mcp

Model Context Protocol（MCP）模型上下文协议（如下图所示）是 Anthropic 发布的一种标准化协议，使得 Agent 智能体应用可以更快捷地与下游异构的数据或者工具进行交互

sequenceDiagram participant Client as MCP Client (HTTP) participant WebServer as Web服务层 (Express) participant MCPCore as MCP 核心逻辑 participant web应用 Client->>WebServer: HTTP 请求 (POST /mcp) WebServer->>MCPCore: 转换协议格式 MCPCore->>web应用: 执行 MCP 操作 web应用–>>MCPCore: 返回结果 MCPCore–>>WebServer: 格式处理 WebServer–>>Client: HTTP 响应 (JSON)

• https://docs.spring.io/spring-ai/reference/api/mcp/mcp-server-boot-starter-docs.html
• https://blog.csdn.net/sufu1065/article/details/146554118
• https://medium.com/@nivedita.sood/how-to-build-a-redis-mcp-server-in-cursor-ebb88fbb75e7
• https://www.51cto.com/aigc/4906.html

添加引用

    <properties>
        <java.version>17</java.version>
        <spring-ai.version>1.0.0-M6</spring-ai.version>
        <spring-boot.version>3.4.3</spring-boot.version>
    </properties>
    <dependencies>
        <!--        <dependency>-->
        <!--            <groupId>org.springframework.ai</groupId>-->
        <!--            <artifactId>spring-ai-mcp-server-spring-boot-starter</artifactId>-->
        <!--        </dependency>-->
        <dependency>
            <groupId>org.springframework.ai</groupId>
            <artifactId>spring-ai-mcp-server-webmvc-spring-boot-starter</artifactId>
        </dependency>
        <dependency>
            <groupId>org.springframework</groupId>
            <artifactId>spring-web</artifactId>
        </dependency>
        <dependency>
            <groupId>org.projectlombok</groupId>
            <artifactId>lombok</artifactId>
            <optional>true</optional>
        </dependency>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-test</artifactId>
            <scope>test</scope>
        </dependency>
        <dependency>
            <groupId>cn.hutool</groupId>
            <artifactId>hutool-all</artifactId>
            <version>5.8.36</version>
        </dependency>
    </dependencies>
    <dependencyManagement>
        <dependencies>
            <dependency>
                <groupId>org.springframework.ai</groupId>
                <artifactId>spring-ai-bom</artifactId>
                <version>${spring-ai.version}</version>
                <type>pom</type>
                <scope>import</scope>
            </dependency>
        </dependencies>
    </dependencyManagement>

application.yml配置

• stdio 标准输入，mcp client进程到mcp server进程之间进行通讯
• sse 通过Server-Sent Events(SSE) 技术向客户端进行消息推送，标准请求方式是GET

spring:
  application:
    name: mcp-server-weather
server:
  port: 8080
  # MCP Server 配置（STDIO 传输）
  ai:
    mcp:
      server:
        enabled: true
        type: ASYNC
        sse-message-endpoint: mcp/messages
        stdio:
          enabled: false
        sse:
          enabled: true

添加测试代码

@Component
public class WeatherService {
    @Tool(description = "根据城市名称获取天气预报")
    public String getWeatherByCity(String city) {
        Map<String, String> mockData = Map.of(
                "西安", "晴天",
                "北京", "小雨",
                "上海", "大雨"
        );
        return mockData.getOrDefault(city, "抱歉：未查询到对应城市！");
    }

}

@Component
public class HelloWorldTool {

    @Bean
    public ToolCallbackProvider weatherTools(WeatherService weatherService) {
        return MethodToolCallbackProvider.builder().toolObjects(weatherService).build();
    }

}

添加Dockerfile

使用性能更好的graalvm这个jdk工具

FROM findepi/graalvm:java17

MAINTAINER lind

RUN mkdir -p /mcp-weather-server

WORKDIR /mcp-weather-server

ENV SERVER_PORT=8080 LANG=C.UTF-8 LC_ALL=C.UTF-8 JAVA_OPTS=""  TZ=Asia/Shanghai WEATHER_API_KEY=""

EXPOSE 8080

ADD ./target/mcp-server-weather-0.0.1-SNAPSHOT.jar ./app.jar

ENTRYPOINT ["java", "-jar", "app.jar"]

部署到k8s

apiVersion: apps/v1
kind: Deployment
metadata:
  name: mcp-weather
  namespace: default
  labels:
    app: mcp-weather
spec:
  replicas: 1
  selector:
    matchLabels:
      app: mcp-weather
  template:
    metadata:
      labels:
        app: mcp-weather
    spec:
      containers:
        - name: mcp-weather
          image: harbor.xxx.xx:8443/library/mcp-weather:1.0
          ports:
            - name: http
              containerPort: 8080
              protocol: TCP
          resources:
            requests:
              cpu: 250m
              memory: 512Mi
  strategy:
    type: RollingUpdate
    rollingUpdate:
      maxUnavailable: 25%
      maxSurge: 25%
---
apiVersion: v1
kind: Service
metadata:
  name: mcp-weather
  namespace: default
status:
  loadBalancer: {}
spec:
  ports:
    - name: http
      protocol: TCP
      port: 8080
      targetPort: 8080
  selector:
    app: mcp-weather
  type: ClusterIP
  sessionAffinity: None

cursor中配置mcp-server信息，测试mcp-server

{
    "mcpServers": {
        "weather": {
            "url": "https://test-xxx.com/weather/v1/sse",
            "headers": {
                "Authorization": "Bearer WSO2_DEV_PORTAL_APP_OAUTH_TOKEN"
            }
        },
        // 其他服务配置...
    }
}