{"id":37699,"date":"2025-05-17T02:25:55","date_gmt":"2025-05-16T18:25:55","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/37699.html"},"modified":"2025-05-17T02:25:55","modified_gmt":"2025-05-16T18:25:55","slug":"mcp-rag-%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%9a%e5%ae%8c%e6%95%b4%e8%ae%be%e7%bd%ae%e5%92%8c%e4%bd%bf%e7%94%a8%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/37699.html","title":{"rendered":"MCP-RAG \u670d\u52a1\u5668\uff1a\u5b8c\u6574\u8bbe\u7f6e\u548c\u4f7f\u7528\u6307\u5357"},"content":{"rendered":"

\u5728\u5feb\u901f\u53d1\u5c55\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u65f6\u4ee3，\u7ed3\u5408\u9759\u6001\u9886\u57df\u77e5\u8bc6\u548c\u5b9e\u65f6\u7f51\u7edc\u4fe1\u606f\u7684\u7cfb\u7edf\u9700\u6c42\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u52a0\u8feb\u5207\u3002\u4f20\u7edf\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210（RAG）\u6a21\u578b\u901a\u5e38\u4f9d\u8d56\u4e8e\u9884\u5148\u7d22\u5f15\u7684\u6570\u636e，\u8fd9\u9650\u5236\u4e86\u5b83\u4eec\u5bf9\u65b0\u53d1\u5c55\u7684\u53cd\u5e94\u80fd\u529b\u3002MCP-RAG Server\u901a\u8fc7\u5c06\u57fa\u4e8e\u8bed\u4e49\u7684\u5411\u91cf\u641c\u7d22（\u901a\u8fc7Qdrant）\u4e0e\u5b9e\u65f6\u7f51\u9875\u641c\u7d22\u80fd\u529b（\u901a\u8fc7Scrapeless）\u96c6\u6210，\u5f25\u8865\u4e86\u8fd9\u4e00\u5dee\u8ddd，\u4e3a\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u63d0\u4f9b\u4e86\u4e00\u4e2a\u751f\u4ea7\u5c31\u7eea\u7684\u57fa\u7840\u3002\u65e0\u8bba\u60a8\u662f\u6784\u5efa\u5185\u90e8\u77e5\u8bc6\u4ee3\u7406\u7684\u4f01\u4e1a，\u8fd8\u662f\u6b63\u5728\u5b9e\u9a8cLLM\u96c6\u6210\u7684\u5f00\u53d1\u4eba\u5458，\u672c\u6307\u5357\u5c06\u5e26\u60a8\u5b8c\u6210MCP-RAG\u7684\u5b8c\u6574\u8bbe\u7f6e\u548c\u4f7f\u7528\u2014\u2014\u786e\u4fdd\u60a8\u80fd\u591f\u90e8\u7f72\u4e00\u4e2a\u73b0\u4ee3\u5316\u3001\u54cd\u5e94\u7075\u654f\u7684\u4eba\u5de5\u667a\u80fd\u77e5\u8bc6\u7cfb\u7edf\u3002<\/p>\n

\u4ec0\u4e48\u662fMCP-RAG Server？<\/h3>\n

MCP-RAG Server\u662f\u4e00\u4e2a\u57fa\u4e8eTypeScript\u7684\u7cfb\u7edf，\u7ed3\u5408\u4e86\u5411\u91cf\u641c\u7d22\u80fd\u529b\u548c\u5b9e\u65f6\u7f51\u7edc\u641c\u7d22，\u4ee5\u521b\u5efa\u589e\u5f3a\u7684\u4eba\u5de5\u667a\u80fd\u77e5\u8bc6\u7cfb\u7edf\u3002\u5b83\u63d0\u4f9b\u4e09\u4e2a\u4e3b\u8981\u5de5\u5177：<\/p>\n

  • \u673a\u5668\u5b66\u4e60\u5e38\u89c1\u95ee\u9898\u68c0\u7d22 – \u901a\u8fc7\u60a8\u7684\u5411\u91cf\u6570\u636e\u5e93\u8fdb\u884c\u8bed\u4e49\u641c\u7d22<\/li>\n
  • \u6587\u6863\u6dfb\u52a0 – \u4f7f\u7528\u65b0\u4fe1\u606f\u6269\u5c55\u77e5\u8bc6\u5e93<\/li>\n
  • \u7f51\u7edc\u641c\u7d22 – \u4ece\u4e92\u8054\u7f51\u4e0a\u83b7\u53d6\u5f53\u524d\u4fe1\u606f<\/li>\n

    \u8be5\u7cfb\u7edf\u89e3\u51b3\u4e86\u5173\u952e\u7684AI\u5c40\u9650\u6027：\u8fc7\u65f6\u7684\u77e5\u8bc6\u3001\u7f3a\u4e4f\u9886\u57df\u4e13\u957f\u548c\u4f4e\u6548\u7684\u4fe1\u606f\u68c0\u7d22\u3002<\/p>\n

    Scrapeless\u4ecb\u7ecd：RAG\u7684\u7f51\u9875\u667a\u80fd\u589e\u5f3a\u5f15\u64ce<\/h3>\n

