当前位置： 首页 > news >正文

企业级分布式 MCP 方案

news 来源：原创 2025/5/3 7:06:08

飞书原文档链接地址：https://ik3te1knhq.feishu.cn/wiki/D8kSwC9tFi61CMkRdd8cMxNTnpg

企业级分布式 MCP 方案

[!TIP]
背景：现阶段 MCP Client 和 MCP Server 是一对一的连接方式，若当前 MCP Server 挂掉了，那么 MCP Client 便不能使用 MCP Server 提供的工具能力。工具稳定性的提供得不到保证

解决：做了一些分布式 Client 连接的探索，一个 MCP Client 端可以连接多个 MCP Server（分布式部署），目前采用的方案如下：

  1. 新建一个包含服务名和对应连接的类
  2. 另外实现监听机制，可以动态的应对 MCP Server 节点上下线，去动态调整 mcpAsyncClientList
  3. （读操作）获取 MCP Server 相关信息的，采用从 mcpAsyncClientList 列表中随机中获取一个去发起请求，比如获取工具列表信息
  4. （写操作）对应 MCP Server 需要更改的信息，由 MCP Client 端发起，需要修改所有的 MCP Server

public class LoadbalancedAsyncClient implements EventListener {
private String serviceName;
private List mcpAsyncClientList;

}
给社区贡献代码：https://github.com/alibaba/spring-ai-alibaba/pull/755

模块代码解析

yaml 文件

spring:ai:mcp:client:enabled: truename: mcp-client-webfluxversion: 1.0.0type: SYNCnacos-enabled: true # 开启nacos-client配置，启动分布式alibaba:mcp:nacos: ## nacos的基础配置信息enabled: trueserver-addr: <nacos-sever-addr>service-namespace: <nacos-namespace>  service-group: <nacos-group>client:sse:connections: // 注册在nacos的MCP Server服务，这里mcp-server1代表多节点nacos-server1: mcp-server1nacos-server2: mcp-server2

自动注入部分

NacosMcpSseClientProperties（配置类）
@ConfigurationProperties("spring.ai.alibaba.mcp.client.sse")
public class NacosMcpSseClientProperties {public static final String _CONFIG_PREFIX _= "spring.ai.alibaba.mcp.client.sse";private final Map<String, String> connections = new HashMap<>();public Map<String, String> getConnections() {return connections;}}
NacosMcpSseClientAutoConfiguration

提供 Map<String, List> 的 bean

  • 键代表服务名
  • 值为对应的后续连接的 WebFluxSseClientTransport 列表
@AutoConfiguration
@EnableConfigurationProperties({ NacosMcpSseClientProperties.class, NacosMcpRegistryProperties.class })
public class NacosMcpSseClientAutoConfiguration {private static final Logger _logger _= LoggerFactory._getLogger_(NacosMcpSseClientAutoConfiguration.class);public NacosMcpSseClientAutoConfiguration() {}@Beanpublic NamingService nacosNamingService(NacosMcpRegistryProperties nacosMcpRegistryProperties) {Properties nacosProperties = nacosMcpRegistryProperties.getNacosProperties();try {return NamingFactory._createNamingService_(nacosProperties);}catch (NacosException e) {throw new RuntimeException(e);}}@Bean(name = "server2NamedTransport")public Map<String, List<NamedClientMcpTransport>> server2NamedTransport(NacosMcpSseClientProperties nacosMcpSseClientProperties, NamingService namingService,ObjectProvider<WebClient.Builder> webClientBuilderProvider,ObjectProvider<ObjectMapper> objectMapperProvider) {Map<String, List<NamedClientMcpTransport>> server2NamedTransport = new HashMap<>();WebClient.Builder webClientBuilderTemplate = (WebClient.Builder) webClientBuilderProvider.getIfAvailable(WebClient::_builder_);ObjectMapper objectMapper = (ObjectMapper) objectMapperProvider.getIfAvailable(ObjectMapper::new);Map<String, String> connections = nacosMcpSseClientProperties.getConnections();connections.forEach((serviceKey, serviceName) -> {try {List<Instance> instances = namingService.selectInstances(serviceName, true);List<NamedClientMcpTransport> namedTransports = new ArrayList<>();for (Instance instance : instances) {String url = instance.getMetadata().getOrDefault("scheme", "http") + "://" + instance.getIp() + ":"+ instance.getPort();WebClient.Builder webClientBuilder = webClientBuilderTemplate.clone().baseUrl(url);WebFluxSseClientTransport transport = new WebFluxSseClientTransport(webClientBuilder, objectMapper);namedTransports.add(new NamedClientMcpTransport(serviceName + "-" + instance.getInstanceId(), transport));}server2NamedTransport.put(serviceName, namedTransports);}catch (NacosException e) {_logger_.error("nacos naming service: {} error", serviceName, e);}});return server2NamedTransport;}}
NacosMcpClientAutoConfiguration

