聊聊spring ai的mcp server

聊聊spring ai的mcp server

本文主要研究一下spring ai的mcp server

mcp java sdk

mcp提供了java sdk,同时还提供了spring webflux及mvc的sse实现

<dependencyManagement> <dependencies> <dependency> <groupId>io.modelcontextprotocol.sdk</groupId> <artifactId>mcp-bom</artifactId> <version>0.8.0</version> <type>pom</type> <scope>import</scope> </dependency> </dependencies> </dependencyManagement> <dependency> <groupId>io.modelcontextprotocol.sdk</groupId> <artifactId>mcp</artifactId> </dependency> <!-- Spring WebFlux-based SSE client and server transport --> <dependency> <groupId>io.modelcontextprotocol.sdk</groupId> <artifactId>mcp-spring-webflux</artifactId> </dependency> <!-- Spring WebMVC-based SSE server transport --> <dependency> <groupId>io.modelcontextprotocol.sdk</groupId> <artifactId>mcp-spring-webmvc</artifactId> </dependency> 

spring ai mcp

Spring AI MCP扩展了mcp java sdk,提供了spring boot的集成

 <dependency> <groupId>org.springframework.ai</groupId> <artifactId>spring-ai-starter-mcp-client</artifactId> </dependency> <dependency> <groupId>org.springframework.ai</groupId> <artifactId>spring-ai-starter-mcp-client-webflux</artifactId> </dependency> <dependency> <groupId>org.springframework.ai</groupId> <artifactId>spring-ai-starter-mcp-server</artifactId> </dependency> <dependency> <groupId>org.springframework.ai</groupId> <artifactId>spring-ai-starter-mcp-server-webmvc</artifactId> </dependency> <dependency> <groupId>org.springframework.ai</groupId> <artifactId>spring-ai-starter-mcp-server-webflux</artifactId> </dependency> 
其中mcp-server提供了webmvc及webflux两个版本

示例

pom.xml

 <dependency> <groupId>org.springframework.ai</groupId> <artifactId>spring-ai-starter-mcp-server-webmvc</artifactId> </dependency> 

config

 @Bean public ToolCallbackProvider weatherTools(WeatherService weatherService) { return MethodToolCallbackProvider.builder().toolObjects(weatherService).build(); } @Bean public ToolCallback toUpperCase() { return FunctionToolCallback.builder("toUpperCase", (TextInput input) -> input.input().toUpperCase()) .inputType(TextInput.class) .description("Put the text to upper case") .build(); } 

weatherService

@Service public class WeatherService { private static final String BASE_URL = "https://api.weather.gov"; private final RestClient restClient; public WeatherService() { this.restClient = RestClient.builder() .baseUrl(BASE_URL) .defaultHeader("Accept", "application/geo+json") .defaultHeader("User-Agent", "WeatherApiClient/1.0 ([email protected])") .build(); } @JsonIgnoreProperties(ignoreUnknown = true) public record Points(@JsonProperty("properties") Props properties) { @JsonIgnoreProperties(ignoreUnknown = true) public record Props(@JsonProperty("forecast") String forecast) { } } @JsonIgnoreProperties(ignoreUnknown = true) public record Forecast(@JsonProperty("properties") Props properties) { @JsonIgnoreProperties(ignoreUnknown = true) public record Props(@JsonProperty("periods") List<Period> periods) { } @JsonIgnoreProperties(ignoreUnknown = true) public record Period(@JsonProperty("number") Integer number, @JsonProperty("name") String name, @JsonProperty("startTime") String startTime, @JsonProperty("endTime") String endTime, @JsonProperty("isDaytime") Boolean isDayTime, @JsonProperty("temperature") Integer temperature, @JsonProperty("temperatureUnit") String temperatureUnit, @JsonProperty("temperatureTrend") String temperatureTrend, @JsonProperty("probabilityOfPrecipitation") Map probabilityOfPrecipitation, @JsonProperty("windSpeed") String windSpeed, @JsonProperty("windDirection") String windDirection, @JsonProperty("icon") String icon, @JsonProperty("shortForecast") String shortForecast, @JsonProperty("detailedForecast") String detailedForecast) { } } @JsonIgnoreProperties(ignoreUnknown = true) public record Alert(@JsonProperty("features") List<Feature> features) { @JsonIgnoreProperties(ignoreUnknown = true) public record Feature(@JsonProperty("properties") Properties properties) { } @JsonIgnoreProperties(ignoreUnknown = true) public record Properties(@JsonProperty("event") String event, @JsonProperty("areaDesc") String areaDesc, @JsonProperty("severity") String severity, @JsonProperty("description") String description, @JsonProperty("instruction") String instruction) { } } /** * Get forecast for a specific latitude/longitude * @param latitude Latitude * @param longitude Longitude * @return The forecast for the given location * @throws RestClientException if the request fails */ @Tool(description = "Get weather forecast for a specific latitude/longitude") public String getWeatherForecastByLocation(double latitude, double longitude) { var points = restClient.get() .uri("/points/{latitude},{longitude}", latitude, longitude) .retrieve() .body(Points.class); var forecast = restClient.get().uri(points.properties().forecast()).retrieve().body(Forecast.class); String forecastText = forecast.properties().periods().stream().map(p -> { return String.format(""" %s: Temperature: %s %s Wind: %s %s Forecast: %s """, p.name(), p.temperature(), p.temperatureUnit(), p.windSpeed(), p.windDirection(), p.detailedForecast()); }).collect(Collectors.joining()); return forecastText; } /** * Get alerts for a specific area * @param state Area code. Two-letter US state code (e.g. CA, NY) * @return Human readable alert information * @throws RestClientException if the request fails */ @Tool(description = "Get weather alerts for a US state. Input is Two-letter US state code (e.g. CA, NY)") public String getAlerts(String state) { Alert alert = restClient.get().uri("/alerts/active/area/{state}", state).retrieve().body(Alert.class); return alert.features() .stream() .map(f -> String.format(""" Event: %s Area: %s Severity: %s Description: %s Instructions: %s """, f.properties().event(), f.properties.areaDesc(), f.properties.severity(), f.properties.description(), f.properties.instruction())) .collect(Collectors.joining("\n")); } public static void main(String[] args) { WeatherService client = new WeatherService(); System.out.println(client.getWeatherForecastByLocation(47.6062, -122.3321)); System.out.println(client.getAlerts("NY")); } } 
WeatherService使用RestClient去请求api.weather.gov,它使用@Tool注解了getWeatherForecastByLocation、getAlerts方法