    Scrapeless Google\u641c\u7d22\u6293\u53d6API\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u7f51\u9875\u6293\u53d6API，\u63d0\u4f9b\u7a33\u5b9a\u7684\u641c\u7d22\u5f15\u64ce\u7ed3\u679c\u8bbf\u95ee，\u800c\u65e0\u9700\u62c5\u5fc3\u88ab\u4f20\u7edf\u722c\u866b\u963b\u585e\u3002<\/p>\n

    \u4e3a\u4ec0\u4e48Scrapeless\u5bf9RAG\u7cfb\u7edf\u81f3\u5173\u91cd\u8981<\/p>\n

    \u4f20\u7edf\u7684RAG\u7cfb\u7edf\u53d7\u9650\u4e8e\u5b83\u4eec\u7684\u9759\u6001\u77e5\u8bc6\u5e93\u3002Scrapeless\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u8f6c\u53d8\u4e86MCP-RAG Server：<\/p>\n

  • \u5b9e\u65f6\u4fe1\u606f\u68c0\u7d22：\u8bbf\u95ee\u6700\u65b0\u7684\u7f51\u9875\u4fe1\u606f<\/li>\n
  • \u77e5\u8bc6\u5e93\u589e\u5f3a：\u6301\u7eed\u7528\u5f53\u524d\u6570\u636e\u66f4\u65b0\u60a8\u7684\u5411\u91cf\u6570\u636e\u5e93<\/li>\n
  • \u8865\u5145\u641c\u7d22：\u5728\u5185\u90e8\u77e5\u8bc6\u4e0d\u8db3\u65f6\u586b\u8865\u7a7a\u767d<\/li>\n
  • \u591a\u5143\u89c6\u89d2：\u4ece\u4e0d\u540c\u5730\u7406\u533a\u57df\u548c\u8bed\u8a00\u4e2d\u641c\u7d22<\/li>\n

    Scrapeless\u5728MCP-RAG\u4e2d\u7684\u5de5\u4f5c\u539f\u7406\u662f\u4ec0\u4e48？<\/h3>\n

    Scrapeless\u901a\u8fc7TypeScript\u5c01\u88c5\u7c7bScrapelessClient\u4e0eMCP-RAG Server\u96c6\u6210，\u4ee5\u5b9e\u73b0\u4ee5\u4e0b\u529f\u80fd：<\/p>\n

    Copy<\/p>\n

    export class ScrapelessClient {
    \n private api: AxiosInstance;<\/p>\n

    constructor(config: ScrapelessConfig) {
    \n this.api = axios.create({
    \n baseURL: config.baseURL,
    \n headers: {
    \n "Content-Type": "application\/json",
    \n "x-api-token": config.token,
    \n },
    \n });
    \n }<\/p>\n

    async searchWeb(params: WebSearchParams) {
    \n try {
    \n const response = await this.api.post("\/api\/v1\/scraper\/request", {
    \n actor: "scraper.google.search",
    \n input: {
    \n q: params.query,
    \n gl: params.country || "us",
    \n hl: params.language || "en",
    \n google_domain: params.domain || "google.com"
    \n }
    \n });<\/p>\n

    return {
    \n query: params.query,
    \n results: response.data
    \n };
    \n } catch (error) {
    \n \/\/ \u9519\u8bef\u5904\u7406…
    \n }
    \n }
    \n} <\/p>\n

    \u652f\u6301\u7684\u9ad8\u7ea7\u529f\u80fd<\/h4>\n\n\u529f\u80fd\u63cf\u8ff0<\/tr>\n\n\n\n\n\n\n
    Google\u641c\u7d22\u96c6\u6210<\/td>\n\u4f7f\u7528scraper.google.search\u89d2\u8272\u83b7\u53d6\u641c\u7d22\u7ed3\u679c<\/td>\n<\/tr>\n
    \u5730\u7406\u76ee\u6807\u5b9a\u4f4d<\/td>\n\u4f7f\u7528gl\u53c2\u6570\u63a7\u5236\u56fd\u5bb6\/\u5730\u533a<\/td>\n<\/tr>\n
    \u591a\u8bed\u8a00\u652f\u6301<\/td>\n\u4f7f\u7528hl\u53c2\u6570\u4ee5\u4e0d\u540c\u8bed\u8a00\u8fd4\u56de\u7ed3\u679c<\/td>\n<\/tr>\n
    \u641c\u7d22\u5f15\u64ce\u57df\u540d\u5207\u6362<\/td>\n\u652f\u6301\u591a\u4e2a\u57df\u540d，\u5982google.de\u3001google.fr\u7b49<\/td>\n<\/tr>\n
    \u4ee3\u7406\u81ea\u52a8\u7ba1\u7406<\/td>\n\u9ed8\u8ba4\u542f\u7528\u4ee3\u7406\u8f6e\u6362\u4ee5\u907f\u514dIP\u963b\u585e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u90e8\u7f72\u6307\u5357（\u57fa\u4e8e\u5411\u91cf\u641c\u7d22 + \u5b9e\u65f6\u7f51\u9875\u641c\u7d22）<\/h3>\n

    \u7b2c1\u6b65：\u521d\u59cb\u5316\u9879\u76ee\u7ed3\u6784\u5e76\u5b89\u88c5\u4f9d\u8d56<\/h4>\n