提供和 MCP Server 进行交互的客户端

  • List
  • List
@AutoConfiguration(after = { NacosMcpSseClientAutoConfiguration.class, McpClientAutoConfiguration.class })
@ConditionalOnClass({ McpSchema.class })
@EnableConfigurationProperties({ McpClientCommonProperties.class })
@ConditionalOnProperty(prefix = "spring.ai.mcp.client", name = { "nacos-enabled" }, havingValue = "true",matchIfMissing = false)
public class NacosMcpClientAutoConfiguration {public NacosMcpClientAutoConfiguration() {}private String connectedClientName(String clientName, String serverConnectionName) {return clientName + " - " + serverConnectionName;}@Bean@ConditionalOnProperty(prefix = "spring.ai.mcp.client", name = { "type" }, havingValue = "SYNC",matchIfMissing = true)public List<LoadbalancedMcpSyncClient> loadbalancedMcpSyncClientList(ObjectProvider<McpSyncClientConfigurer> mcpSyncClientConfigurerProvider,McpClientCommonProperties commonProperties,@Qualifier("server2NamedTransport") ObjectProvider<Map<String, List<NamedClientMcpTransport>>> server2NamedTransportProvider,ObjectProvider<NamingService> namingServiceProvider) {NamingService namingService = namingServiceProvider.getObject();McpSyncClientConfigurer mcpSyncClientConfigurer = mcpSyncClientConfigurerProvider.getObject();List<LoadbalancedMcpSyncClient> loadbalancedMcpSyncClients = new ArrayList<>();Map<String, List<NamedClientMcpTransport>> server2NamedTransport = server2NamedTransportProvider.getObject();for (Map.Entry<String, List<NamedClientMcpTransport>> entry : server2NamedTransport.entrySet()) {String serviceName = entry.getKey();List<NamedClientMcpTransport> namedTransports = entry.getValue();List<McpSyncClient> mcpSyncClients = new ArrayList<>();McpSyncClient syncClient;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);syncClient = syncSpec.build();if (commonProperties.isInitialized()) {syncClient.initialize();}mcpSyncClients.add(syncClient);}LoadbalancedMcpSyncClient loadbalancedMcpSyncClient = LoadbalancedMcpSyncClient._builder_().serviceName(serviceName).mcpSyncClientList(mcpSyncClients).namingService(namingService).build();loadbalancedMcpSyncClient.subscribe();loadbalancedMcpSyncClients.add(loadbalancedMcpSyncClient);}return loadbalancedMcpSyncClients;}@Bean@ConditionalOnProperty(prefix = "spring.ai.mcp.client", name = { "type" }, havingValue = "ASYNC")public List<LoadbalancedMcpAsyncClient> loadbalancedMcpAsyncClientList(ObjectProvider<McpAsyncClientConfigurer> mcpAsyncClientConfigurerProvider,McpClientCommonProperties commonProperties,@Qualifier("server2NamedTransport") ObjectProvider<Map<String, List<NamedClientMcpTransport>>> server2NamedTransportProvider,ObjectProvider<NamingService> namingServiceProvider) {NamingService namingService = namingServiceProvider.getObject();McpAsyncClientConfigurer mcpAsyncClientConfigurer = mcpAsyncClientConfigurerProvider.getObject();List<LoadbalancedMcpAsyncClient> loadbalancedMcpAsyncClients = new ArrayList<>();Map<String, List<NamedClientMcpTransport>> server2NamedTransport = server2NamedTransportProvider.getObject();for (Map.Entry<String, List<NamedClientMcpTransport>> entry : server2NamedTransport.entrySet()) {String serviceName = entry.getKey();List<NamedClientMcpTransport> namedTransports = entry.getValue();List<McpAsyncClient> mcpAsyncClients = new ArrayList<>();McpAsyncClient asyncClient;for (NamedClientMcpTransport namedTransport : namedTransports) {McpSchema.Implementation clientInfo = new McpSchema.Implementation(this.connectedClientName(commonProperties.getName(), namedTransport.name()),commonProperties.getVersion());McpClient.AsyncSpec asyncSpec = McpClient._async_(namedTransport.transport()).clientInfo(clientInfo).requestTimeout(commonProperties.getRequestTimeout());asyncSpec = mcpAsyncClientConfigurer.configure(namedTransport.name(), asyncSpec);asyncClient = asyncSpec.build();if (commonProperties.isInitialized()) {asyncClient.initialize().block();}mcpAsyncClients.add(asyncClient);}LoadbalancedMcpAsyncClient loadbalancedMcpAsyncClient = LoadbalancedMcpAsyncClient._builder_().serviceName(serviceName).mcpAsyncClientList(mcpAsyncClients).namingService(namingService).build();loadbalancedMcpAsyncClient.subscribe();loadbalancedMcpAsyncClients.add(loadbalancedMcpAsyncClient);}return loadbalancedMcpAsyncClients;}}

