claude-3-7-sonnet-20250219<\/code>, \u4f60\u4e5f\u53ef\u4ee5\u6839\u636e\u9700\u8981\u4f7f\u7528\u5176\u4ed6\u6a21\u578b\u3002<\/li>\n<\/ul>\n\u914d\u7f6e\u4e0a\u8ff0\u5c5e\u6027\u540e\uff0cSpring AI\u4f1a\u81ea\u52a8\u521b\u5efa\u4e00\u4e2aChatModel\u7c7b\u578b\u7684bean\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u4e0e\u6307\u5b9a\u7684\u6a21\u578b\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n
\u4e3aBrave Search\u548c\u6587\u4ef6\u7cfb\u7edf\u670d\u52a1\u5668\u914d\u7f6eMCP Client<\/h3>\n
\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u4e3a\u4e24\u4e2a\u9884\u6784\u5efa\u7684MCP\u670d\u52a1\u5668\u5b9e\u73b0\uff08Brave Search\u548c\u6587\u4ef6\u7cfb\u7edf\uff09\u914d\u7f6eMCP\u5ba2\u6237\u7aef\u3002\u8fd9\u4e9b\u670d\u52a1\u5668\u5c06\u4f7f\u6211\u4eec\u7684\u804a\u5929\u673a\u5668\u4eba\u80fd\u591f\u6267\u884c\u7f51\u7edc\u641c\u7d22\u548c\u6587\u4ef6\u7cfb\u7edf\u64cd\u4f5c\u3002<\/p>\n
\u9996\u5148\uff0c\u5728application.yaml<\/code>\u6587\u4ef6\u4e2d\u4e3aBrave Search MCP Server\u6ce8\u518c\u4e00\u4e2aMCP Client\uff1a<\/p>\nspring:\n ai:\n mcp:\n client:\n stdio:\n connections:\n brave-search:\n command: npx\n args:\n - "-y"\n - "@modelcontextprotocol\/server-brave-search"\n env:\n BRAVE_API_KEY: ${BRAVE_API_KEY}<\/code><\/pre>\n\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u914d\u7f6e\u4e86\u4e00\u4e2a\u4f7f\u7528stdio<\/code>\u4f20\u8f93\u7684\u5ba2\u6237\u7aef\uff0c\u4f7f\u7528npx\u547d\u4ee4\u6765\u4e0b\u8f7d\u5e76\u8fd0\u884c@modelcontextprotocol\/server-brave-search<\/code>\uff0c\u5e76\u4f7f\u7528-y<\/code>\u6807\u5fd7\u81ea\u52a8\u786e\u8ba4\u6240\u6709\u5b89\u88c5\u63d0\u793a\u3002<\/p>\n\u63a5\u4e0b\u6765\uff0c\u4e3a\u6587\u4ef6\u7cfb\u7edfMCP Server\u914d\u7f6e\u4e00\u4e2aMCP Client\uff1a<\/p>\n
spring:\n ai:\n mcp:\n client:\n stdio:\n connections:\n filesystem:\n command: npx\n args:\n - "-y"\n - "@modelcontextprotocol\/server-filesystem"\n - ".\/"<\/code><\/pre>\n\u4e0e\u4e4b\u524d\u7684\u914d\u7f6e\u7c7b\u4f3c\uff0c\u6211\u4eec\u901a\u8fc7\u547d\u4ee4\u884c\u53c2\u6570\u542f\u52a8\u6587\u4ef6\u7cfb\u7edfMCP\u670d\u52a1\u5668\u3002\u8be5\u914d\u7f6e\u5141\u8bb8\u673a\u5668\u4eba\u5728\u6307\u5b9a\u76ee\u5f55\u6267\u884c\u6587\u4ef6\u521b\u5efa\u3001\u8bfb\u5199\u64cd\u4f5c\uff08\u9ed8\u8ba4\u5f53\u524d\u76ee\u5f55\uff0c\u53ef\u901a\u8fc7\u53c2\u6570\u6269\u5c55\u591a\u76ee\u5f55\uff09\u3002Spring AI\u542f\u52a8\u65f6\u4f1a\u81ea\u52a8\u626b\u63cf\u914d\u7f6e\uff0c\u521b\u5efaMCP\u5ba2\u6237\u7aef\u8fde\u63a5\u670d\u52a1\u5668\uff0c\u5e76\u751f\u6210\u5305\u542b\u6240\u6709\u53ef\u7528\u5de5\u5177\u7684SyncMcpToolCallbackProvider<\/code> Bean\u3002<\/p>\n\u6784\u5efa\u7b80\u5355\u7684\u804a\u5929\u673a\u5668\u4eba<\/h3>\n