client调用

public class SampleClient { public static void main(String[] args) { var transport = new HttpClientSseClientTransport("http://localhost:8080"); var client = McpClient.sync(transport).build(); client.initialize(); client.ping(); // List and demonstrate tools ListToolsResult toolsList = client.listTools(); System.out.println("Available Tools = " + toolsList); CallToolResult weatherForcastResult = client.callTool(new CallToolRequest("getWeatherForecastByLocation", Map.of("latitude", "47.6062", "longitude", "-122.3321"))); System.out.println("Weather Forcast: " + weatherForcastResult); CallToolResult alertResult = client.callTool(new CallToolRequest("getAlerts", Map.of("state", "NY"))); System.out.println("Alert Response = " + alertResult); client.closeGracefully(); } } 
这里构建了HttpClientSseClientTransport,然后通过McpClient.sync(transport).build()创建了McpSyncClient;示例先调用listTools查看有哪些tool,之后构建CallToolRequest去请求getWeatherForecastByLocation、getAlerts方法。

输出示例:

16:18:34.707 [HttpClient-1-Worker-0] INFO io.modelcontextprotocol.client.McpAsyncClient -- Server response with Protocol: 2024-11-05, Capabilities: ServerCapabilities[experimental=null, logging=LoggingCapabilities[], prompts=null, resources=null, tools=ToolCapabilities[listChanged=true]], Info: Implementation[name=my-weather-server, version=0.0.1] and Instructions null Available Tools = ListToolsResult[tools=[Tool[name=toUpperCase, description=Put the text to upper case, inputSchema=JsonSchema[type=object, properties={input={type=string}}, required=[input], additionalProperties=false]], Tool[name=getAlerts, description=Get weather alerts for a US state. Input is Two-letter US state code (e.g. CA, NY), inputSchema=JsonSchema[type=object, properties={state={type=string}}, required=[state], additionalProperties=false]], Tool[name=getWeatherForecastByLocation, description=Get weather forecast for a specific latitude/longitude, inputSchema=JsonSchema[type=object, properties={latitude={type=number, format=double}, longitude={type=number, format=double}}, required=[latitude, longitude], additionalProperties=false]]], nextCursor=null] Weather Forcast: CallToolResult[content=[TextContent[audience=null, priority=null, text="Overnight:\nTemperature: 50 F\nWind: 5 mph N\nForecast: Mostly cloudy, with a low around 50. North wind around 5 mph.\nWednesday:\nTemperature: 70 F\nWind: 2 to 7 mph NW\nForecast: A chance of rain showers between 9am and 5pm, then showers and thunderstorms. Some of the storms could be severe. Mostly cloudy. High near 70, with temperatures falling to around 68 in the afternoon. Northwest wind 2 to 7 mph. Chance of precipitation is 100%. New rainfall amounts between a quarter and half of an inch possible.\nWednesday Night:\nTemperature: 48 F\nWind: 7 to 10 mph SSW\nForecast: Showers and thunderstorms before 5am, then rain. Some of the storms could be severe. Cloudy. Low around 48, with temperatures rising to around 50 overnight. South southwest wind 7 to 10 mph, with gusts as high as 21 mph. Chance of precipitation is 100%. New rainfall amounts between a quarter and half of an inch possible.\nThursday:\nTemperature: 59 F\nWind: 9 mph S\nForecast: Rain. Cloudy, with a high near 59. South wind around 9 mph, with gusts as high as 21 mph. Chance of precipitation is 90%. New rainfall amounts between a tenth and quarter of an inch possible.\nThursday Night:\nTemperature: 47 F\nWind: 9 mph S\nForecast: Rain. Cloudy, with a low around 47. South wind around 9 mph, with gusts as high as 22 mph. Chance of precipitation is 90%. New rainfall amounts between a quarter and half of an inch possible.\nFriday:\nTemperature: 55 F\nWind: 9 to 13 mph S\nForecast: Rain. Cloudy, with a high near 55. Chance of precipitation is 100%. New rainfall amounts between a tenth and quarter of an inch possible.\nFriday Night:\nTemperature: 44 F\nWind: 6 to 10 mph S\nForecast: Rain. Mostly cloudy, with a low around 44. Chance of precipitation is 80%.\nSaturday:\nTemperature: 55 F\nWind: 7 mph S\nForecast: Rain likely. Partly sunny, with a high near 55.\nSaturday Night:\nTemperature: 41 F\nWind: 2 to 6 mph SE\nForecast: A chance of rain before 11pm. Mostly cloudy, with a low around 41.\nSunday:\nTemperature: 59 F\nWind: 2 to 6 mph NNE\nForecast: A chance of rain after 11am. Mostly cloudy, with a high near 59.\nSunday Night:\nTemperature: 45 F\nWind: 6 mph ESE\nForecast: Rain likely. Mostly cloudy, with a low around 45.\nMonday:\nTemperature: 54 F\nWind: 5 to 8 mph S\nForecast: Rain. Mostly cloudy, with a high near 54.\nMonday Night:\nTemperature: 42 F\nWind: 5 to 8 mph S\nForecast: Rain likely. Mostly cloudy, with a low around 42.\nTuesday:\nTemperature: 54 F\nWind: 7 mph SSW\nForecast: Rain likely. Mostly cloudy, with a high near 54.\n"]], isError=false] Alert Response = CallToolResult[content=[TextContent[audience=null, priority=null,]], isError=false] 

