROPIC_API_KEY,
});

const firstResponse = await client.messages.create({
  model: "claude-sonnet-4-20250514",
  max_tokens: 1024,
  tools: [
    {
      name: "get_weather",
      description: "查询天气",
      input_schema: {
        type: "object",
        properties: {
          city: { type: "string" }
        },
        required: ["city"]
      }
    }
  ],
  messages: [
    {
      role: "user",
      content: [{ type: "text", text: "查询今天上海天气。" }]
    }
  ]
});

const toolUse = firstResponse.content.find((block) => block.type === "tool_use");

const finalResponse = await client.messages.create({
  model: "claude-sonnet-4-20250514",
  max_tokens: 1024,
  tools: [
    {
      name: "get_weather",
      description: "查询天气",
      input_schema: {
        type: "object",
        properties: {
          city: { type: "string" }
        },
        required: ["city"]
      }
    }
  ],
  messages: [
    {
      role: "user",
      content: [{ type: "text", text: "查询今天上海天气。" }]
    },
    {
      role: "assistant",
      content: firstResponse.content
    },
    {
      role: "user",
      content: [
        {
          type: "tool_result",
          tool_use_id: toolUse.id,
          content: '{"city":"上海","condition":"多云","temperature":24}'
        }
      ]
    }
  ]
});

console.log(finalResponse.content[0].text);

最佳实践

  • Claude 返回 tool use 后,要把 tool_result 作为后续消息块回传
  • 工具回传时保留 assistant 原始 block,不要只提取纯文本
  • schema 描述尽量具体,减少参数歧义