\u914d\u7f6e\u597d\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u548cMCP Client\u540e\uff0c\u8ba9\u6211\u4eec\u6784\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u804a\u5929\u673a\u5668\u4eba\uff1a<\/p>\n
@Bean\nChatClient chatClient(ChatModel chatModel, SyncMcpToolCallbackProvider toolCallbackProvider) {\n return ChatClient\n .builder(chatModel)\n .defaultTools(toolCallbackProvider.getToolCallbacks())\n .build();\n}<\/code><\/pre>\n\u6211\u4eec\u9996\u5148\u4f7f\u7528ChatModel<\/code>\u548cSyncMcpToolCallbackProvider<\/code>\u521b\u5efa\u4e00\u4e2aChatClient<\/code>\uff0c\u5b83\u5c06\u4f5c\u4e3a\u6211\u4eec\u4e0e\u6a21\u578b\u4ea4\u4e92\u7684\u4e3b\u8981\u5165\u53e3\u70b9\u3002<\/p>\n\u63a5\u4e0b\u6765\uff0c\u521b\u5efa\u4e00\u4e2a\u65b0\u7684ChatbotService<\/code>\u7c7b\uff0cchat()<\/code>\u65b9\u6cd5\u5c06\u7528\u6237\u7684\u95ee\u9898\u4f20\u9012\u7ed9\u804a\u5929\u5ba2\u6237\u7aefbean\uff0c\u5e76\u7b80\u5355\u8fd4\u56de\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u54cd\u5e94\u3002\uff1a<\/p>\nString chat(String question) {\n return chatClient\n .prompt()\n .user(question)\n .call()\n .content();\n}<\/code><\/pre>\n\u518d\u521b\u5efa\u4e00\u4e2aController\uff0c\u66b4\u9732\u4e00\u4e2aREST API\u6765\u5b9e\u73b0\u804a\u5929\u7684\u4ea4\u4e92\uff1a<\/p>\n
@PostMapping("\/chat")\nResponseEntity<ChatResponse> chat(@RequestBody ChatRequest chatRequest) {\n String answer = chatbotService.chat(chatRequest.question());\n return ResponseEntity.ok(new ChatResponse(answer));\n}\n\nrecord ChatRequest(String question) {}\n\nrecord ChatResponse(String answer) {}<\/code><\/pre>\n\u6784\u5efa MCP Server<\/h2>\n
\u9664\u4e86\u4f7f\u7528\u9884\u6784\u5efa\u7684MCP\u670d\u52a1\u5668\u5916\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u521b\u5efa\u81ea\u5df1\u7684MCP\u670d\u52a1\u5668\uff0c\u7528\u6211\u4eec\u7684\u4e1a\u52a1\u903b\u8f91\u6269\u5c55\u804a\u5929\u673a\u5668\u4eba\u7684\u529f\u80fd\u3002\u4e0b\u9762\u6211\u4eec\u521b\u5efa\u4e00\u4e2a\u65b0\u7684Spring Boot\u5e94\u7528\u7a0b\u5e8f\u6765\u5c1d\u8bd5\u6784\u5efa\u4e00\u4e2a\u7b80\u5355\u7684MCP Server<\/p>\n
\u5f15\u5165\u76f8\u5173\u4f9d\u8d56<\/h3>\n
\u9996\u5148\uff0c\u5728pom.xml\u6587\u4ef6\u4e2d\u5305\u542b\u5fc5\u8981\u7684\u4f9d\u8d56\u9879\uff1a<\/p>\n
<dependency>\n <groupId>org.springframework.ai<\/groupId>\n <artifactId>spring-ai-mcp-server-webmvc-spring-boot-starter<\/artifactId>\n <version>1.0.0-M6<\/version> \n<\/dependency><\/code><\/pre>\n\u5b9a\u4e49\u5e76\u66b4\u9732\u81ea\u5b9a\u4e49\u5de5\u5177<\/h3>\n
\u63a5\u4e0b\u6765\uff0c\u5b9a\u4e49\u4e00\u4e9b\u6211\u4eec\u7684MCP\u670d\u52a1\u5668\u5c06\u66b4\u9732\u7684\u81ea\u5b9a\u4e49\u5de5\u5177\u3002<\/p>\n
