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

编写你的第一个 Django 应用(官网demo)

编写你的第一个 Django 应用(官网demo)

安装 Django 确保 Python 已安装(推荐 3.8+版本),通过以下命令安装 Django: pip install django 创建项目 使用 django-admin 创建新项目(例如 djangotutorial): django-admin startproject mysite 目录结构如下: mysite/ manage.py mysite/ __init__.py settings.py urls.py asgi.py wsgi.py 验证: python manage.py runserver 启动开发服务器 进入项目目录并运行: python manage.py runserver 访问

By Ne0inhk
Java 中间件:Kafka 分区策略(自定义分区器实现负载均衡)

Java 中间件:Kafka 分区策略(自定义分区器实现负载均衡)

👋 大家好,欢迎来到我的技术博客! 📚 在这里,我会分享学习笔记、实战经验与技术思考,力求用简单的方式讲清楚复杂的问题。 🎯 本文将围绕Java中间件这个话题展开,希望能为你带来一些启发或实用的参考。 🌱 无论你是刚入门的新手,还是正在进阶的开发者,希望你都能有所收获! 文章目录 * Java 中间件:Kafka 分区策略(自定义分区器实现负载均衡) 🚀 * 1. Kafka 分区机制基础 🧱 * 1.1 什么是分区? * 1.2 默认分区策略 * 2. 为什么需要自定义分区器?🎯 * 场景一:避免热点分区 🔥 * 场景二:按业务维度分片 🗂️ * 场景三:动态负载感知 📊 * 3. Kafka 分区器接口详解 🛠️ * 核心方法说明: * 4. 实战:实现一个简单的自定义分区器 💻 * 4.1 项目依赖 * 4.2 自定义分区器代码 * 4.3 配置生产者使用自定义分区器

By Ne0inhk
《从对话到执行:豆包2.0如何用原生Agent架构颠覆传统大模型?》

《从对话到执行:豆包2.0如何用原生Agent架构颠覆传统大模型?》

从对话到执行:豆包2.0如何用原生Agent架构颠覆传统大模型? 2026年2月14日,字节跳动正式发布豆包大模型2.0,不仅带来Pro、Lite、Mini和Code四大子模型,更重磅推出原生智能体(Native Agent)架构——这标志着大模型正从“被动问答”迈向“主动执行”的新时代。 过去的大模型,本质是“超级聊天机器人”;而豆包2.0,则是一个能自主规划、调用工具、协同多角色、完成复杂任务的“数字员工”。本文将深入解析其Agent架构原理,并通过真实代码演示如何用3行代码实现全链路开发,彻底颠覆你对AI能力的认知。 一、传统大模型 vs 原生Agent:一场范式革命 传统大模型(如GPT-4、Claude等)的核心能力是文本生成与理解。即使支持Function Calling,也需开发者手动定义工具、编写胶水逻辑、处理异常流程,本质上仍是“人在指挥AI”。 而豆包2.0的原生Agent架构实现了三大跃迁: * 自主任务拆解:

By Ne0inhk

Qwen3.5-MoE 多模态大模型架构深度解析

Qwen3.5-MoE 多模态大模型架构深度解析 文档版本: v1.0 分析日期: 2026-02-22 分析来源: config.json + quant_model_weights.safetensors.index.json 架构标识: Qwen3_5MoeForConditionalGeneration 1. 模型全局概览 维度值架构类型Qwen3_5MoeForConditionalGeneration模型类别多模态(Vision-Language)MoE权重总量~420.7 GB(量化后)分片文件99 个 safetensors权重条目279,374 条上下文窗口262,144 tokens(256K)词表大小248,320精度bfloat16(部分组件量化为低精度)Transformers 版本4.57.0.dev0 1.1 模型四大模块 ┌─────────────────────────────────────────────────────────┐ │ Qwen3.

By Ne0inhk