    \u514b\u9686\u5e76\u8bbe\u7f6e\u9879\u76ee：<\/p>\n

    Copy<\/p>\n

    git clone git@github.com:scrapeless-ai\/mcp-rag-server.git
    \ncd mcp-rag-server <\/p>\n

    \u5206\u6790\u9879\u76ee\u7ed3\u6784：<\/p>\n

    Copy<\/p>\n

    mcp-rag-server\/
    \n\u251c\u2500\u2500 src\/
    \n\u2502 \u251c\u2500\u2500 config.ts
    \n\u2502 \u251c\u2500\u2500 index.ts
    \n\u2502 \u251c\u2500\u2500 server.ts
    \n\u2502 \u251c\u2500\u2500 qdrant-client.ts
    \n\u2502 \u2514\u2500\u2500 scrapeless-client.ts
    \n\u251c\u2500\u2500 package.json
    \n\u251c\u2500\u2500 tsconfig.json
    \n\u2514\u2500\u2500 .env <\/p>\n

    \u5b89\u88c5\u4f9d\u8d56：<\/p>\n

    Copy<\/p>\n

    npm install <\/p>\n

    💡\u89e3\u51b3\u7684\u95ee\u9898： \u786e\u4fddTypeScript\u9879\u76ee\u73af\u5883\u5df2\u51c6\u5907\u5c31\u7eea，\u5fc5\u8981\u7684\u4f9d\u8d56（\u5982@modelcontextprotocol\/sdk\u3001axios\u3001zod\u7b49）\u5df2\u96c6\u6210，\u5e76\u4e14\u5f00\u53d1\u6240\u9700\u7684\u7c7b\u578b\u5b9a\u4e49\u4e5f\u5df2\u81ea\u52a8\u914d\u7f6e\u3002<\/p>\n

    \u7b2c2\u6b65：\u73af\u5883\u914d\u7f6e<\/h4>\n

    \u521b\u5efa.env\u6587\u4ef6：<\/p>\n

    Copy<\/p>\n

    QDRANT_URL=http:\/\/localhost:6333
    \nQDRANT_API_KEY=
    \nQDRANT_COLLECTION=ml_faq_collection
    \nSCRAPELESS_KEY=\u4f60\u7684_scrapeless_api_key
    \nSCRAPELESS_BASE_URL=https:\/\/api.scrapeless.com <\/p>\n

    \u7406\u89e3\u914d\u7f6e（\u6765\u81ea config.ts）：<\/p>\n

    Copy<\/p>\n

    const QDRANT_URL = process.env.QDRANT_URL?.trim() || "http:\/\/localhost:6333";
    \nconst QDRANT_API_KEY = process.env.QDRANT_API_KEY?.trim() || "";
    \nconst QDRANT_COLLECTION = process.env.QDRANT_COLLECTION?.trim() || "ml_faq_collection";
    \nconst SCRAPELESS_KEY = process.env.SCRAPELESS_KEY?.trim();
    \nconst SCRAPELESS_BASE_URL = process.env.SCRAPELESS_BASE_URL?.trim() || "https:\/\/api.scrapeless.com"; <\/p>\n

    💡\u95ee\u9898\u89e3\u51b3：<\/p>\n

    \u63d0\u4f9b\u5916\u90e8\u4f9d\u8d56\u9879\u7684\u6b63\u786e\u8fde\u63a5\u53c2\u6570（Qdrant \u5411\u91cf\u6570\u636e\u5e93\u548c Scrapeless \u5b9e\u65f6\u641c\u7d22）\u3002\u914d\u7f6e\u4ee3\u7801\u4e2d\u5185\u7f6e\u4e86\u9ed8\u8ba4\u503c\u548c trim() \u5904\u7406\u4ee5\u9632\u6b62\u53d8\u91cf\u683c\u5f0f\u9519\u8bef\u3002\u5982\u679c\u7f3a\u5c11 Scrapeless \u5bc6\u94a5，\u5c06\u53d1\u51fa\u8b66\u544a\u3002<\/p>\n

    \u7b2c 3 \u6b65：\u8bbe\u7f6e Qdrant \u5411\u91cf\u6570\u636e\u5e93<\/h4>\n

    \u4f7f\u7528 Docker \u542f\u52a8 Qdrant：<\/p>\n

    Copy<\/p>\n

    # \u62c9\u53d6 Qdrant \u955c\u50cf
    \ndocker pull qdrant\/qdrant <\/p>\n

    # \u8fd0\u884c\u5177\u6709\u6570\u636e\u6301\u4e45\u6027\u7684 Qdrant \u5bb9\u5668
    \ndocker run -d \\\\
    \n –name qdrant-server \\\\
    \n -p 6333:6333 \\\\
    \n -p 6334:6334 \\\\
    \n -v $(pwd)\/qdrant_storage:\/qdrant\/storage \\\\
    \n qdrant\/qdrant <\/p>\n

    \u521b\u5efa FAQ \u5411\u91cf\u96c6\u5408：<\/p>\n

    Copy<\/p>\n

    curl -X PUT 'http:\/\/localhost:6333\/collections\/ml_faq_collection' \\\\
    \n -H 'Content-Type: application\/json' \\\\
    \n –data-raw '{
    \n "vectors": {
    \n "size": 1536,
    \n "distance": "Cosine"
    \n }
    \n }' <\/p>\n