\u6211\u4eec\u521b\u5efa\u4e00\u4e2aAuthorRepository<\/code>\u7c7b\uff0c\u8be5\u7c7b\u63d0\u4f9b\u83b7\u53d6\u4f5c\u8005\u8be6\u7ec6\u4fe1\u606f\u7684\u65b9\u6cd5\uff1a<\/p>\nclass AuthorRepository {\n\n @Tool(description = "Get Baeldung author details using an article title")\n Author getAuthorByArticleTitle(String articleTitle) {\n return new Author("John Doe", "john.doe@baeldung.com");\n }\n\n @Tool(description = "Get highest rated Baeldung authors")\n List<Author> getTopAuthors() {\n return List.of(\n new Author("John Doe", "john.doe@baeldung.com"),\n new Author("Jane Doe", "jane.doe@baeldung.com")\n );\n }\n\n record Author(String name, String email) {\n }\n}<\/code><\/pre>\n\u8fd9\u91cc\u4f7f\u7528@Tool<\/code>\u6ce8\u89e3\u5bf9\u4e24\u4e2a\u65b9\u6cd5\u8fdb\u884c\u6ce8\u89e3\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u65b9\u6cd5\u63d0\u4f9b\u7b80\u8981\u63cf\u8ff0\u3002\u8be5\u63cf\u8ff0\u6709\u52a9\u4e8e\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u6839\u636e\u7528\u6237\u8f93\u5165\u51b3\u5b9a\u662f\u5426\u8c03\u7528\u4ee5\u53ca\u4f55\u65f6\u8c03\u7528\u8fd9\u4e9b\u5de5\u5177\uff0c\u5e76\u5c06\u7ed3\u679c\u7eb3\u5165\u5176\u54cd\u5e94\u4e2d\u3002<\/p>\n\u4e3a\u4e86\u6f14\u793a\uff0c\u8fd9\u91cc\u76f4\u63a5\u786c\u7f16\u7801\u8fd4\u56de\u4fe1\u606f\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u7a0b\u5e8f\u4e2d\uff0c\u8fd9\u4e9b\u5de5\u5177\u901a\u5e38\u4f1a\u4e0e\u6570\u636e\u5e93\u6216\u5916\u90e8API\u8fdb\u884c\u4ea4\u4e92\u3002<\/p><\/blockquote>\n
\u63a5\u4e0b\u6765\uff0c\u5411MCP Server\u6ce8\u518c\u6211\u4eec\u7684\u4f5c\u8005\u5de5\u5177\uff1a<\/p>\n
@Bean\nToolCallbackProvider authorTools() {\n return MethodToolCallbackProvider\n .builder()\n .toolObjects(new AuthorRepository())\n .build();\n}<\/code><\/pre>\n\u6211\u4eec\u4f7f\u7528MethodToolCallbackProvider\u4eceAuthorRepository<\/code>\u7c7b\u4e2d\u5b9a\u4e49\u7684\u5de5\u5177\u521b\u5efa\u4e00\u4e2aToolCallbackProvider<\/code>\u3002\u5e94\u7528\u7a0b\u5e8f\u542f\u52a8\u65f6\uff0c\u7528@Tool<\/code>\u6ce8\u89e3\u7684\u65b9\u6cd5\u5c06\u4f5c\u4e3aMCP\u5de5\u5177\u66b4\u9732\u51fa\u6765\u3002<\/p>\n\u6784\u5efa MCP Client<\/h3>\n
\u6700\u540e\uff0c\u4e3a\u4e86\u5728\u804a\u5929\u673a\u5668\u4eba\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528\u6211\u4eec\u7684\u81ea\u5b9a\u4e49MCP\u670d\u52a1\u5668\uff0c\u6211\u4eec\u9700\u8981\u9488\u5bf9\u5b83\u914d\u7f6e\u4e00\u4e2aMCP\u5ba2\u6237\u7aef\uff1a<\/p>\n
