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

Flutter 组件 okay 的适配 鸿蒙Harmony 实战 - 驾驭类型化结果包装、实现鸿蒙端函数式异常处理与逻辑自愈架构方案

Flutter 组件 okay 的适配 鸿蒙Harmony 实战 - 驾驭类型化结果包装、实现鸿蒙端函数式异常处理与逻辑自愈架构方案

欢迎加入开源鸿蒙跨平台社区:https://openharmonycrossplatform.ZEEKLOG.net Flutter 组件 okay 的适配 鸿蒙Harmony 实战 - 驾驭类型化结果包装、实现鸿蒙端函数式异常处理与逻辑自愈架构方案 前言 在鸿蒙(OpenHarmony)生态的分布式事务处理、金融支付核心链路以及对系统鲁棒性有极致要求的复杂业务逻辑开发中,“错误的精确支配”是工程质量的最后一道防线。面对一个可能因断网、鉴权失效或数据格式错误而失败的 API 调用。如果仅仅依靠原始的 try-catch 捕获所有 Exception。那么不仅会导致业务逻辑代码中充斥着大量的跳转噪音、使代码流程变得支离破碎。更会因为无法在类型层面强制开发者处理异常逻辑,引发严重的运行时“空指针引发的崩溃”事故方案。 我们需要一种“显式包装、类型受控”的逻辑处理艺术。 okay 是一套专注于引入 Rust/Swift 风格的 Result 类型(或者称为 Ok/Err 模式)

By Ne0inhk

云服务器MySQL 8.0安装与远程连接配置完整教程

云服务器MySQL 8.0安装与远程连接配置完整教程 📋 文章摘要 本文详细介绍在腾讯云轻量应用服务器(Ubuntu 20.04 LTS)上安装MySQL 8.0,并配置远程连接的完整过程。包括MySQL安装、root用户密码设置、远程访问配置、防火墙设置等关键步骤,以及常见问题的解决方案。 关键词:MySQL 8.0、云服务器、远程连接、Ubuntu、数据库配置 🖥️ 环境说明 * 服务器:腾讯云轻量应用服务器 * 操作系统:Ubuntu 20.04 LTS * MySQL版本:8.0.42 * 服务器配置:4核4G3M * 公网IP:你的公网IP 📚 目录 1. 准备工作 2. 安装MySQL 8.0 3.

By Ne0inhk
KingbaseES数据库:ksql 命令行用户与权限全攻略,从创建到删除

KingbaseES数据库:ksql 命令行用户与权限全攻略,从创建到删除

KingbaseES数据库:ksql 命令行用户与权限全攻略,从创建到删除 本文聚焦 KingbaseES 数据库的 ksql 命令行用户与权限管理,先明确操作前需用管理员账号(如 system)连接数据库,并确认依赖的数据库、模式、表等对象存在。接着解析权限 “数据库→模式→表” 的层级关系,再分步讲解用户管理全流程:创建用户时需设置用户名、密码及属性,可通过 \du 命令查看用户信息,用 ALTER USER 修改密码、权限属性及默认配置,按层级用 GRANT 授予、REVOKE 回收权限,删除用户需谨慎,存在依赖对象时需加 CASCADE 参数。还列举了登录、查表、删用户的常见报错及解决办法,强调最小权限、层级清晰等核心原则,助力新手掌握数据安全控制要点。 前言     中电科金仓(北京)

By Ne0inhk