源码

McpSchema

io/modelcontextprotocol/spec/McpSchema.java

public final class McpSchema { private static final Logger logger = LoggerFactory.getLogger(McpSchema.class); private McpSchema() { } public static final String LATEST_PROTOCOL_VERSION = "2024-11-05"; public static final String JSONRPC_VERSION = "2.0"; // --------------------------- // Method Names // --------------------------- // Lifecycle Methods public static final String METHOD_INITIALIZE = "initialize"; public static final String METHOD_NOTIFICATION_INITIALIZED = "notifications/initialized"; public static final String METHOD_PING = "ping"; // Tool Methods public static final String METHOD_TOOLS_LIST = "tools/list"; public static final String METHOD_TOOLS_CALL = "tools/call"; public static final String METHOD_NOTIFICATION_TOOLS_LIST_CHANGED = "notifications/tools/list_changed"; // Resources Methods public static final String METHOD_RESOURCES_LIST = "resources/list"; public static final String METHOD_RESOURCES_READ = "resources/read"; public static final String METHOD_NOTIFICATION_RESOURCES_LIST_CHANGED = "notifications/resources/list_changed"; public static final String METHOD_RESOURCES_TEMPLATES_LIST = "resources/templates/list"; public static final String METHOD_RESOURCES_SUBSCRIBE = "resources/subscribe"; public static final String METHOD_RESOURCES_UNSUBSCRIBE = "resources/unsubscribe"; // Prompt Methods public static final String METHOD_PROMPT_LIST = "prompts/list"; public static final String METHOD_PROMPT_GET = "prompts/get"; public static final String METHOD_NOTIFICATION_PROMPTS_LIST_CHANGED = "notifications/prompts/list_changed"; // Logging Methods public static final String METHOD_LOGGING_SET_LEVEL = "logging/setLevel"; public static final String METHOD_NOTIFICATION_MESSAGE = "notifications/message"; // Roots Methods public static final String METHOD_ROOTS_LIST = "roots/list"; public static final String METHOD_NOTIFICATION_ROOTS_LIST_CHANGED = "notifications/roots/list_changed"; // Sampling Methods public static final String METHOD_SAMPLING_CREATE_MESSAGE = "sampling/createMessage"; private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper(); //...... } 
McpSchema定义了Lifecycle方法(initialize,notifications/initialized,ping),Tool方法(tools/list,tools/call,notifications/tools/list_changed),Resources方法(resources/list,resources/read,notifications/resources/list_changed,resources/templates/list,resources/subscribe,resources/unsubscribe),Prompt方法(prompts/list,prompts/get,notifications/prompts/list_changed);Logging方法(logging/setLevel,notifications/message),Roots方法(roots/list,notifications/roots/list_changed),Sampling方法(sampling/createMessage)

