![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260801122520-6a6de5b0cf6bf.webp\")
<\/p>\n\u4f5c\u8005：\u6765\u81ea Elastic\u00a0https:\/\/jina.ai<\/p>\n
<\/p>\n
Jina MCP \u901a\u8fc7\u5c06\u6211\u4eec\u7684 API \u8fde\u63a5\u5230\u4efb\u610f LLM，\u7b80\u5316\u4e86 agent \u5f00\u53d1，\u51cf\u5c11\u4e86\u81ea\u5b9a\u4e49\u4ee3\u7801，\u5e76\u63d0\u5347\u4e86\u5de5\u4f5c\u6d41\u7684\u53ef\u9760\u6027\u3002<\/p>\n<\/p>\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260801122520-6a6de5b0d72c1.png\")
<\/p>\n
https:\/\/github.com\/jina-ai\/MCP<\/p>\n
\u6211\u4eec\u5728\u4e4b\u524d\u7684\u4e00\u7bc7\u6587\u7ae0\u4e2d\u5411\u4f60\u5c55\u793a\u4e86\u5982\u4f55\u5c06 Jina AI \u7684 search \u548c reader APIs \u4e0e DeepSeek R1 \u96c6\u6210\u6765\u6784\u5efa\u4e00\u4e2a\u6df1\u5ea6\u7814\u7a76 agent，\u4f46\u8981\u8ba9\u5b83\u6b63\u5e38\u5de5\u4f5c，\u9700\u8981\u5927\u91cf\u7684\u81ea\u5b9a\u4e49\u4ee3\u7801\u548c prompt \u5de5\u7a0b\u3002\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d，\u6211\u4eec\u5c06\u4f7f\u7528 Model Context Protocol（ MCP ）\u6765\u5b9e\u73b0\u76f8\u540c\u7684\u529f\u80fd，\u5b83\u9700\u8981\u66f4\u5c11\u7684\u81ea\u5b9a\u4e49\u4ee3\u7801，\u5e76\u4e14\u53ef\u4ee5\u5728\u4e0d\u540c\u7684 LLM \u4e4b\u95f4\u79fb\u690d，\u4f46\u5728\u8fc7\u7a0b\u4e2d\u4ecd\u7136\u5b58\u5728\u4e00\u4e9b\u9700\u8981\u6ce8\u610f\u7684\u95ee\u9898\u3002<\/p>\n
\u4e3a\u4e86\u6784\u5efa\u6211\u4eec\u7684 agent，\u6211\u4eec\u5c06\u4f7f\u7528\u6700\u8fd1\u53d1\u5e03\u7684 MCP \u670d\u52a1\u5668，\u5b83\u63d0\u4f9b\u4e86\u5bf9 Jina Reader\u3001Embeddings \u548c Reranker API \u7684\u8bbf\u95ee，\u4ee5\u53ca URL \u8f6c markdown\u3001\u7f51\u9875\u641c\u7d22\u3001\u56fe\u50cf\u641c\u7d22\u548c embeddings\/reranker \u5de5\u5177\u3002<\/p>\n<\/p>\n
\u6700\u8fd1，\u5173\u4e8e\u667a\u80fd\u4f53\u548c\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u7684\u6587\u7ae0\u5c42\u51fa\u4e0d\u7a77，\u65e2\u6709\u5bf9\u5176\u7684\u9ad8\u5ea6\u671f\u5f85（\u4f8b\u5982 Gartner \u9884\u6d4b，\u5230 2028 \u5e74，\u5927\u7ea6 15% \u7684\u65e5\u5e38\u5de5\u4f5c\u51b3\u7b56\u5c06\u7531 AI agent \u81ea\u4e3b\u5b8c\u6210），\u4e5f\u6709\u8d28\u7591（\u4f8b\u5982 Vortex \u8ba4\u4e3a\u5927\u591a\u6570 agentic AI \u7684\u63d0\u6848\u7f3a\u4e4f\u663e\u8457\u4ef7\u503c\u6216\u6295\u8d44\u56de\u62a5）\u3002<\/p>\n
\u4f46 agent \u5230\u5e95\u662f\u4ec0\u4e48？\u4e00\u4e2a\u8f83\u597d\u7684\u5b9a\u4e49（\u6765\u81ea Chip Huyen，\u7ecf\u7531 Simon Willison \u5f15\u7528）\u662f：<\/p>\n