spring:\n ai:\n mcp:\n client:\n sse:\n connections:\n author-tools-server:\n url: http:\/\/localhost:8081<\/code><\/pre>\n\u5728application.yaml<\/code>\u6587\u4ef6\u4e2d\uff0c\u6211\u4eec\u9488\u5bf9\u81ea\u5b9a\u4e49MCP\u670d\u52a1\u5668\u914d\u7f6e\u4e86\u4e00\u4e2a\u65b0\u5ba2\u6237\u7aef\u3002\u8bf7\u6ce8\u610f\uff0c\u8fd9\u91cc\u6211\u4eec\u4f7f\u7528\u7684\u662fsse\u4f20\u8f93\u7c7b\u578b\u3002<\/p>\n\u6b64\u914d\u7f6e\u5047\u8bbeMCP\u670d\u52a1\u5668\u5728http:\/\/localhost:8081<\/code>\u4e0a\u8fd0\u884c\uff0c\u5982\u679c\u5b83\u5728\u4e0d\u540c\u7684\u4e3b\u673a\u6216\u7aef\u53e3\u4e0a\u8fd0\u884c\uff0c\u8bf7\u786e\u4fdd\u66f4\u65b0url\u3002<\/p>\n\u901a\u8fc7\u6b64\u914d\u7f6e\uff0c\u6211\u4eec\u7684MCP\u5ba2\u6237\u7aef\u73b0\u5728\u9664\u4e86\u53ef\u4ee5\u8c03\u7528Brave Search\u548c\u6587\u4ef6\u7cfb\u7edfMCP\u670d\u52a1\u5668\u63d0\u4f9b\u7684\u5de5\u5177\u5916\uff0c\u8fd8\u53ef\u4ee5\u8c03\u7528\u6211\u4eec\u7684\u81ea\u5b9a\u4e49\u670d\u52a1\u5668\u66b4\u9732\u7684\u5de5\u5177\u3002<\/p>\n
\u6d4b\u8bd5\u804a\u5929\u6548\u679c<\/h2>\n
\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u6784\u5efa\u4e86\u804a\u5929\u673a\u5668\u4eba\u5e76\u5c06\u5176\u4e0e\u5404\u79cdMCP Server\u96c6\u6210\uff0c\u8ba9\u6211\u4eec\u4e0e\u5b83\u8fdb\u884c\u4ea4\u4e92\u5e76\u8fdb\u884c\u6d4b\u8bd5\u3002<\/p>\n
\u6211\u4eec\u5c06\u4f7f\u7528HTTPie CLI\u8c03\u7528\u804a\u5929\u673a\u5668\u4eba\u7684API\u7aef\u70b9\uff1a<\/p>\n
http POST :8080\/chat question="How much was Elon Musk's initial offer to buy OpenAI in 2025?"<\/code><\/pre>\n\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5411\u804a\u5929\u673a\u5668\u4eba\u53d1\u9001\u4e00\u4e2a\u5173\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u622a\u6b62\u65e5\u671f\u4e4b\u540e\u53d1\u751f\u7684\u4e8b\u4ef6\u7684\u7b80\u5355\u95ee\u9898\u3002\u8ba9\u6211\u4eec\u770b\u770b\u5f97\u5230\u7684\u54cd\u5e94\u662f\u4ec0\u4e48\uff1a<\/p>\n
{\n "answer": "Elon Musk's initial offer to buy OpenAI was $97.4 billion. [Source](https:\/\/www.reuters.com\/technology\/openai-board-rejects-musks-974-billion-offer-2025-02-14\/)." \n}<\/code><\/pre>\n\u6b63\u5982\u6211\u4eec\u6240\u89c1\uff0c\u804a\u5929\u673a\u5668\u4eba\u80fd\u591f\u4f7f\u7528\u914d\u7f6e\u7684Brave Search MCP\u670d\u52a1\u5668\u6267\u884c\u7f51\u7edc\u641c\u7d22\uff0c\u5e76\u63d0\u4f9b\u51c6\u786e\u7684\u7b54\u6848\u4ee5\u53ca\u6765\u6e90\u3002<\/p>\n
\u63a5\u4e0b\u6765\uff0c\u8ba9\u6211\u4eec\u9a8c\u8bc1\u804a\u5929\u673a\u5668\u4eba\u662f\u5426\u53ef\u4ee5\u4f7f\u7528\u6587\u4ef6\u7cfb\u7edfMCP\u670d\u52a1\u5668\u6267\u884c\u6587\u4ef6\u7cfb\u7edf\u64cd\u4f5c\uff1a<\/p>\n