McpSyncClient

io/modelcontextprotocol/client/McpSyncClient.java

public class McpSyncClient implements AutoCloseable { private static final Logger logger = LoggerFactory.getLogger(McpSyncClient.class); // TODO: Consider providing a client config to set this properly // this is currently a concern only because AutoCloseable is used - perhaps it // is not a requirement? private static final long DEFAULT_CLOSE_TIMEOUT_MS = 10_000L; private final McpAsyncClient delegate; /** * Create a new McpSyncClient with the given delegate. * @param delegate the asynchronous kernel on top of which this synchronous client * provides a blocking API. * @deprecated This method will be removed in 0.9.0. Use * {@link McpClient#sync(McpClientTransport)} to obtain an instance. */ @Deprecated // TODO make the constructor package private post-deprecation public McpSyncClient(McpAsyncClient delegate) { Assert.notNull(delegate, "The delegate can not be null"); this.delegate = delegate; } /** * Get the server capabilities that define the supported features and functionality. * @return The server capabilities */ public McpSchema.ServerCapabilities getServerCapabilities() { return this.delegate.getServerCapabilities(); } /** * Get the server implementation information. * @return The server implementation details */ public McpSchema.Implementation getServerInfo() { return this.delegate.getServerInfo(); } /** * Get the client capabilities that define the supported features and functionality. * @return The client capabilities */ public ClientCapabilities getClientCapabilities() { return this.delegate.getClientCapabilities(); } /** * Get the client implementation information. * @return The client implementation details */ public McpSchema.Implementation getClientInfo() { return this.delegate.getClientInfo(); } @Override public void close() { this.delegate.close(); } public boolean closeGracefully() { try { this.delegate.closeGracefully().block(Duration.ofMillis(DEFAULT_CLOSE_TIMEOUT_MS)); } catch (RuntimeException e) { logger.warn("Client didn't close within timeout of {} ms.", DEFAULT_CLOSE_TIMEOUT_MS, e); return false; } return true; } /** * The initialization phase MUST be the first interaction between client and server. * During this phase, the client and server: * <ul> * <li>Establish protocol version compatibility</li> * <li>Exchange and negotiate capabilities</li> * <li>Share implementation details</li> * </ul> * <br/> * The client MUST initiate this phase by sending an initialize request containing: * <ul> * <li>The protocol version the client supports</li> * <li>The client's capabilities</li> * <li>Client implementation information</li> * </ul> * * The server MUST respond with its own capabilities and information: * {@link McpSchema.ServerCapabilities}. <br/> * After successful initialization, the client MUST send an initialized notification * to indicate it is ready to begin normal operations. * * <br/> * * <a href= * "https://github.com/modelcontextprotocol/specification/blob/main/docs/specification/basic/lifecycle.md#initialization">Initialization * Spec</a> * @return the initialize result. */ public McpSchema.InitializeResult initialize() { // TODO: block takes no argument here as we assume the async client is // configured with a requestTimeout at all times return this.delegate.initialize().block(); } /** * Send a roots/list_changed notification. */ public void rootsListChangedNotification() { this.delegate.rootsListChangedNotification().block(); } /** * Add a roots dynamically. */ public void addRoot(McpSchema.Root root) { this.delegate.addRoot(root).block(); } /** * Remove a root dynamically. */ public void removeRoot(String rootUri) { this.delegate.removeRoot(rootUri).block(); } /** * Send a synchronous ping request. * @return */ public Object ping() { return this.delegate.ping().block(); } // -------------------------- // Tools // -------------------------- /** * Calls a tool provided by the server. Tools enable servers to expose executable * functionality that can interact with external systems, perform computations, and * take actions in the real world. * @param callToolRequest The request containing: - name: The name of the tool to call * (must match a tool name from tools/list) - arguments: Arguments that conform to the * tool's input schema * @return The tool execution result containing: - content: List of content items * (text, images, or embedded resources) representing the tool's output - isError: * Boolean indicating if the execution failed (true) or succeeded (false/absent) */ public McpSchema.CallToolResult callTool(McpSchema.CallToolRequest callToolRequest) { return this.delegate.callTool(callToolRequest).block(); } /** * Retrieves the list of all tools provided by the server. * @return The list of tools result containing: - tools: List of available tools, each * with a name, description, and input schema - nextCursor: Optional cursor for * pagination if more tools are available */ public McpSchema.ListToolsResult listTools() { return this.delegate.listTools().block(); } /** * Retrieves a paginated list of tools provided by the server. * @param cursor Optional pagination cursor from a previous list request * @return The list of tools result containing: - tools: List of available tools, each * with a name, description, and input schema - nextCursor: Optional cursor for * pagination if more tools are available */ public McpSchema.ListToolsResult listTools(String cursor) { return this.delegate.listTools(cursor).block(); } // -------------------------- // Resources // -------------------------- /** * Send a resources/list request. * @param cursor the cursor * @return the list of resources result. */ public McpSchema.ListResourcesResult listResources(String cursor) { return this.delegate.listResources(cursor).block(); } /** * Send a resources/list request. * @return the list of resources result. */ public McpSchema.ListResourcesResult listResources() { return this.delegate.listResources().block(); } /** * Send a resources/read request. * @param resource the resource to read * @return the resource content. */ public McpSchema.ReadResourceResult readResource(McpSchema.Resource resource) { return this.delegate.readResource(resource).block(); } /** * Send a resources/read request. * @param readResourceRequest the read resource request. * @return the resource content. */ public McpSchema.ReadResourceResult readResource(McpSchema.ReadResourceRequest readResourceRequest) { return this.delegate.readResource(readResourceRequest).block(); } /** * Resource templates allow servers to expose parameterized resources using URI * templates. Arguments may be auto-completed through the completion API. * * Request a list of resource templates the server has. * @param cursor the cursor * @return the list of resource templates result. */ public McpSchema.ListResourceTemplatesResult listResourceTemplates(String cursor) { return this.delegate.listResourceTemplates(cursor).block(); } /** * Request a list of resource templates the server has. * @return the list of resource templates result. */ public McpSchema.ListResourceTemplatesResult listResourceTemplates() { return this.delegate.listResourceTemplates().block(); } /** * Subscriptions. The protocol supports optional subscriptions to resource changes. * Clients can subscribe to specific resources and receive notifications when they * change. * * Send a resources/subscribe request. * @param subscribeRequest the subscribe request contains the uri of the resource to * subscribe to. */ public void subscribeResource(McpSchema.SubscribeRequest subscribeRequest) { this.delegate.subscribeResource(subscribeRequest).block(); } /** * Send a resources/unsubscribe request. * @param unsubscribeRequest the unsubscribe request contains the uri of the resource * to unsubscribe from. */ public void unsubscribeResource(McpSchema.UnsubscribeRequest unsubscribeRequest) { this.delegate.unsubscribeResource(unsubscribeRequest).block(); } // -------------------------- // Prompts // -------------------------- public ListPromptsResult listPrompts(String cursor) { return this.delegate.listPrompts(cursor).block(); } public ListPromptsResult listPrompts() { return this.delegate.listPrompts().block(); } public GetPromptResult getPrompt(GetPromptRequest getPromptRequest) { return this.delegate.getPrompt(getPromptRequest).block(); } /** * Client can set the minimum logging level it wants to receive from the server. * @param loggingLevel the min logging level */ public void setLoggingLevel(McpSchema.LoggingLevel loggingLevel) { this.delegate.setLoggingLevel(loggingLevel).block(); } } 
McpSyncClient实现了AutoCloseable接口,它主要是使用McpAsyncClient进行了包装,包装为同步方法;它提供了getServerCapabilities、getServerInfo、getClientCapabilities、getClientInfo、initialize、rootsListChangedNotification、addRoot、removeRoot、ping、callTool、listTools、listResources、readResource、listResourceTemplates、subscribeResource、unsubscribeResource、listPrompts、getPrompt、setLoggingLevel