    💡\u95ee\u9898\u89e3\u51b3：<\/p>\n

    \u914d\u7f6e\u8bed\u4e49\u5411\u91cf\u68c0\u7d22\u5b58\u50a8，\u4f7f\u7528 1536 \u7ef4\u548c\u4f59\u5f26\u76f8\u4f3c\u5ea6，\u5e76\u4e0e\u5d4c\u5165\u751f\u6210\u5668\u8f93\u51fa\u548c QdrantClient \u8c03\u7528\u517c\u5bb9\u3002<\/p>\n

    \u7b2c 4 \u6b65：\u96c6\u6210 Scrapeless \u5b9e\u65f6\u7f51\u9875\u641c\u7d22<\/h4>\n

    \u83b7\u53d6 Scrapeless API \u5bc6\u94a5：<\/p>\n

  • \u8bbf\u95ee\u00a0Scrapeless\u00a0\u5e76\u521b\u5efa\u4e00\u4e2a\u5e10\u6237<\/li>\n
  • \u4ece\u4eea\u8868\u677f\u4e2d\u68c0\u7d22\u60a8\u7684 API \u4ee4\u724c<\/li>\n

    \"\u68c0\u7d22\u60a8\u7684<\/p>\n

  • \u5c06\u5176\u6dfb\u52a0\u5230 .env \u6587\u4ef6\u4e0b\u7684 SCRAPELESS_KEY<\/li>\n

    \u6d4b\u8bd5 Scrapeless \u8fde\u63a5：<\/p>\n

    Copy<\/p>\n

    # \u6d4b\u8bd5 API \u8fde\u63a5（\u53ef\u9009）
    \ncurl -X POST 'https:\/\/api.scrapeless.com\/api\/v1\/scraper\/request' \\\\
    \n -H 'Content-Type: application\/json' \\\\
    \n -H 'x-api-token: YOUR_API_KEY' \\\\
    \n -d '{"actor": "scraper.google.search", "input": {"q": "test query"}}' <\/p>\n

    \u95ee\u9898\u89e3\u51b3：\u6b64\u6b65\u9aa4\u786e\u4fdd Scrapeless API \u6b63\u786e\u914d\u7f6e\u3002\u7cfb\u7edf\u5305\u62ec\u9a8c\u8bc1\u4ee5\u68c0\u67e5 API \u5bc6\u94a5\u662f\u5426\u5df2\u8bbe\u7f6e，\u9632\u6b62\u5728\u7f51\u9875\u641c\u7d22\u671f\u95f4\u51fa\u73b0\u8fd0\u884c\u65f6\u9519\u8bef\u3002<\/p>\n

    \u7b2c 5 \u6b65：\u6784\u5efa TypeScript \u9879\u76ee<\/h4>\n

    \u5c06 TypeScript \u7f16\u8bd1\u4e3a JavaScript：<\/p>\n

    Copy<\/p>\n

    npm run build <\/p>\n

    \u6784\u5efa\u671f\u95f4\u53d1\u751f\u7684\u4e8b\u60c5（\u6765\u81ea package.json）：<\/p>\n

    languageCopy<\/p>\n

    {
    \n "scripts": {
    \n "build": "tsc && chmod 755 build\/index.js",
    \n "start": "node build\/index.js"
    \n }
    \n} <\/p>\n

    \u9a8c\u8bc1\u6784\u5efa\u8f93\u51fa：<\/p>\n

    languageCopy<\/p>\n

    ls build\/
    \n# \u5e94\u663e\u793a：index.js, server.js, config.js, qdrant-client.js, scrapeless-client.js <\/p>\n

    \u95ee\u9898\u89e3\u51b3：<\/p>\n

    \u6b64\u6b65\u9aa4\u5c06 TypeScript \u7f16\u8bd1\u4e3a JavaScript，\u5e76\u786e\u4fdd\u4e3b\u5165\u53e3\u70b9\u53ef\u6267\u884c\u3002\u6784\u5efa\u8fc7\u7a0b\u8f93\u51fa\u4e0e Node.js \u517c\u5bb9\u7684 ES \u6a21\u5757（\u5982 package.json \u4e2d\u6240\u6307\u5b9a\u7684\u00a0"type": "module"）\u3002<\/p>\n

    \u7b2c 6 \u6b65：\u542f\u52a8 MCP \u670d\u52a1\u5668<\/h4>\n

    languageCopy<\/p>\n

    \u8fd0\u884c\u670d\u52a1\u5668：
    \nnpm start <\/p>\n

    \u542f\u52a8\u671f\u95f4\u53d1\u751f\u7684\u4e8b\u60c5（\u6765\u81ea index.ts）：<\/p>\n

    Copy<\/p>\n

    async function main() {
    \n try {
    \n console.log("\u542f\u52a8 MCP Agentic RAG \u670d\u52a1\u5668…");
    \n const transport = new StdioServerTransport();
    \n await server.connect(transport);
    \n console.log("MCP \u670d\u52a1\u5668\u6b63\u5728\u7aef\u53e3 8080 \u4e0a\u8fd0\u884c");
    \n } catch (error) {
    \n console.error("main() \u4e2d\u7684\u81f4\u547d\u9519\u8bef:", error);
    \n process.exit(1);
    \n }
    \n} <\/p>\n