Client 端部分

LoadbalancedMcpAsyncClient

各字段含义：

  • String serviceName：MCP Server 注册的服务名称
  • List<McpAsyncClient> mcpAsyncClientList：对应的多节点客户端
  • NamingService namingService：Nacos 服务
  • List<Instance> instances：Nacos 中 MCP Server 的实例列表

其余方法的使用和 McpAsyncClient 保持一致，已经全面封装好了

  1. 读操作：通过 getMcpAsyncClient()方法轮询得到 McpAsyncClient 列表
  2. 写操作：对所有 List<McpAsyncClient> 进行操作

通过实现 EventListener 接口，动态增加 or 减少 McpAsyncClient

public class LoadbalancedMcpAsyncClient implements EventListener {private static final Logger _logger _= LoggerFactory._getLogger_(LoadbalancedMcpAsyncClient.class);private final String serviceName;private final List<McpAsyncClient> mcpAsyncClientList;private final AtomicInteger currentIndex = new AtomicInteger(0);private final NamingService namingService;private List<Instance> instances;public LoadbalancedMcpAsyncClient(String serviceName, List<McpAsyncClient> mcpAsyncClientList,NamingService namingService) {Assert._notNull_(serviceName, "serviceName cannot be null");Assert._notNull_(mcpAsyncClientList, "mcpAsyncClientList cannot be null");Assert._notNull_(namingService, "namingService cannot be null");this.serviceName = serviceName;this.mcpAsyncClientList = mcpAsyncClientList;try {this.namingService = namingService;this.instances = namingService.selectInstances(serviceName, true);}catch (NacosException e) {throw new RuntimeException(String._format_("Failed to get instances for service: %s", serviceName));}}public void subscribe() {try {this.namingService.subscribe(this.serviceName, this);}catch (NacosException e) {throw new RuntimeException(String._format_("Failed to subscribe to service: %s", this.serviceName));}}public String getServiceName() {return serviceName;}public List<McpAsyncClient> getMcpAsyncClientList() {return mcpAsyncClientList;}public NamingService getNamingService() {return this.namingService;}public List<Instance> getInstances() {return this.instances;}private McpAsyncClient getMcpAsyncClient() {if (mcpAsyncClientList.isEmpty()) {throw new IllegalStateException("No McpAsyncClient available");}int index = currentIndex.getAndIncrement() % mcpAsyncClientList.size();return mcpAsyncClientList.get(index);}// ------------------------------------------------------------------------------------------------------------------------------------------------public McpSchema.ServerCapabilities getServerCapabilities() {return getMcpAsyncClient().getServerCapabilities();}public McpSchema.Implementation getServerInfo() {return getMcpAsyncClient().getServerInfo();}public boolean isInitialized() {return getMcpAsyncClient().isInitialized();}public McpSchema.ClientCapabilities getClientCapabilities() {return getMcpAsyncClient().getClientCapabilities();}public McpSchema.Implementation getClientInfo() {return getMcpAsyncClient().getClientInfo();}public void close() {Iterator<McpAsyncClient> iterator = mcpAsyncClientList.iterator();while (iterator.hasNext()) {McpAsyncClient mcpAsyncClient = iterator.next();mcpAsyncClient.close();iterator.remove();_logger_.info("Closed and removed McpSyncClient: {}", mcpAsyncClient.getClientInfo().name());}}public Mono<Void> closeGracefully() {Iterator<McpAsyncClient> iterator = mcpAsyncClientList.iterator();List<Mono<Void>> closeMonos = new ArrayList<>();while (iterator.hasNext()) {McpAsyncClient mcpAsyncClient = iterator.next();Mono<Void> voidMono = mcpAsyncClient.closeGracefully().doOnSuccess(v -> {iterator.remove();_logger_.info("Closed and removed McpAsyncClient: {}", mcpAsyncClient.getClientInfo().name());});closeMonos.add(voidMono);}return