McpServerAutoConfiguration

org/springframework/ai/mcp/server/autoconfigure/McpServerAutoConfiguration.java

@AutoConfiguration(after = { McpWebMvcServerAutoConfiguration.class, McpWebFluxServerAutoConfiguration.class }) @ConditionalOnClass({ McpSchema.class, McpSyncServer.class }) @EnableConfigurationProperties(McpServerProperties.class) @Import(McpBackwardCompatibility.class) @ConditionalOnProperty(prefix = McpServerProperties.CONFIG_PREFIX, name = "enabled", havingValue = "true", matchIfMissing = true) public class McpServerAutoConfiguration { private static final LogAccessor logger = new LogAccessor(McpServerAutoConfiguration.class); @Bean @ConditionalOnMissingBean public McpServerTransportProvider stdioServerTransport() { return new StdioServerTransportProvider(); } @Bean @ConditionalOnMissingBean public McpSchema.ServerCapabilities.Builder capabilitiesBuilder() { return McpSchema.ServerCapabilities.builder(); } @Bean @ConditionalOnProperty(prefix = McpServerProperties.CONFIG_PREFIX, name = "type", havingValue = "SYNC", matchIfMissing = true) public List<McpServerFeatures.SyncToolSpecification> syncTools(ObjectProvider<List<ToolCallback>> toolCalls, List<ToolCallback> toolCallbacksList, McpServerProperties serverProperties) { List<ToolCallback> tools = new ArrayList<>(toolCalls.stream().flatMap(List::stream).toList()); if (!CollectionUtils.isEmpty(toolCallbacksList)) { tools.addAll(toolCallbacksList); } return this.toSyncToolSpecifications(tools, serverProperties); } private List<McpServerFeatures.SyncToolSpecification> toSyncToolSpecifications(List<ToolCallback> tools, McpServerProperties serverProperties) { return tools.stream().map(tool -> { String toolName = tool.getToolDefinition().name(); MimeType mimeType = (serverProperties.getToolResponseMimeType().containsKey(toolName)) ? MimeType.valueOf(serverProperties.getToolResponseMimeType().get(toolName)) : null; return McpToolUtils.toSyncToolSpecification(tool, mimeType); }).toList(); } @Bean @ConditionalOnProperty(prefix = McpServerProperties.CONFIG_PREFIX, name = "type", havingValue = "SYNC", matchIfMissing = true) public McpSyncServer mcpSyncServer(McpServerTransportProvider transportProvider, McpSchema.ServerCapabilities.Builder capabilitiesBuilder, McpServerProperties serverProperties, ObjectProvider<List<SyncToolSpecification>> tools, ObjectProvider<List<SyncResourceSpecification>> resources, ObjectProvider<List<SyncPromptSpecification>> prompts, ObjectProvider<BiConsumer<McpSyncServerExchange, List<McpSchema.Root>>> rootsChangeConsumers, List<ToolCallbackProvider> toolCallbackProvider) { McpSchema.Implementation serverInfo = new Implementation(serverProperties.getName(), serverProperties.getVersion()); // Create the server with both tool and resource capabilities SyncSpecification serverBuilder = McpServer.sync(transportProvider).serverInfo(serverInfo); List<SyncToolSpecification> toolSpecifications = new ArrayList<>(tools.stream().flatMap(List::stream).toList()); List<ToolCallback> providerToolCallbacks = toolCallbackProvider.stream() .map(pr -> List.of(pr.getToolCallbacks())) .flatMap(List::stream) .filter(fc -> fc instanceof ToolCallback) .map(fc -> (ToolCallback) fc) .toList(); toolSpecifications.addAll(this.toSyncToolSpecifications(providerToolCallbacks, serverProperties)); if (!CollectionUtils.isEmpty(toolSpecifications)) { serverBuilder.tools(toolSpecifications); capabilitiesBuilder.tools(serverProperties.isToolChangeNotification()); logger.info("Registered tools: " + toolSpecifications.size() + ", notification: " + serverProperties.isToolChangeNotification()); } List<SyncResourceSpecification> resourceSpecifications = resources.stream().flatMap(List::stream).toList(); if (!CollectionUtils.isEmpty(resourceSpecifications)) { serverBuilder.resources(resourceSpecifications); capabilitiesBuilder.resources(false, serverProperties.isResourceChangeNotification()); logger.info("Registered resources: " + resourceSpecifications.size() + ", notification: " + serverProperties.isResourceChangeNotification()); } List<SyncPromptSpecification> promptSpecifications = prompts.stream().flatMap(List::stream).toList(); if (!CollectionUtils.isEmpty(promptSpecifications)) { serverBuilder.prompts(promptSpecifications); capabilitiesBuilder.prompts(serverProperties.isPromptChangeNotification()); logger.info("Registered prompts: " + promptSpecifications.size() + ", notification: " + serverProperties.isPromptChangeNotification()); } rootsChangeConsumers.ifAvailable(consumer -> { serverBuilder.rootsChangeHandler((exchange, roots) -> { consumer.accept(exchange, roots); }); logger.info("Registered roots change consumer"); }); serverBuilder.capabilities(capabilitiesBuilder.build()); return serverBuilder.build(); } @Bean @ConditionalOnProperty(prefix = McpServerProperties.CONFIG_PREFIX, name = "type", havingValue = "ASYNC") public List<McpServerFeatures.AsyncToolSpecification> asyncTools(ObjectProvider<List<ToolCallback>> toolCalls, List<ToolCallback> toolCallbackList, McpServerProperties serverProperties) { List<ToolCallback> tools = new ArrayList<>(toolCalls.stream().flatMap(List::stream).toList()); if (!CollectionUtils.isEmpty(toolCallbackList)) { tools.addAll(toolCallbackList); } return this.toAsyncToolSpecification(tools, serverProperties); } private List<McpServerFeatures.AsyncToolSpecification> toAsyncToolSpecification(List<ToolCallback> tools, McpServerProperties serverProperties) { return tools.stream().map(tool -> { String toolName = tool.getToolDefinition().name(); MimeType mimeType = (serverProperties.getToolResponseMimeType().containsKey(toolName)) ? MimeType.valueOf(serverProperties.getToolResponseMimeType().get(toolName)) : null; return McpToolUtils.toAsyncToolSpecification(tool, mimeType); }).toList(); } @Bean @ConditionalOnProperty(prefix = McpServerProperties.CONFIG_PREFIX, name = "type", havingValue = "ASYNC") public McpAsyncServer mcpAsyncServer(McpServerTransportProvider transportProvider, McpSchema.ServerCapabilities.Builder capabilitiesBuilder, McpServerProperties serverProperties, ObjectProvider<List<AsyncToolSpecification>> tools, ObjectProvider<List<AsyncResourceSpecification>> resources, ObjectProvider<List<AsyncPromptSpecification>> prompts, ObjectProvider<BiConsumer<McpAsyncServerExchange, List<McpSchema.Root>>> rootsChangeConsumer, List<ToolCallbackProvider> toolCallbackProvider) { McpSchema.Implementation serverInfo = new Implementation(serverProperties.getName(), serverProperties.getVersion()); // Create the server with both tool and resource capabilities AsyncSpecification serverBuilder = McpServer.async(transportProvider).serverInfo(serverInfo); List<AsyncToolSpecification> toolSpecifications = new ArrayList<>( tools.stream().flatMap(List::stream).toList()); List<ToolCallback> providerToolCallbacks = toolCallbackProvider.stream() .map(pr -> List.of(pr.getToolCallbacks())) .flatMap(List::stream) .filter(fc -> fc instanceof ToolCallback) .map(fc -> (ToolCallback) fc) .toList(); toolSpecifications.addAll(this.toAsyncToolSpecification(providerToolCallbacks, serverProperties)); if (!CollectionUtils.isEmpty(toolSpecifications)) { serverBuilder.tools(toolSpecifications); capabilitiesBuilder.tools(serverProperties.isToolChangeNotification()); logger.info("Registered tools: " + toolSpecifications.size() + ", notification: " + serverProperties.isToolChangeNotification()); } List<AsyncResourceSpecification> resourceSpecifications = resources.stream().flatMap(List::stream).toList(); if (!CollectionUtils.isEmpty(resourceSpecifications)) { serverBuilder.resources(resourceSpecifications); capabilitiesBuilder.resources(false, serverProperties.isResourceChangeNotification()); logger.info("Registered resources: " + resourceSpecifications.size() + ", notification: " + serverProperties.isResourceChangeNotification()); } List<AsyncPromptSpecification> promptSpecifications = prompts.stream().flatMap(List::stream).toList(); if (!CollectionUtils.isEmpty(promptSpecifications)) { serverBuilder.prompts(promptSpecifications); capabilitiesBuilder.prompts(serverProperties.isPromptChangeNotification()); logger.info("Registered prompts: " + promptSpecifications.size() + ", notification: " + serverProperties.isPromptChangeNotification()); } rootsChangeConsumer.ifAvailable(consumer -> { BiFunction<McpAsyncServerExchange, List<McpSchema.Root>, Mono<Void>> asyncConsumer = (exchange, roots) -> { consumer.accept(exchange, roots); return Mono.empty(); }; serverBuilder.rootsChangeHandler(asyncConsumer); logger.info("Registered roots change consumer"); }); serverBuilder.capabilities(capabilitiesBuilder.build()); return serverBuilder.build(); } } 
McpServerAutoConfiguration主要是提供McpSyncServer亦或是McpAsyncServer,它依赖于McpServerTransportProvider、McpSchema.ServerCapabilities.Builder、McpServerProperties、List<SyncToolSpecification>List<SyncResourceSpecification>List<SyncPromptSpecification>BiConsumer<McpSyncServerExchange, List<McpSchema.Root>>List<ToolCallbackProvider>;McpSyncServer内部是包装McpAsyncServer来实现的。