[agent \u662f] \u80fd\u591f\u89c4\u5212\u65b9\u6cd5\u5e76\u5faa\u73af\u8c03\u7528\u5de5\u5177\u76f4\u5230\u5b9e\u73b0\u76ee\u6807\u7684 LLM \u7cfb\u7edf<\/p>\n
\u8fd9\u4e5f\u662f\u672c\u6587\u91c7\u7528\u7684\u5b9a\u4e49\u3002\u90a3\u4e48 agent \u4f7f\u7528\u7684\u8fd9\u4e9b\u5de5\u5177\u5462？\u5b83\u4eec\u901a\u8fc7 Model Context Protocol \u8fdb\u884c\u8fde\u63a5\u3002\u8be5\u534f\u8bae\u6700\u521d\u7531 Anthropic \u5f00\u53d1，\u6b63\u5728\u6210\u4e3a\u8fde\u63a5 LLM \u4e0e\u5916\u90e8\u5de5\u5177\u548c\u6570\u636e\u6e90\u7684\u901a\u7528\u8bed\u8a00\u3002\u8fd9\u610f\u5473\u7740 agent \u53ef\u4ee5\u5728\u5355\u4e2a\u5de5\u4f5c\u6d41\u4e2d\u4e32\u8054\u591a\u4e2a\u5de5\u5177，\u4ece\u800c\u901a\u8fc7\u7f16\u6392\u4e00\u7ec4 API \u6765\u5b9e\u73b0\u89c4\u5212\u3001\u63a8\u7406\u548c\u6267\u884c\u3002<\/p>\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260801122521-6a6de5b12d47e.png\")
<\/p>\n
https:\/\/www.anthropic.com\/news\/model-context-protocol<\/p>\n
\u4f8b\u5982，\u6211\u4eec\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u4ef7\u683c\u4f18\u5316 agent，\u7528\u4e8e\u6536\u96c6\u7ade\u4e89\u5bf9\u624b\u7684\u4ea7\u54c1\u5b9a\u4ef7\u4ee5\u8fdb\u884c\u6bd4\u8f83\u548c\u4ef7\u683c\u4f18\u5316\u3002\u7136\u540e\u6211\u4eec\u53ef\u4ee5\u4e3a\u8be5 agent \u914d\u7f6e Jina AI \u7684 MCP \u670d\u52a1\u5668\u3001\u4e00\u4e2a prompt \u4ee5\u53ca\u4e00\u4efd\u7ade\u4e89\u5bf9\u624b\u4ea7\u54c1\u5217\u8868，\u8ba9\u5b83\u751f\u6210\u4e00\u4efd\u5305\u542b\u6293\u53d6\u6570\u636e\u548c\u6765\u6e90\u94fe\u63a5\u7684\u53ef\u6267\u884c\u62a5\u544a\u3002\u901a\u8fc7\u4f7f\u7528\u989d\u5916\u7684 MCP \u670d\u52a1\u5668，agent \u8fd8\u53ef\u4ee5\u5c06\u8be5\u62a5\u544a\u5bfc\u51fa\u4e3a PDF \u683c\u5f0f，\u901a\u8fc7\u7535\u5b50\u90ae\u4ef6\u53d1\u9001\u7ed9\u76f8\u5173\u4eba\u5458，\u5c06\u5176\u5b58\u50a8\u5230\u5185\u90e8\u77e5\u8bc6\u5e93\u7b49\u3002<\/p>\n
\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d，\u6211\u4eec\u5c06\u4f7f\u7528\u6211\u4eec\u7684 MCP \u670d\u52a1\u5668\u6784\u5efa\u4e09\u4e2a\u793a\u4f8b agent，\u8be5\u670d\u52a1\u5668\u63d0\u4f9b\u4ee5\u4e0b\u5de5\u5177：<\/p>\n
\u6211\u4eec\u8fd8\u9700\u8981\u4e00\u4e2a MCP \u5ba2\u6237\u7aef（ VS Code \u642d\u914d Copilot，\u56e0\u4e3a\u5b83\u514d\u8d39\u4e14\u4f7f\u7528\u5e7f\u6cdb），\u4ee5\u53ca\u4e00\u4e2a LLM（ Claude Sonnet 4，\u56e0\u4e3a\u5b83\u5728\u6211\u4eec\u7684\u6d4b\u8bd5\u4e2d\u8868\u73b0\u6700\u597d）\u3002<\/p>\n