http POST :8080\/chat question="Create a text file named 'mcp-demo.txt' with content 'This is awesome!'."<\/code><\/pre>\n\u6211\u4eec\u6307\u793a\u804a\u5929\u673a\u5668\u4eba\u521b\u5efa\u4e00\u4e2a\u540d\u4e3amcp-demo.txt<\/code>\u7684\u6587\u4ef6\uff0c\u5e76\u5305\u542b\u7279\u5b9a\u5185\u5bb9\u3002\u8ba9\u6211\u4eec\u770b\u770b\u5b83\u662f\u5426\u80fd\u591f\u5b8c\u6210\u8bf7\u6c42\uff1a<\/p>\n{\n "answer": "The text file named 'mcp-demo.txt' has been successfully created with the content you specified." \n}<\/code><\/pre>\n\u804a\u5929\u673a\u5668\u4eba\u7ed9\u51fa\u4e86\u6210\u529f\u7684\u54cd\u5e94\u3002\u6211\u4eec\u53ef\u4ee5\u9a8c\u8bc1\u6587\u4ef6\u662f\u5426\u5728\u6211\u4eec\u5728application.yaml<\/code>\u6587\u4ef6\u4e2d\u6307\u5b9a\u7684\u76ee\u5f55\u4e2d\u521b\u5efa\u3002<\/p>\n\u6700\u540e\uff0c\u8ba9\u6211\u4eec\u9a8c\u8bc1\u804a\u5929\u673a\u5668\u4eba\u662f\u5426\u53ef\u4ee5\u8c03\u7528\u6211\u4eec\u7684\u81ea\u5b9a\u4e49MCP\u670d\u52a1\u5668\u66b4\u9732\u7684\u5de5\u5177\u4e4b\u4e00\u3002\u6211\u4eec\u5c06\u901a\u8fc7\u63d0\u53ca\u6587\u7ae0\u6807\u9898\u6765\u8be2\u95ee\u4f5c\u8005\u8be6\u7ec6\u4fe1\u606f\uff1a<\/p>\n
http POST :8080\/chat question="Who wrote the article 'Testing CORS in Spring Boot?' on Baeldung, and how can I contact them?"<\/code><\/pre>\n\u8ba9\u6211\u4eec\u8c03\u7528API\uff0c\u770b\u770b\u804a\u5929\u673a\u5668\u4eba\u7684\u54cd\u5e94\u662f\u5426\u5305\u542b\u786c\u7f16\u7801\u7684\u4f5c\u8005\u8be6\u7ec6\u4fe1\u606f\uff1a<\/p>\n
{\n "answer": "The article 'Testing CORS in Spring Boot' on Baeldung was written by John Doe. You can contact him via email at [john.doe@baeldung.com](mailto:john.doe@baeldung.com)." \n}<\/code><\/pre>\n\u4e0a\u8ff0\u54cd\u5e94\u9a8c\u8bc1\u4e86\u804a\u5929\u673a\u5668\u4eba\u4f7f\u7528\u6211\u4eec\u7684\u81ea\u5b9a\u4e49MCP\u670d\u52a1\u5668\u66b4\u9732\u7684getAuthorByArticleTitle()<\/code>\u5de5\u5177\u83b7\u53d6\u4e86\u4f5c\u8005\u8be6\u7ec6\u4fe1\u606f\u3002<\/p>\n\u7ed3\u8bba<\/h2>\n
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https:\/\/segmentfault.com\/a\/1190000046370957<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u73b0\u4ee3 Web \u5e94\u7528\u6b63\u52a0\u901f\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u6df1\u5ea6\u878d\u5408\uff0c\u6784\u5efa\u8d85\u8d8a\u4f20\u7edf\u95ee\u7b54\u573a\u666f\u7684\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u3002\u4e3a\u7a81\u7834\u6a21\u578b\u77e5\u8bc6\u8fb9 […]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10020684","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020684","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10020684"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020684\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10020684"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10020684"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10020684"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}