McpWebMvcServerAutoConfiguration

org/springframework/ai/mcp/server/autoconfigure/McpWebMvcServerAutoConfiguration.java

@AutoConfiguration @ConditionalOnClass({ WebMvcSseServerTransportProvider.class }) @ConditionalOnMissingBean(McpServerTransportProvider.class) @ConditionalOnProperty(prefix = McpServerProperties.CONFIG_PREFIX, name = "stdio", havingValue = "false", matchIfMissing = true) public class McpWebMvcServerAutoConfiguration { @Bean @ConditionalOnMissingBean public WebMvcSseServerTransportProvider webMvcSseServerTransportProvider(ObjectMapper objectMapper, McpServerProperties serverProperties) { return new WebMvcSseServerTransportProvider(objectMapper, serverProperties.getSseMessageEndpoint()); } @Bean public RouterFunction<ServerResponse> mvcMcpRouterFunction(WebMvcSseServerTransportProvider transportProvider) { return transportProvider.getRouterFunction(); } } 
McpWebMvcServerAutoConfiguration自动配置了WebMvcSseServerTransportProvider、mvcMcpRouterFunction

小结

mcp提供了java sdk,同时还提供了spring webflux及mvc的sse实现;Spring AI MCP扩展了mcp java sdk,提供了spring boot的集成,其中mcp-server提供了webmvc及webflux两个版本。
McpAsyncServer内部实现了mcp协议定义的方法的requestHandlers,之后创建McpServerSession.Factory,设置给McpServerTransportProvider,与spring提供的WebMvcSseServerTransportProvider衔接起来。WebMvcSseServerTransportProvider通过McpServerSession.Factory来集成mcp,其构造器定义了routerFunction(注册到spring中),其handleSseConnection方法主要是构建McpServerSession,其handleMessage方法获取McpServerSession,执行其handle方法。

doc

Read more

【OpenClaw从入门到精通】第10篇:OpenClaw生产环境部署全攻略:性能优化+安全加固+监控运维(2026实测版)