Mono._when_(closeMonos);}public Mono<Object> ping() {return getMcpAsyncClient().ping();}public Mono<Void> addRoot(McpSchema.Root root) {return Mono._when_(mcpAsyncClientList.stream().map(mcpAsyncClient -> mcpAsyncClient.addRoot(root)).collect(Collectors._toList_()));}public Mono<Void> removeRoot(String rootUri) {return Mono._when_(mcpAsyncClientList.stream().map(mcpAsyncClient -> mcpAsyncClient.removeRoot(rootUri)).collect(Collectors._toList_()));}public Mono<Void> rootsListChangedNotification() {return Mono._when_(mcpAsyncClientList.stream().map(McpAsyncClient::rootsListChangedNotification).collect(Collectors._toList_()));}public Mono<McpSchema.CallToolResult> callTool(McpSchema.CallToolRequest callToolRequest) {return getMcpAsyncClient().callTool(callToolRequest);}public Mono<McpSchema.ListToolsResult> listTools() {return getMcpAsyncClient().listTools();}public Mono<McpSchema.ListToolsResult> listTools(String cursor) {return getMcpAsyncClient().listTools(cursor);}public Mono<McpSchema.ListResourcesResult> listResources() {return getMcpAsyncClient().listResources();}public Mono<McpSchema.ListResourcesResult> listResources(String cursor) {return getMcpAsyncClient().listResources(cursor);}public Mono<McpSchema.ReadResourceResult> readResource(McpSchema.Resource resource) {return getMcpAsyncClient().readResource(resource);}public Mono<McpSchema.ReadResourceResult> readResource(McpSchema.ReadResourceRequest readResourceRequest) {return getMcpAsyncClient().readResource(readResourceRequest);}public Mono<McpSchema.ListResourceTemplatesResult> listResourceTemplates() {return getMcpAsyncClient().listResourceTemplates();}public Mono<McpSchema.ListResourceTemplatesResult> listResourceTemplates(String cursor) {return getMcpAsyncClient().listResourceTemplates(cursor);}public Mono<Void> subscribeResource(McpSchema.SubscribeRequest subscribeRequest) {return Mono._when_(mcpAsyncClientList.stream().map(mcpAsyncClient -> mcpAsyncClient.subscribeResource(subscribeRequest)).collect(Collectors._toList_()));}public Mono<Void> unsubscribeResource(McpSchema.UnsubscribeRequest unsubscribeRequest) {return Mono._when_(mcpAsyncClientList.stream().map(mcpAsyncClient -> mcpAsyncClient.unsubscribeResource(unsubscribeRequest)).collect(Collectors._toList_()));}public Mono<McpSchema.ListPromptsResult> listPrompts() {return getMcpAsyncClient().listPrompts();}public Mono<McpSchema.ListPromptsResult> listPrompts(String cursor) {return getMcpAsyncClient().listPrompts(cursor);}public Mono<McpSchema.GetPromptResult> getPrompt(McpSchema.GetPromptRequest getPromptRequest) {return getMcpAsyncClient().getPrompt(getPromptRequest);}public Mono<Void> setLoggingLevel(McpSchema.LoggingLevel loggingLevel) {return Mono._when_(mcpAsyncClientList.stream().map(mcpAsyncClient -> mcpAsyncClient.setLoggingLevel(loggingLevel)).collect(Collectors._toList_()));}// ------------------------------------------------------------------------------------------------------------------------------------------------@Overridepublic void onEvent(Event event) {if (event instanceof NamingEvent namingEvent) {if (this.serviceName.equals(namingEvent.getServiceName())) {_logger_.info("Received service instance change event for service: {}", namingEvent.getServiceName());List<Instance> instances = namingEvent.getInstances();_logger_.info("Updated instances count: {}", instances.size());// 打印每个实例的详细信息instances.forEach(instance -> {_logger_.info("Instance: {}:{} (Healthy: {}, Enabled: {}, Metadata: {})", instance.getIp(),instance.getPort(), instance.isHealthy(), instance.isEnabled(),JacksonUtils._toJson_(instance.getMetadata()));});updateClientList(instances);}}}private void updateClientList(List<Instance> currentInstances) {McpClientCommonProperties commonProperties = ApplicationContextHolder._getBean_(McpClientCommonProperties.class);McpAsyncClientConfigurer mcpSyncClientConfigurer = ApplicationContextHolder._getBean_(McpAsyncClientConfigurer.class);ObjectMapper objectMapper = ApplicationContextHolder._getBean_(ObjectMapper.class);WebClient.Builder webClientBuilderTemplate = ApplicationContextHolder._getBean_(WebClient.Builder.class);// 移除的实例列表List<Instance> removeInstances = instances.stream().filter(instance -> !currentInstances.contains(instance)).collect(Collectors._toList_());// 新增的实例列表List<Instance> addInstances = currentInstances.stream().filter(instance -> !instances.contains(instance)).collect(Collectors._toList_());// 删除McpAsyncClient实例List<String> clientInfoNames = removeInstances.stream().map(instance -> connectedClientName(commonProperties.getName(),this.serviceName + "-" + instance.getInstanceId())).toList();Iterator<McpAsyncClient> iterator = mcpAsyncClientList.iterator();while (iterator.hasNext()) {McpAsyncClient mcpAsyncClient = iterator.next();McpSchema.Implementation clientInfo = mcpAsyncClient.getClientInfo();if (clientInfoNames.contains(clientInfo.name())) {_logger_.info("Removing McpAsyncClient: {}", clientInfo.name());mcpAsyncClient.closeGracefully().subscribe(v -> {iterator.remove();}, e -> _logger_.error("Failed to remove McpAsyncClient: {}", clientInfo.name(), e));}}// 新增McpAsyncClient实例McpAsyncClient asyncClient;for (Instance instance : addInstances) {String baseUrl = instance.getMetadata().getOrDefault("scheme", "http") + "://" + instance.getIp() + ":"+ instance.getPort();WebClient.Builder webClientBuilder = webClientBuilderTemplate.clone().baseUrl(baseUrl);WebFluxSseClientTransport transport = new WebFluxSseClientTransport(webClientBuilder, objectMapper);NamedClientMcpTransport namedTransport = new NamedClientMcpTransport(serviceName + "-" + instance.getInstanceId(), transport);McpSchema.Implementation clientInfo = new McpSchema.Implementation(this.connectedClientName(commonProperties.getName(), namedTransport.name()),commonProperties.getVersion());McpClient.AsyncSpec asyncSpec = McpClient._async_(namedTransport.transport()).clientInfo(clientInfo).requestTimeout(commonProperties.getRequestTimeout());asyncSpec = mcpSyncClientConfigurer.configure(namedTransport.name(), asyncSpec);asyncClient = asyncSpec.build();if (commonProperties.isInitialized()) {asyncClient.initialize().block();}_logger_.info("Added McpAsyncClient: {}", clientInfo.name());mcpAsyncClientList.add(asyncClient);}private String connectedClientName(String clientName, String serverConnectionName) {return clientName + " - " + serverConnectionName;}public static Builder builder() {return new Builder();}public static class Builder {private String serviceName;private List<McpAsyncClient> mcpAsyncClientList;private NamingService namingService;public Builder serviceName(String serviceName) {this.serviceName = serviceName;return this;}public Builder mcpAsyncClientList(List<McpAsyncClient> mcpAsyncClientList) {this.mcpAsyncClientList = mcpAsyncClientList;return this;}public Builder namingService(NamingService namingService) {this.namingService = namingService;return this;}public LoadbalancedMcpAsyncClient build() {return new LoadbalancedMcpAsyncClient(this.serviceName, this.mcpAsyncClientList, this.namingService);}}}
LoadbalancedMcpSyncClient

