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

Oracle 替换工程实践深度解析:金仓数据库破解 PL/SQL 兼容与跨交易日数据一致性核心难题

Oracle 替换工程实践深度解析:金仓数据库破解 PL/SQL 兼容与跨交易日数据一致性核心难题

Oracle替换工程实践深度解析:金仓数据库破解PL/SQL兼容与跨交易日数据一致性核心难题 前言 做金融、运营商等行业的数据库架构师和开发同学,大概率都被Oracle迁移的问题折腾过。国产化替代的大趋势下,“去O”已经不是选不选的问题,而是怎么落地的问题——但真正动手才发现,核心系统里动辄几十万行的PL/SQL代码、7×24小时不间断的交易业务、跨交易日的账务清算逻辑,每一个都是绕不开的硬骨头。很多企业明明投入了大量人力物力,却卡在兼容性问题上反复返工,或是因为数据一致性没保障,不敢把核心业务切到新库,最后导致迁移项目一拖再拖。 其实“去O”的核心痛点就两个:一是PL/SQL函数、存储过程这些业务逻辑载体的无缝迁移,毕竟重写代码不仅成本高,还容易引入新Bug;二是金融、运营商核心系统的事务保障,尤其是跨交易日的账务处理、批量清算,数据差一分一毫都可能引发重大业务风险。而国产数据库里,电科金仓的KingbaseES(KES)算是把这两个痛点解决到了极致的产品——不仅能实现PL/SQL的“零改造”迁移,还能完美保障跨交易日的数据一致性和事务完整性,更有全流程的迁移工具链保驾护航。

By Ne0inhk
Spring WebFlux 核心操作符详解:map、flatMap 与 Mono 常用方法

Spring WebFlux 核心操作符详解:map、flatMap 与 Mono 常用方法

🧑 博主简介:ZEEKLOG博客专家,历代文学网(PC端可以访问:https://literature.sinhy.com/#/?__c=1000,移动端可关注公众号 “ 心海云图 ” 微信小程序搜索“历代文学”)总架构师,16年工作经验,精通Java编程,高并发设计,分布式系统架构设计,Springboot和微服务,熟悉Linux,ESXI虚拟化以及云原生Docker和K8s,热衷于探索科技的边界,并将理论知识转化为实际应用。保持对新技术的好奇心,乐于分享所学,希望通过我的实践经历和见解,启发他人的创新思维。在这里,我希望能与志同道合的朋友交流探讨,共同进步,一起在技术的世界里不断学习成长。 🤝商务合作:请搜索或扫码关注微信公众号 “ 心海云图 ” Spring WebFlux 核心操作符详解:map、flatMap 与 Mono 常用方法 1. 响应式编程简介 Spring WebFlux 是 Spring Framework

By Ne0inhk

云原生(企业高性能 Web 服务器(Nginx 核心))

一、Web 服务基础介绍 1.1 Apache 经典 Web 服务端 Apache 历经 1.X、2.X 两大版本,支持编译安装定制功能,核心有三种工作模型,均基于多进程 / 线程架构,各有适用场景: 模型核心原理优点缺点适用场景prefork(预派生)主进程生成多个独立子进程,单进程单线程,select 模型,最大并发 1024稳定性极高,进程独立互不影响内存占用大,并发能力弱,每个请求对应一个进程访问量小、对稳定性要求高的场景worker(多进程多线程)主进程启动子进程,子进程包含固定线程,线程处理请求,线程不足时新建子进程内存占用比 prefork 少,并发能力更高keepalive 长连接会占用线程至超时,高并发下易无可用线程中等访问量场景event(事件驱动)2.4.X 版本正式支持,epoll 模型,

By Ne0inhk

Flutter 组件 pair 适配鸿蒙 HarmonyOS 实战:结构化元组治理,构建轻量级双元数据模型与跨层传递架构

欢迎加入开源鸿蒙跨平台社区:https://openharmonycrossplatform.ZEEKLOG.net Flutter 组件 pair 适配鸿蒙 HarmonyOS 实战:结构化元组治理,构建轻量级双元数据模型与跨层传递架构 前言 在鸿蒙(OpenHarmony)生态迈向多维数据感知、涉及高频函数返回值传递、两元坐标互操作及复杂状态标识返回的背景下,如何以最轻量化的方式实现数据的“成对化”封装,已成为提升代码整洁度与系统运行效率的“工程润滑剂”。在鸿蒙设备这类强调 AOT 极致性能与低内存开销的环境下,如果应用为了简单的双元数据(如:经纬度、错误码+消息)而动态创建大量繁琐的单次使用类(POJO),由于由于对象头开销与 GC 压力,极易由于由于“类爆炸”导致内存碎片的堆积。 我们需要一种能够支持强类型泛型、具备不可变属性且无需显式类定义的元组治理方案。 pair 为 Flutter 开发者引入了源自 C++ 与 Java 标准库经典语义的“

By Ne0inhk