    \u95ee\u9898\u89e3\u51b3：<\/p>\n

    \u6b64\u6b65\u9aa4\u542f\u52a8 MCP \u670d\u52a1\u5668，\u4f7f\u7528 STDIO \u4f20\u8f93\u8fdb\u884c\u901a\u4fe1\u3002\u670d\u52a1\u5668\u4ee5\u9002\u5f53\u7684\u9519\u8bef\u5904\u7406\u548c\u65e5\u5fd7\u8bb0\u5f55\u8fdb\u884c\u521d\u59cb\u5316\u3002<\/p>\n

    \u901a\u8fc7\u9075\u5faa\u4e0a\u8ff0\u516d\u4e2a\u6b65\u9aa4，\u60a8\u5c06\u6784\u5efa\u4e00\u4e2a\u5177\u6709\u4ee5\u4e0b\u529f\u80fd\u7684 AI \u9a71\u52a8\u95ee\u7b54\u7cfb\u7edf：<\/p>\n

      \n
    • \u8bed\u4e49\u95ee\u7b54\u80fd\u529b（\u7531 Qdrant \u5411\u91cf\u6570\u636e\u5e93\u63d0\u4f9b\u652f\u6301）<\/li>\n
    • \u5b9e\u65f6\u7f51\u9875\u589e\u5f3a（\u901a\u8fc7 Scrapeless API \u96c6\u6210）<\/li>\n
    • LLM \u51c6\u5907\u5c31\u7eea\u7684\u57fa\u7840\u8bbe\u65bd（\u57fa\u4e8e MCP \u534f\u8bae\u6807\u51c6） \u8fd9\u4e3a\u4f01\u4e1a\u6216\u5f00\u53d1\u4eba\u5458\u5feb\u901f\u90e8\u7f72\u751f\u4ea7\u5c31\u7eea\u7684 RAG（\u68c0\u7d22\u589e\u5f3a\u751f\u6210）\u7cfb\u7edf\u6253\u4e0b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/li>\n<\/ul>\n

      \u6838\u5fc3\u7ec4\u4ef6\u7684\u8be6\u7ec6\u8bf4\u660e<\/h3>\n

      QdrantClient：\u5411\u91cf\u5904\u7406\u5f15\u64ce<\/h4>\n

      QdrantClient \u63d0\u4f9b\u5d4c\u5165\u751f\u6210\u548c\u5411\u91cf\u6570\u636e\u5e93\u4ea4\u4e92\u529f\u80fd\u3002\u793a\u4f8b\u4f7f\u7528\u4e00\u79cd\u7b80\u5355\u7684\u786e\u5b9a\u6027\u5d4c\u5165\u65b9\u6cd5\u8fdb\u884c\u6f14\u793a：<\/p>\n

      Copy<\/p>\n

      private generateEmbedding(text: string): number[] {
      \n const seed = […text].reduce((sum, char) => sum + char.charCodeAt(0), 0) % 10000;
      \n const vector: number[] = []; <\/p>\n

      let value = seed;
      \n for (let i = 0; i < 1536; i++) {
      \n value = (value * 48271) % 2147483647;
      \n vector.push((value \/ 2147483647) * 2 – 1);
      \n } <\/p>\n

      return vector;
      \n} <\/p>\n

      \u4e3b\u8981\u7279\u70b9：<\/p>\n

        \n
      • \u7b80\u5355\u7684\u786e\u5b9a\u6027\u5d4c\u5165\u751f\u6210<\/li>\n
      • \u6dfb\u52a0\u6587\u6863\u7684 Upsert \u64cd\u4f5c<\/li>\n
      • \u5177\u6709\u53ef\u914d\u7f6e\u8bc4\u5206\u9608\u503c\u7684\u8bed\u4e49\u641c\u7d22<\/li>\n
      • \u5408\u9002\u7684\u9519\u8bef\u5904\u7406\u548c\u540e\u5907\u54cd\u5e94<\/li>\n<\/ul>\n

        ScrapelessClient：\u7f51\u7edc\u641c\u7d22\u5f15\u64ce\u63a5\u53e3<\/h4>\n

        ScrapelessClient \u8bbf\u95ee Scrapeless API \u4ee5\u5b9e\u73b0\u7f51\u7edc\u641c\u7d22，\u5e76\u652f\u6301\u9ad8\u7ea7\u641c\u7d22\u53c2\u6570：<\/p>\n

        Copy<\/p>\n

        async searchWeb(params: WebSearchParams) {
        \n try {
        \n if (!this.api.defaults.headers.common["x-api-token"]) {
        \n throw new Error("Scrapeless API \u5bc6\u94a5\u672a\u8bbe\u7f6e");
        \n }<\/p>\n

        const response = await this.api.post("\/api\/v1\/scraper\/request", {
        \n actor: "scraper.google.search",
        \n input: {
        \n q: params.query,
        \n gl: params.country || "us",
        \n hl: params.language || "en",
        \n google_domain: params.domain || "google.com"
        \n }
        \n });<\/p>\n

        return {
        \n query: params.query,
        \n results: response.data
        \n };
        \n } catch (error) {
        \n \/\/ \u9519\u8bef\u5904\u7406…
        \n }
        \n} <\/p>\n