同上

public class LoadbalancedMcpSyncClient implements EventListener {private static final Logger _logger _= LoggerFactory._getLogger_(LoadbalancedMcpAsyncClient.class);private final String serviceName;private final List<McpSyncClient> mcpSyncClientList;private final AtomicInteger currentIndex = new AtomicInteger(0);private final NamingService namingService;private List<Instance> instances;public LoadbalancedMcpSyncClient(String serviceName, List<McpSyncClient> mcpSyncClientList,NamingService namingService) {Assert._notNull_(serviceName, "Service name must not be null");Assert._notNull_(mcpSyncClientList, "McpSyncClient list must not be null");Assert._notNull_(namingService, "NamingService must not be null");this.serviceName = serviceName;this.mcpSyncClientList = mcpSyncClientList;try {this.namingService = namingService;this.instances = namingService.selectInstances(serviceName, true);}catch (NacosException e) {throw new RuntimeException(String._format_("Failed to get instances for service: %s", serviceName));}}public void subscribe() {try {this.namingService.subscribe(this.serviceName, this);}catch (NacosException e) {throw new RuntimeException(String._format_("Failed to subscribe to service: %s", this.serviceName));}}public String getServiceName() {return this.serviceName;}public List<McpSyncClient> getMcpSyncClientList() {return this.mcpSyncClientList;}public NamingService getNamingService() {return this.namingService;}public List<Instance> getInstances() {return this.instances;}private McpSyncClient getMcpSyncClient() {if (mcpSyncClientList.isEmpty()) {throw new IllegalStateException("No McpAsyncClient available");}int index = currentIndex.getAndIncrement() % mcpSyncClientList.size();return mcpSyncClientList.get(index);}// ------------------------------------------------------------------------------------------------------------------------------------------------public McpSchema.ServerCapabilities getServerCapabilities() {return getMcpSyncClient().getServerCapabilities();}public McpSchema.Implementation getServerInfo() {return getMcpSyncClient().getServerInfo();}public McpSchema.ClientCapabilities getClientCapabilities() {return getMcpSyncClient().getClientCapabilities();}public McpSchema.Implementation getClientInfo() {return getMcpSyncClient().getClientInfo();}public void close() {Iterator<McpSyncClient> iterator = mcpSyncClientList.iterator();while (iterator.hasNext()) {McpSyncClient mcpSyncClient = iterator.next();mcpSyncClient.close();iterator.remove();_logger_.info("Closed and removed McpSyncClient: {}", mcpSyncClient.getClientInfo().name());}}public boolean closeGracefully() {List<Boolean> flagList = new ArrayList<>();Iterator<McpSyncClient> iterator = mcpSyncClientList.iterator();while (iterator.hasNext()) {McpSyncClient mcpSyncClient = iterator.next();boolean flag = mcpSyncClient.closeGracefully();flagList.add(flag);if (flag) {iterator.remove();_logger_.info("Closed and removed McpSyncClient: {}", mcpSyncClient.getClientInfo().name());}}return !flagList.stream().allMatch(flag -> flag);}public Object ping() {return getMcpSyncClient().ping();}public void addRoot(McpSchema.Root root) {for (McpSyncClient mcpSyncClient : mcpSyncClientList) {mcpSyncClient.addRoot(root);}}public void removeRoot(String rootUri) {for (McpSyncClient mcpSyncClient : mcpSyncClientList) {mcpSyncClient.removeRoot(rootUri);}}public McpSchema.CallToolResult callTool(McpSchema.CallToolRequest callToolRequest) {return getMcpSyncClient().callTool(callToolRequest);}public McpSchema.ListToolsResult listTools() {return getMcpSyncClient().listTools();}public McpSchema.ListToolsResult listTools(String cursor) {return getMcpSyncClient().listTools(cursor);}public McpSchema.ListResourcesResult listResources(String cursor) {return getMcpSyncClient().listResources(cursor);}public McpSchema.ListResourcesResult listResources() {return getMcpSyncClient().listResources();}public McpSchema.ReadResourceResult readResource(McpSchema.Resource resource) {return getMcpSyncClient().readResource(resource);}public McpSchema.ReadResourceResult readResource(McpSchema.ReadResourceRequest readResourceRequest) {return getMcpSyncClient().readResource(readResourceRequest);}public McpSchema.ListResourceTemplatesResult listResourceTemplates(String cursor) {return getMcpSyncClient().listResourceTemplates(cursor);}public McpSchema.ListResourceTemplatesResult listResourceTemplates() {return getMcpSyncClient().listResourceTemplates();}public void subscribeResource(McpSchema.SubscribeRequest subscribeRequest) {for (McpSyncClient mcpSyncClient : mcpSyncClientList) {mcpSyncClient.subscribeResource(subscribeRequest);}}public void unsubscribeResource(McpSchema.UnsubscribeRequest unsubscribeRequest) {for (McpSyncClient mcpSyncClient : mcpSyncClientList) {mcpSyncClient.unsubscribeResource(unsubscribeRequest);}}public McpSchema.ListPromptsResult listPrompts(String cursor) {return getMcpSyncClient().listPrompts(cursor);}public McpSchema.ListPromptsResult listPrompts() {return getMcpSyncClient().listPrompts();}public McpSchema.GetPromptResult getPrompt(McpSchema.GetPromptRequest getPromptRequest) {return getMcpSyncClient().getPrompt(getPromptRequest);}public void setLoggingLevel(McpSchema.LoggingLevel loggingLevel) {for (McpSyncClient mcpSyncClient : mcpSyncClientList) {mcpSyncClient.setLoggingLevel(loggingLevel);}}// ------------------------------------------------------------------------------------------------------------------------------------------------@Overridepublic void onEvent(Event event) {if (event instanceof NamingEvent namingEvent) {if (this.serviceName.equals(namingEvent.getServiceName())) {_logger_.info("Received service instance change event for service: {}", namingEvent.getServiceName());List<Instance> instances = namingEvent.getInstances();_logger_.info("Updated instances count: {}", instances.size());// 打印每个实例的详细信息instances.forEach(instance -> {_logger_.info("Instance: {}:{} (Healthy: {}, Enabled: {}, Metadata: {})", instance.getIp(),instance.getPort(), instance.isHealthy(), instance.isEnabled(),JacksonUtils._toJson_(instance.getMetadata()));});updateClientList(instances);}}}private void updateClientList(List<Instance> currentInstances) {McpClientCommonProperties commonProperties = ApplicationContextHolder._getBean_(McpClientCommonProperties.class);McpSyncClientConfigurer mcpSyncClientConfigurer = ApplicationContextHolder._getBean_(McpSyncClientConfigurer.class);ObjectMapper objectMapper = ApplicationContextHolder._getBean_(ObjectMapper.class);WebClient.Builder webClientBuilderTemplate = ApplicationContextHolder._getBean_(WebClient.Builder.class);// 移除的实例列表List<Instance> removeInstances = instances.stream().filter(instance -> !currentInstances.contains(instance)).collect(Collectors._toList_());// 新增的实例列表List<Instance> addInstances = currentInstances.stream().filter(instance -> !instances.contains(instance)).collect(Collectors._toList_());// 删除McpSyncClient实例List<String> clientInfoNames = removeInstances.stream().map(instance -> connectedClientName(commonProperties.getName(),this.serviceName + "-" + instance.getInstanceId())).toList();Iterator<McpSyncClient> iterator = mcpSyncClientList.iterator();while (iterator.hasNext()) {McpSyncClient mcpSyncClient = iterator.next();McpSchema.Implementation clientInfo = mcpSyncClient.getClientInfo();if (clientInfoNames.contains(clientInfo.name())) {_logger_.info("Removing McpsyncClient: {}", clientInfo.name());if (mcpSyncClient.closeGracefully()) {iterator.remove();}else {_logger_.warn("Failed to remove mcpSyncClient: {}", clientInfo.name());}}}// 新增McpSyncClient实例McpSyncClient syncClient;for (Instance instance : addInstances) {String baseUrl = instance.getMetadata().getOrDefault("scheme", "http") + "://" + instance.getIp() + ":"+ instance.getPort();WebClient.Builder webClientBuilder = webClientBuilderTemplate.clone().baseUrl(baseUrl);WebFluxSseClientTransport transport = new WebFluxSseClientTransport(webClientBuilder, objectMapper);NamedClientMcpTransport namedTransport = new NamedClientMcpTransport(serviceName + "-" + instance.getInstanceId(), transport);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);syncClient = syncSpec.build();if (commonProperties.isInitialized()) {syncClient.initialize();}_logger_.info("Added McpAsyncClient: {}", clientInfo.name());mcpSyncClientList.add(syncClient);}this.instances = currentInstances;}private String connectedClientName(String clientName, String serverConnectionName) {return clientName + " - " + serverConnectionName;}public static Builder builder() {return new Builder();}public static class Builder {private String serviceName;private List<McpSyncClient> mcpSyncClientList;private NamingService namingService;public Builder serviceName(String serviceName) {this.serviceName = serviceName;return this;}public Builder mcpSyncClientList(List<McpSyncClient> mcpSyncClientList) {this.mcpSyncClientList = mcpSyncClientList;return this;}public Builder namingService(NamingService namingService) {this.namingService = namingService;return this;}public LoadbalancedMcpSyncClient build() {return new LoadbalancedMcpSyncClient(this.serviceName, this.mcpSyncClientList, this.namingService);}}}

