spring-ai-starter-mcp-client小试牛刀

本文主要研究下如何使用spring-ai-starter-mcp-client

步骤

pom.xml

xml 复制代码
		<dependency>
			<groupId>org.springframework.ai</groupId>
			<artifactId>spring-ai-starter-mcp-client</artifactId>
		</dependency>

		<dependency>
            <groupId>org.springframework.ai</groupId>
            <artifactId>spring-ai-ollama-spring-boot-starter</artifactId>
        </dependency>

application.yml

yaml 复制代码
spring:
  application:
    name: mcp-client-example
  main:
    web-application-type: none
  ai:
    ollama:
      base-url: http://localhost:11434
      chat:
        model: qwen2.5:latest
    mcp:
      client:
        enabled: true
        name: my-mcp-client
        version: 1.0.0
        request-timeout: 30s
        type: SYNC  # or ASYNC for reactive applications
        sse:
          connections:
            server1:
              url: http://localhost:8080
#            server2:
#              url: http://otherserver:8081
        toolcallback:
          enabled: 'true'
logging:
  level:
    io:
      modelcontextprotocol:
        client: WARN
        spec: WARN

示例

less 复制代码
	@Bean
	public CommandLineRunner predefinedQuestions(ChatClient.Builder chatClientBuilder,
			ConfigurableApplicationContext context, SyncMcpToolCallbackProvider toolCallbackProvider) {

		return args -> {

			var chatClient = chatClientBuilder
					.defaultTools(toolCallbackProvider)
					.defaultAdvisors(new MessageChatMemoryAdvisor(new InMemoryChatMemory()))
					.build();

			System.out.println("\n>>> ASSISTANT: " + chatClient.prompt("帮我调用tool查一下xxx").call().content());
			System.out.println("\n>>> ASSISTANT: " + chatClient.prompt("取出create_time的最大值").call().content());

			context.close();
		};
	}

源码

McpClientAutoConfiguration

org/springframework/ai/mcp/client/autoconfigure/McpClientAutoConfiguration.java

less 复制代码
@AutoConfiguration(after = { StdioTransportAutoConfiguration.class, SseHttpClientTransportAutoConfiguration.class,
		SseWebFluxTransportAutoConfiguration.class })
@ConditionalOnClass({ McpSchema.class })
@EnableConfigurationProperties(McpClientCommonProperties.class)
@ConditionalOnProperty(prefix = McpClientCommonProperties.CONFIG_PREFIX, name = "enabled", havingValue = "true",
		matchIfMissing = true)
public class McpClientAutoConfiguration {

	/**
	 * Create a dynamic client name based on the client name and the name of the server
	 * connection.
	 * @param clientName the client name as defined by the configuration
	 * @param serverConnectionName the name of the server connection being used by the
	 * client
	 * @return the connected client name
	 */
	private String connectedClientName(String clientName, String serverConnectionName) {
		return clientName + " - " + serverConnectionName;
	}

	/**
	 * Creates a list of {@link McpSyncClient} instances based on the available
	 * transports.
	 *
	 * <p>
	 * Each client is configured with:
	 * <ul>
	 * <li>Client information (name and version) from common properties
	 * <li>Request timeout settings
	 * <li>Custom configurations through {@link McpSyncClientConfigurer}
	 * </ul>
	 *
	 * <p>
	 * If initialization is enabled in properties, the clients are automatically
	 * initialized.
	 * @param mcpSyncClientConfigurer the configurer for customizing client creation
	 * @param commonProperties common MCP client properties
	 * @param transportsProvider provider of named MCP transports
	 * @return list of configured MCP sync clients
	 */
	@Bean
	@ConditionalOnProperty(prefix = McpClientCommonProperties.CONFIG_PREFIX, name = "type", havingValue = "SYNC",
			matchIfMissing = true)
	public List<McpSyncClient> mcpSyncClients(McpSyncClientConfigurer mcpSyncClientConfigurer,
			McpClientCommonProperties commonProperties,
			ObjectProvider<List<NamedClientMcpTransport>> transportsProvider) {

		List<McpSyncClient> mcpSyncClients = new ArrayList<>();

		List<NamedClientMcpTransport> namedTransports = transportsProvider.stream().flatMap(List::stream).toList();

		if (!CollectionUtils.isEmpty(namedTransports)) {
			for (NamedClientMcpTransport namedTransport : namedTransports) {

				McpSchema.Implementation clientInfo = new McpSchema.Implementation(
						this.connectedClientName(commonProperties.getName(), namedTransport.name()),
						commonProperties.getVersion());

				McpClient.SyncSpec syncSpec = McpClient.sync(namedTransport.transport())
					.clientInfo(clientInfo)
					.requestTimeout(commonProperties.getRequestTimeout());

				syncSpec = mcpSyncClientConfigurer.configure(namedTransport.name(), syncSpec);

				var syncClient = syncSpec.build();

				if (commonProperties.isInitialized()) {
					syncClient.initialize();
				}

				mcpSyncClients.add(syncClient);
			}
		}

		return mcpSyncClients;
	}

	//......
}	

McpClientAutoConfiguration依赖McpClientCommonProperties,它根据McpClientCommonProperties和List<NamedClientMcpTransport>构建List<McpSyncClient>List<McpAsyncClient>