        \u4e3b\u8981\u7279\u70b9：<\/p>\n

          \n
        • \u901a\u8fc7 Scrapeless \u96c6\u6210\u8c37\u6b4c\u641c\u7d22<\/li>\n
        • \u53ef\u914d\u7f6e\u7684\u56fd\u5bb6\u3001\u8bed\u8a00\u548c\u57df\u540d<\/li>\n
        • \u5168\u9762\u7684\u9519\u8bef\u5904\u7406<\/li>\n
        • API \u5bc6\u94a5\u9a8c\u8bc1<\/li>\n<\/ul>\n

          MCP \u670d\u52a1\u5668\u5de5\u5177<\/h4>\n

          server.ts \u6587\u4ef6\u5b9a\u4e49\u4e86\u4e09\u4e2a\u4e3b\u8981\u5de5\u5177：<\/p>\n

        • machine-learning-faq-retrieval:<\/li>\n
            \n
          • \u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u641c\u7d22 ML \u6982\u5ff5<\/li>\n
          • \u4f7f\u7528\u8bed\u4e49\u76f8\u4f3c\u5ea6\u5339\u914d<\/li>\n
          • \u8fd4\u56de\u5e26\u6709\u5206\u6570\u7684\u683c\u5f0f\u5316\u7ed3\u679c<\/li>\n<\/ul>\n
          • add-document-to-faq:<\/li>\n
              \n
            • \u5411\u77e5\u8bc6\u5e93\u6dfb\u52a0\u65b0\u6587\u6863<\/li>\n
            • \u652f\u6301\u5143\u6570\u636e（\u7c7b\u522b\u3001\u6765\u6e90\u3001\u6807\u7b7e）<\/li>\n
            • \u9002\u5f53\u7684\u9519\u8bef\u5904\u7406，\u63d0\u4f9b\u8be6\u7ec6\u54cd\u5e94<\/li>\n<\/ul>\n
            • scrapeless-web-search:<\/li>\n
                \n
              • \u901a\u8fc7 Scrapeless API \u6267\u884c\u7f51\u7edc\u641c\u7d22<\/li>\n
              • \u53ef\u914d\u7f6e\u7684\u641c\u7d22\u53c2\u6570<\/li>\n
              • \u5b9e\u65f6\u4fe1\u606f\u68c0\u7d22<\/li>\n<\/ul>\n

                \u4f7f\u7528\u6307\u5357：\u4f7f\u7528 Scrapeless \u7cfb\u7edf<\/h3>\n

                \u57fa\u672c\u7528\u6cd5\u793a\u4f8b<\/h4>\n

                \u641c\u7d22\u77e5\u8bc6\u5e93：<\/p>\n

                \u4f7f\u7528 machine-learning-faq-retrieval \u67e5\u627e\u5173\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u4fe1\u606f <\/p>\n

                \u6dfb\u52a0\u65b0\u4fe1\u606f：<\/p>\n

                \u4f7f\u7528 add-document-to-faq \u6dfb\u52a0\u4ee5\u4e0b\u5185\u5bb9：
                \n\u6587\u672c：\u201c\u968f\u673a\u68ee\u6797\u662f\u96c6\u6210\u5b66\u4e60\u65b9\u6cd5\u2026\u201d
                \n\u7c7b\u522b：\u201c\u96c6\u6210\u65b9\u6cd5\u201d
                \n\u6807\u7b7e：[\u201c\u968f\u673a\u68ee\u6797\u201d，\u201c\u96c6\u6210\u5b66\u4e60\u201d] <\/p>\n

                \u901a\u8fc7 Scrapeless \u641c\u7d22\u7f51\u7edc：<\/p>\n

                \u4f7f\u7528 scrapeless-web-search \u67e5\u627e AI \u7684\u6700\u65b0\u8fdb\u5c55 <\/p>\n

                \u9ad8\u7ea7 Scrapeless \u7528\u6cd5：<\/p>\n

                \u4f7f\u7528 scrapeless-web-search，\u53c2\u6570\u5982\u4e0b：
                \n\u67e5\u8be2：\u201c\u6700\u65b0\u7684 PyTorch \u7279\u6027\u201d
                \n\u56fd\u5bb6：\u201cuk\u201d
                \n\u8bed\u8a00：\u201cen\u201d
                \n\u57df\u540d：\u201cgoogle.co.uk\u201d <\/p>\n

                \u4e0e Scrapeless \u96c6\u6210\u7684\u9ad8\u7ea7\u5de5\u4f5c\u6d41\u7a0b<\/h4>\n

                \u77e5\u8bc6\u5e93\u589e\u5f3a：<\/p>\n

                1. \u4f7f\u7528 scrapeless-web-search \u67e5\u627e\u201c\u6700\u65b0\u7684\u53d8\u538b\u5668\u6a21\u578b2024\u201d
                \n2. \u4f7f\u7528 add-document-to-faq \u6dfb\u52a0\u76f8\u5173\u53d1\u73b0
                \n3. \u4f7f\u7528 machine-learning-faq-retrieval \u9a8c\u8bc1\u4fe1\u606f\u662f\u5426\u53ef\u641c\u7d22 <\/p>\n