工具类

ApplicationContextHolder
@Component
public class ApplicationContextHolder implements ApplicationContextAware {private static ApplicationContext _applicationContext_;@Overridepublic void setApplicationContext(ApplicationContext applicationContext) throws BeansException {ApplicationContextHolder._applicationContext _= applicationContext;}public static <T> T getBean(Class<T> clazz) {return _applicationContext_.getBean(clazz);}}

效果演示

我在 nacos 中，注册了 MCP Server 服务，部署两个节点

  • 同一台机器以不同端口号启动的 MCP Server 服务，分别是 19000、19001，注册在 Nacos 中以 mcp-server-provider 为服务名

yml 配置如下

server:port: 8080spring:application:name: mcp-client-webflux_  _ai:alibaba:mcp:nacos:enabled: trueserver-addr: 127.0.0.1:8848username: nacospassword: nacosclient:sse:connections:nacos-server1: mcp-server-providermcp:client:enabled: truename: mcp-client-webfluxversion: 0.0.1initialized: truerequest-timeout: 600snacos-enabled: true

我们能发现已经成功注入 LoadbalancedMcpSyncClient 类，其中 mcp-server-provider 有两个实例，对应的两个 McpSyncClient

我们停掉其中的 MCP Server19001 端口的服务，通过 removeInstances 获取移除的实例列表，同步在 mcpSyncClientList 移除对应的 McpSyncClient

我们再新启动 MCP Server19001 端口的服务，通过 addInstances 获取新增的实例列表，同步在 mcpSyncClientList 新增对应的 McpSyncClient

相关文章：

  • 单片机-STM32部分：0、学习资料汇总
  • HTML5+JavaScript实现连连看游戏之二
  • QT6（32）4.5常用按钮组件：Button 例题的代码实现
  • Exa MCP Server - AI 搜索服务中间件
  • 计算机网络01-网站数据传输过程
  • 第37课 绘制原理图——放置离页连接符
  • 【计算机视觉】三维视觉：Open3D：现代三维数据处理的全栈解决方案
  • 第4篇：服务层抽象与复用逻辑
  • Java 中 Unicode 字符与字符串的转换：深入解析与实践
  • 精益数据分析（38/126）：SaaS模式的流失率计算优化与定价策略案例
  • DeepSeek构建非农预测模型：量化关税滞后效应与非线性经济冲击传导
  • 【STM32】定时器输入捕获
  • 【AI面试准备】元宇宙测试：AI+低代码构建虚拟场景压力测试
  • 铸铁划线平板：多行业的精密测量工具（北重铸铁平板厂家）
  • react js 查看字体效果
  • 「Mac畅玩AIGC与多模态13」开发篇09 - 基于多插件协同开发智能体应用（天气+名言查询助手）
  • 从0到上线，CodeBuddy 如何帮我快速构建旅游 App？
  • 网络编程——Socket 编程详解（TCP / UDP）
  • 同质化的旅游内核
  • 跟韩学AiOps系列之2025学MySQL系列_如何在MySQL中开启和提交事务？!
  • 三亚回应“游客骑摩托艇出海遇暴雨”：未失联，已引导申请先行赔付
  • 加拿大总理将赴美同特朗普会晤，重点谈贸易压力
  • 张建华评《俄国和法国》｜埃莲娜·唐科斯的俄法关系史研究
  • 五一假期上海口岸出入境客流总量预计达59.4万人，同比增约30%
  • 关于“十五五”，在上海召开的这场座谈会释放最新信号
  • 中国证券监督管理委员会党委委员、副主席王建军接受审查调查