McpToolCallbackAutoConfiguration

org/springframework/ai/mcp/client/autoconfigure/McpToolCallbackAutoConfiguration.java

less 复制代码
@AutoConfiguration(after = { McpClientAutoConfiguration.class })
@EnableConfigurationProperties(McpClientCommonProperties.class)
@Conditional(McpToolCallbackAutoConfiguration.McpToolCallbackAutoconfigurationCondition.class)
public class McpToolCallbackAutoConfiguration {

	public static class McpToolCallbackAutoconfigurationCondition extends AllNestedConditions {

		public McpToolCallbackAutoconfigurationCondition() {
			super(ConfigurationPhase.PARSE_CONFIGURATION);
		}

		@ConditionalOnProperty(prefix = McpClientCommonProperties.CONFIG_PREFIX, name = "enabled", havingValue = "true",
				matchIfMissing = true)
		static class McpAutoConfigEnabled {

		}

		@ConditionalOnProperty(prefix = McpClientCommonProperties.CONFIG_PREFIX + ".toolcallback", name = "enabled",
				havingValue = "true", matchIfMissing = false)
		static class ToolCallbackProviderEnabled {

		}

	}

	/**
	 * Creates tool callbacks for all configured MCP clients.
	 *
	 * <p>
	 * These callbacks enable integration with Spring AI's tool execution framework,
	 * allowing MCP tools to be used as part of AI interactions.
	 * @param syncMcpClients provider of MCP sync clients
	 * @return list of tool callbacks for MCP integration
	 */
	@Bean
	@ConditionalOnProperty(prefix = McpClientCommonProperties.CONFIG_PREFIX, name = "type", havingValue = "SYNC",
			matchIfMissing = true)
	public ToolCallbackProvider mcpToolCallbacks(ObjectProvider<List<McpSyncClient>> syncMcpClients) {
		List<McpSyncClient> mcpClients = syncMcpClients.stream().flatMap(List::stream).toList();
		return new SyncMcpToolCallbackProvider(mcpClients);
	}

	@Bean
	@ConditionalOnProperty(prefix = McpClientCommonProperties.CONFIG_PREFIX, name = "type", havingValue = "ASYNC")
	public ToolCallbackProvider mcpAsyncToolCallbacks(ObjectProvider<List<McpAsyncClient>> mcpClientsProvider) {
		List<McpAsyncClient> mcpClients = mcpClientsProvider.stream().flatMap(List::stream).toList();
		return new AsyncMcpToolCallbackProvider(mcpClients);
	}

}

McpToolCallbackAutoConfiguration在spring.ai.mcp.client.enabledspring.ai.mcp.client.toolcallback.enabled都为true时才生效,它会根据List<McpSyncClient>去创建SyncMcpToolCallbackProvider或AsyncMcpToolCallbackProvider

小结

spring ai提供了spring-ai-starter-mcp-client用于快速集成mcpClient到chatClient中;McpClientAutoConfiguration依赖McpClientCommonProperties,它根据McpClientCommonProperties和List<NamedClientMcpTransport>构建List<McpSyncClient>List<McpAsyncClient>;McpToolCallbackAutoConfiguration在spring.ai.mcp.client.enabledspring.ai.mcp.client.toolcallback.enabled都为true时才生效,它会根据List<McpSyncClient>去创建SyncMcpToolCallbackProvider或AsyncMcpToolCallbackProvider

doc

相关推荐
一个处女座的程序猿17 小时前
LLMs之MCP:2025年5月2日,Anthropic 宣布 Claude 重大更新:集成功能上线,研究能力大幅提升
anthropic·mcp
带刺的坐椅19 小时前
FastMCP(python)和 SolonMCP(java)的体验比较(不能说一样,但真的很像)
java·python·solon·mcp·fastmcp
零炻大礼包1 天前
【MCP】服务端搭建(python和uv环境搭建、nodejs安装、pycharma安装)
开发语言·python·uv·mcp
风筝超冷1 天前
MCP项目实例 - client sever交互
mcp
带刺的坐椅1 天前
Java Solon-MCP 实现 MCP 实践全解析:SSE 与 STDIO 通信模式详解
java·solon·mcp·mcp-server·mcp-client
yi念zhi间4 天前
如何把ASP.NET Core WebApi打造成Mcp Server
后端·ai·mcp
杨浦老苏4 天前
MCPHub:一站式MCP服务器聚合平台
人工智能·docker·ai·群晖·mcp
伊织code5 天前
AWS MCP Servers
服务器·python·ai·云计算·aws·mcp
Generalzy5 天前
Model Context Protocol (MCP)笔记
笔记·ai·mcp
极小狐5 天前
如何创建并使用极狐GitLab 项目访问令牌?
数据库·ci/cd·gitlab·devops·mcp