【OpenClaw从入门到精通】第10篇:OpenClaw生产环境部署全攻略:性能优化+安全加固+监控运维(2026实测版)

摘要:本文聚焦OpenClaw从测试环境走向生产环境的核心痛点,围绕“性能优化、安全加固、监控运维”三大维度展开实操讲解。先明确生产环境硬件/系统选型标准,再通过硬件层资源管控、模型调度策略、缓存优化等手段提升响应速度(实测响应效率提升50%+);接着从网络、权限、数据三层构建安全防护体系,集成火山引擎安全方案拦截高危操作;最后落地TenacitOS可视化监控与Prometheus告警体系,配套完整故障排查清单和虚拟实战案例。全文所有配置、代码均经实测验证,兼顾新手入门实操性和进阶读者的生产级部署需求,帮助开发者真正实现OpenClaw从“能用”到“放心用”的跨越。 优质专栏欢迎订阅! 【DeepSeek深度应用】【Python高阶开发:AI自动化与数据工程实战】【YOLOv11工业级实战】 【机器视觉:C# + HALCON】【大模型微调实战:平民级微调技术全解】 【人工智能之深度学习】【AI 赋能:Python 人工智能应用实战】【数字孪生与仿真技术实战指南】 【AI工程化落地与YOLOv8/v9实战】【C#工业上位机高级应用:高并发通信+性能优化】 【Java生产级避坑指南:

By Ne0inhk
ARM Linux 驱动开发篇--- Linux 并发与竞争实验(互斥体实现 LED 设备互斥访问)--- Ubuntu20.04互斥体实验

ARM Linux 驱动开发篇--- Linux 并发与竞争实验(互斥体实现 LED 设备互斥访问)--- Ubuntu20.04互斥体实验

🎬 渡水无言:个人主页渡水无言 ❄专栏传送门: 《linux专栏》《嵌入式linux驱动开发》《linux系统移植专栏》 ❄专栏传送门: 《freertos专栏》《STM32 HAL库专栏》 ⭐️流水不争先,争的是滔滔不绝  📚博主简介:第二十届中国研究生电子设计竞赛全国二等奖 |国家奖学金 | 省级三好学生 | 省级优秀毕业生获得者 | ZEEKLOG新星杯TOP18 | 半导纵横专栏博主 | 211在读研究生 在这里主要分享自己学习的linux嵌入式领域知识;有分享错误或者不足的地方欢迎大佬指导,也欢迎各位大佬互相三连 目录 前言  一、实验基础说明 1.1、互斥体简介 1.2 本次实验设计思路 二、硬件原理分析(看过之前博客的可以忽略) 三、实验程序编写 3.1 互斥体 LED 驱动代码(mutex.c) 3.2.1、设备结构体定义(28-39

By Ne0inhk
Flutter for OpenHarmony:swagger_dart_code_generator 接口代码自动化生成的救星(OpenAPI/Swagger) 深度解析与鸿蒙适配指南

Flutter for OpenHarmony:swagger_dart_code_generator 接口代码自动化生成的救星(OpenAPI/Swagger) 深度解析与鸿蒙适配指南

欢迎加入开源鸿蒙跨平台社区:https://openharmonycrossplatform.ZEEKLOG.net 前言 后端工程师扔给你一个 Swagger (OpenAPI) 文档地址,你会怎么做? 1. 对着文档,手写 Dart Model 类(容易写错字段类型)。 2. 手写 Retrofit/Dio 的 API 接口定义(容易拼错 URL)。 3. 当后端修改了字段名,你对着报错修半天。 这是重复劳动的地狱。 swagger_dart_code_generator 可以将 Swagger (JSON/YAML) 文件直接转换为高质量的 Dart 代码,包括: * Model 类:支持 json_serializable,带 fromJson/

By Ne0inhk
Linux 开发别再卡壳!makefile/git/gdb 全流程实操 + 作业解析,新手看完直接用----《Hello Linux!》(5)

Linux 开发别再卡壳!makefile/git/gdb 全流程实操 + 作业解析,新手看完直接用----《Hello Linux!》(5)

文章目录 * 前言 * make/makefile * 文件的三个时间 * Linux第一个小程序-进度条 * 回车和换行 * 缓冲区 * 程序的代码展示 * git指令 * 关于gitee * Linux调试器-gdb使用 * 作业部分 前言 做 Linux 开发时,你是不是也遇到过这些 “卡脖子” 时刻?写 makefile 时,明明语法没错却报错,最后发现是依赖方法行没加 Tab;想提交代码到 gitee,记不清 git add/commit/push 的 “三板斧”,还得反复搜教程;用 gdb 调试程序,输了命令没反应,才想起编译时没加-g生成 debug 版本;甚至连写个进度条,都搞不懂\r和\n的区别,导致进度条乱跳…… 其实这些问题,

By Ne0inhk