💡 \u63a5\u4e0b\u6765，\u4e3a\u4e86\u7b80\u6d01\u8d77\u89c1，\u6211\u4eec\u5c06\u628a MCP \u5ba2\u6237\u7aef + LLM + MCP \u670d\u52a1\u5668（\u4eec）\u7684\u7ec4\u5408\u79f0\u4e3a\u201c\u6211\u4eec\u7684 agent\u201d\u3002<\/p>\n<\/p>\n
MCP \u88ab\u63cf\u8ff0\u4e3a\u4e00\u79cd\u901a\u7528\u63d2\u4ef6\u7cfb\u7edf，\u652f\u6301\u591a\u4e2a\u7a0b\u5e8f，\u4f8b\u5982 Claude Code\u3001VS Code\u3001Google Gemini CLI，\u4ee5\u53ca Claude \u548c ChatGPT \u7684\u684c\u9762\u524d\u7aef\u3002\u8fde\u63a5 MCP \u670d\u52a1\u5668\u901a\u5e38\u53ea\u9700\u8981\u7f16\u8f91\u4f60\u7684\u8bbe\u7f6e\u6587\u4ef6\u5e76\u5305\u542b\u4ee5\u4e0b\u5185\u5bb9：<\/p>\n
{
\n "mcpServers": {
\n "jina-mcp-server": {
\n "url": "https:\/\/mcp.jina.ai\/sse",
\n "headers": {
\n "Authorization": "Bearer ${JINA_API_KEY}" \/\/ optional
\n }
\n }
\n }
\n}<\/p>\n
\u4e3a\u4e86\u6d4b\u8bd5 MCP \u670d\u52a1\u5668\u662f\u5426\u6b63\u5e38\u5de5\u4f5c，\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a\u7b80\u5355\u7684 prompt：<\/p>\n
Give me a summary of the latest post on jina.ai news in the
\nform of a single verse sea shanty <\/p>\n
\u6211\u4eec\u7684 agent \u6267\u884c\u4ee5\u4e0b\u64cd\u4f5c：<\/p>\n
🎵 *To the tune of a traditional sea shanty* 🎵<\/p>\n
**"The GGUF Sailor's Tale"**<\/p>\n
*Oh, they sailed with their embeddings, three billion strong and true,*
\n*Through quantized waters deep and blue,*
\n*With L4 GPU winds at their back,*
\n*Four thousand tokens per second on their track!*
\n*Heave away, me hearties, strip the vision tower down,*
\n*For GGUF optimizations are the finest ports in town!*<\/p>\n
💡 \u6211\u4eec\u7684 agent \u901a\u5e38\u4f1a\u751f\u6210\u975e\u5e38\u957f\u7684\u8f93\u51fa\u3002\u4e3a\u4e86\u907f\u514d\u5728\u6587\u7ae0\u4e2d\u5168\u90e8\u5c55\u793a，\u6211\u4eec\u4f1a\u5c06\u5176\u4f59\u5185\u5bb9\u94fe\u63a5\u5230 GitHub gist\u3002<\/p>\n
\u65e2\u7136\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u5b83\u5728\u5b9e\u8df5\u4e2d\u53ef\u4ee5\u6b63\u5e38\u5de5\u4f5c，\u63a5\u4e0b\u6765\u8ba9\u6211\u4eec\u901a\u8fc7\u6784\u5efa\u4e00\u4e9b\u6709\u7528\u7684\u771f\u5b9e\u4e16\u754c\u793a\u4f8b\u6765\u771f\u6b63\u6d4b\u8bd5\u5b83\u7684\u80fd\u529b\u3002<\/p>\n<\/p>\n