                \u4fe1\u606f\u9a8c\u8bc1：<\/p>\n

                1. \u4f7f\u7528 machine-learning-faq-retrieval \u68c0\u67e5\u73b0\u6709\u77e5\u8bc6
                \n2. \u4f7f\u7528 scrapeless-web-search \u67e5\u627e\u5f53\u524d\u4fe1\u606f
                \n3. \u5bf9\u6bd4\u5e76\u76f8\u5e94\u66f4\u65b0\u77e5\u8bc6\u5e93 <\/p>\n

                \u591a\u8bed\u8a00\u77e5\u8bc6\u6784\u5efa：<\/p>\n

                1. \u4f7f\u7528 scrapeless-web-search \u7684 country="de" \u548c language="de" \u67e5\u627e\u5fb7\u56fd\u7684 AI \u7814\u7a76
                \n2. \u4f7f\u7528 add-document-to-faq \u6dfb\u52a0\u7ffb\u8bd1\u6458\u8981
                \n3. \u6784\u5efa\u591a\u8bed\u8a00\u77e5\u8bc6\u5e93 <\/p>\n

                \u4e0e Claude Desktop \u96c6\u6210<\/p>\n

                \u8be5\u9879\u76ee\u5305\u62ec Claude Desktop \u96c6\u6210\u7684\u793a\u4f8b\u914d\u7f6e：<\/p>\n

                {
                \n "mcpServers": {
                \n "MCP-RAG-app": {
                \n "command": "node",
                \n "args": ["your-path\/to\/build\/index.js"],
                \n "host": "127.0.0.1",
                \n "port": 8080,
                \n "timeout": 30000,
                \n "env": {
                \n "QDRANT_URL": "http:\/\/localhost:6333",
                \n "QDRANT_API_KEY": "",
                \n "QDRANT_COLLECTION": "ml_faq_collection",
                \n "SCRAPELESS_KEY": "SCRAPELESS_KEY"
                \n }
                \n }
                \n }
                \n} <\/p>\n

                \u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6848<\/h3>\n
              • \u6784\u5efa\u9519\u8bef：<\/li>\n
                  \n
                • \u786e\u4fdd Node.js \u7248\u672c >= 18<\/li>\n
                • \u68c0\u67e5 TypeScript \u7f16\u8bd1：npx tsc –noEmit<\/li>\n<\/ul>\n
                • \u8fd0\u884c\u65f6\u9519\u8bef：<\/li>\n
                    \n
                  • \u9a8c\u8bc1 Qdrant \u662f\u5426\u6b63\u5728\u8fd0\u884c：curl\u00a0http:\/\/localhost:6333\/health<\/li>\n
                  • \u68c0\u67e5\u73af\u5883\u53d8\u91cf\u662f\u5426\u6b63\u786e\u8bbe\u7f6e<\/li>\n
                  • \u786e\u4fdd Scrapeless API \u5bc6\u94a5\u6709\u6548<\/li>\n<\/ul>\n
                  • Scrapeless \u7279\u5b9a\u95ee\u9898：<\/li>\n
                      \n
                    • \u9a8c\u8bc1 API \u5bc6\u94a5\u662f\u5426\u5728\u73af\u5883\u4e2d\u6b63\u786e\u8bbe\u7f6e<\/li>\n
                    • \u68c0\u67e5 Scrapeless \u63a7\u5236\u9762\u677f\u4e2d\u7684 API \u914d\u989d\u548c\u9650\u5236<\/li>\n
                    • \u786e\u4fdd\u6b63\u786e\u914d\u7f6e API \u7aef\u70b9<\/li>\n<\/ul>\n
                    • \u8fde\u63a5\u95ee\u9898：<\/li>\n
                        \n
                      • \u9a8c\u8bc1\u7aef\u53e3\u662f\u5426\u53ef\u7528（Qdrant \u7684\u7aef\u53e3\u4e3a 6333）<\/li>\n
                      • \u68c0\u67e5\u9632\u706b\u5899\u8bbe\u7f6e<\/li>\n
                      • \u786e\u4fdd Docker \u5bb9\u5668\u6b63\u5728\u8fd0\u884c<\/li>\n<\/ul>\n

                        \u7ec4\u5408\u7cfb\u7edf\u7684\u597d\u5904<\/h3>\n

                        Scrapeless \u4e0e Qdrant \u7684\u96c6\u6210\u521b\u5efa\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u6df7\u5408\u7cfb\u7edf：<\/p>\n

                      • \u9759\u6001 + \u52a8\u6001\u77e5\u8bc6：\u5c06\u60a8\u7684\u7b56\u5212\u77e5\u8bc6\u5e93\u4e0e\u5b9e\u65f6\u7f51\u7edc\u6570\u636e\u76f8\u7ed3\u5408<\/li>\n
                      • \u667a\u80fd\u641c\u7d22：\u5bf9\u5185\u90e8\u6570\u636e\u4f7f\u7528\u8bed\u4e49\u641c\u7d22，\u5bf9\u7f51\u7edc\u5185\u5bb9\u4f7f\u7528\u5173\u952e\u5b57\u641c\u7d22<\/li>\n
                      • \u6301\u7eed\u589e\u5f3a：\u81ea\u52a8\u66f4\u65b0\u60a8\u7684\u77e5\u8bc6\u5e93，\u63d0\u4f9b\u65b0\u4fe1\u606f<\/li>\n
                      • \u5168\u7403\u89c6\u89d2：\u83b7\u53d6\u6765\u81ea\u4e0d\u540c\u5730\u533a\u548c\u8bed\u8a00\u7684\u4fe1\u606f<\/li>\n
                      • \u53ef\u9760\u6027：Scrapeless \u786e\u4fdd\u7a33\u5b9a\u7684\u7f51\u7edc\u8bbf\u95ee\u800c\u65e0\u963b\u585e\u95ee\u9898<\/li>\n

                        \u7ed3\u8bba<\/h3>\n

                        MCP-RAG \u670d\u52a1\u5668\u4e0e Scrapeless \u5b9e\u73b0\u4e86\u4e00\u4e2a\u9ad8\u5ea6\u53ef\u6269\u5c55\u3001\u5b9e\u65f6\u66f4\u65b0\u7684\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5305\u62ec：<\/p>\n

                          \n
                        • \u8bed\u4e49\u7406\u89e3：\u901a\u8fc7\u5411\u91cf\u76f8\u4f3c\u5ea6\u7406\u89e3\u4e0a\u4e0b\u6587<\/li>\n
                        • \u5b9e\u65f6\u4fe1\u606f\u8bbf\u95ee：\u8bbf\u95ee Scrapeless \u83b7\u53d6\u6700\u65b0 web \u5185\u5bb9<\/li>\n
                        • \u6807\u51c6\u534f\u8bae\u96c6\u6210：\u4f7f\u7528 MCP \u534f\u8bae，\u8f7b\u677e\u8fde\u63a5\u5230 Claude \u7b49\u5e73\u53f0<\/li>\n
                        • \u7075\u6d3b\u914d\u7f6e：\u53ef\u5b9a\u5236\u7684\u77e5\u8bc6\u5e93\u96c6\u5408\u548c\u641c\u7d22\u5de5\u5177<\/li>\n
                        • \u9762\u5411\u672a\u6765\u7684\u667a\u80fd\u5e73\u53f0：\u652f\u6301\u52a8\u6001\u77e5\u8bc6\u589e\u5f3a\u3001\u591a\u8bed\u8a00\u652f\u6301\u548c\u7f51\u7edc\u667a\u80fd\u722c\u53d6\u3002<\/li>\n<\/ul>\n

                          Scrapeless\u7684\u52a0\u5165\u4f7f\u7cfb\u7edf\u4e0d\u518d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u9759\u6001\u7684\u77e5\u8bc6\u5e93，\u800c\u662f\u4e00\u4e2a\u5177\u6709\u5168\u7403\u89c6\u91ce\u548c\u6301\u7eed\u5b66\u4e60\u80fd\u529b\u7684AI\u77e5\u8bc6\u5f15\u64ce\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

                          \u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb912\u6b21\uff0c\u70b9\u8d5e9\u6b21\uff0c\u6536\u85cf11\u6b21\u3002MCP-RAG Server\u662f\u4e00\u4e2a\u57fa\u4e8eTypeScript\u7684\u7cfb\u7edf\uff0c\u7ed3\u5408\u4e86\u5411\u91cf\u641c\u7d22\u80fd\u529b\u548c\u5b9e\u65f6\u7f51\u7edc\u641c\u7d22\uff0c\u4ee5\u521b\u5efa\u589e\u5f3a\u7684\u4eba\u5de5\u667a\u80fd\u77e5\u8bc6\u7cfb\u7edf\u3002\u673a\u5668\u5b66\u4e60\u5e38\u89c1\u95ee\u9898\u68c0\u7d22 – \u901a\u8fc7\u60a8\u7684\u5411\u91cf\u6570\u636e\u5e93\u8fdb\u884c\u8bed\u4e49\u641c\u7d22\u6587\u6863\u6dfb\u52a0 – \u4f7f\u7528\u65b0\u4fe1\u606f\u6269\u5c55\u77e5\u8bc6\u5e93\u7f51\u7edc\u641c\u7d22 – \u4ece\u4e92\u8054\u7f51\u4e0a\u83b7\u53d6\u5f53\u524d\u4fe1\u606f\u8be5\u7cfb\u7edf\u89e3\u51b3\u4e86\u5173\u952e\u7684AI\u5c40\u9650\u6027\uff1a\u8fc7\u65f6\u7684\u77e5\u8bc6\u3001\u7f3a\u4e4f\u9886\u57df\u4e13\u957f\u548c\u4f4e\u6548\u7684\u4fe1\u606f\u68c0\u7d22\u3002Scrapeless Google\u641c\u7d22\u6293\u53d6API\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u7f51\u9875\u6293\u53d6API\uff0c\u63d0\u4f9b\u7a33\u5b9a\u7684\u641c\u7d22\u5f15\u64ce\u7ed3\u679c\u8bbf\u95ee\uff0c\u800c\u65e0\u9700\u62c5\u5fc3\u88ab\u4f20\u7edf\u722c\u866b\u963b\u585e\u3002<\/p>\n","protected":false},"author":2,"featured_media":37698,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[43,44],"topic":[],"class_list":["post-37699","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-43","tag-44"],"yoast_head":"\nMCP-RAG \u670d\u52a1\u5668\uff1a\u5b8c\u6574\u8bbe\u7f6e\u548c\u4f7f\u7528\u6307\u5357 - 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