\u9605\u8bfb\u6700\u65b0\u7684\u5b66\u672f\u8bba\u6587\u662f\u6211\u4eec\u5728 Jina AI \u5de5\u4f5c\u7684\u4e00\u90e8\u5206\u3002\u4f46\u4ece\u4e2d\u7b5b\u9009\u51fa\u771f\u6b63\u76f8\u5173\u7684\u8bba\u6587，\u5e76\u63d0\u53d6\u6bcf\u7bc7\u8bba\u6587\u4e2d\u6700\u91cd\u8981\u7684\u4fe1\u606f，\u662f\u4e00\u9879\u76f8\u5f53\u7e41\u7410\u7684\u4efb\u52a1\u3002\u56e0\u6b64，\u5728\u6211\u4eec\u7684\u7b2c\u4e00\u4e2a\u5b9e\u9a8c\u4e2d，\u6211\u4eec\u5c06\u8fd9\u9879\u5de5\u4f5c\u81ea\u52a8\u5316，\u521b\u5efa\u4e86\u4e00\u4e2a\u6bcf\u65e5\u7cbe\u9009\u7684\u6700\u65b0\u76f8\u5173\u8bba\u6587\u6458\u8981\u3002\u4ee5\u4e0b\u662f\u6211\u4eec\u4f7f\u7528\u7684 prompt：<\/p>\n
Using only Jina tools, scrape arxiv for the papers about
\nLLMs, reranking, and embeddings published in the past 24
\nhours, then deduplicate and rerank for relevance, outputting
\nthe top 10. For each one, scrape the PDF and extract the
\nabstract. Then summarize it and organize the information you
\ngathered into a "daily update". Include a link and publication
\ndate for each paper. <\/p>\n
💡 \u6211\u4eec\u6307\u5b9a \u201c\u4ec5\u4f7f\u7528 Jina \u5de5\u5177\u201d，\u56e0\u4e3a VS Code \u672c\u8eab\u5185\u7f6e\u4e86\u641c\u7d22\u548c\u6293\u53d6\u529f\u80fd\u3002\u5728\u6ca1\u6709\u8fd9\u4e9b\u529f\u80fd\u7684\u6a21\u578b\u4e2d，\u8fd9\u4e00\u8868\u8ff0\u53ef\u4ee5\u7701\u7565\u3002<\/p>\n
\u6211\u4eec\u7684 agent：<\/p>\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260801122521-6a6de5b159f6f.png\")
<\/p>\n
https:\/\/gist.github.com\/alexcg1\/9bec8b86849d48d45a56add8a55061d0<\/p>\n
\u6211\u4eec\u5076\u5c14\u4f1a\u9047\u5230\u8fd9\u6837\u7684\u95ee\u9898：agent \u6ca1\u6709\u5c06\u7ed3\u679c\u9650\u5236\u5728\u8fc7\u53bb 24 \u5c0f\u65f6\u5185\u3002\u518d\u6b21\u63d0\u793a\u5b83\u9075\u5faa\u8be5\u6307\u4ee4\u540e，\u624d\u5f97\u5230\u4e86\u4e0a\u9762\u7684\u62a5\u544a\u3002<\/p>\n<\/p>\n
\u5728\u4e0b\u4e00\u4e2a\u5b9e\u9a8c\u4e2d，\u6211\u4eec\u5c06\u8ba9 agent \u4e3a\u4e00\u5bb6\u77e5\u540d\u7535\u5b50\u6e38\u620f\u516c\u53f8（\u540d\u79f0\u5df2\u9690\u53bb）\u64b0\u5199\u4e00\u4efd\u7ade\u4e89\u60c5\u62a5\u62a5\u544a\u3002\u4ee5\u4e0b\u662f\u6211\u4eec\u7684 prompt：<\/p>\n
Create a comprehensive competitive intelligence report for
\n$GAME_COMPANY focusing on their recent activities in retro
\nindie games. Use Jina tools to search for the latest news,
\npress releases, and announcements, then extract clean content
\nfrom their official communications. Rank all findings by
\nbusiness relevance and remove any duplicate information.
\nPresent insights on their strategic direction, product
\nlaunches, and market positioning changes over the past
\nquarter <\/p>\n
\u6211\u4eec\u7684 agent：<\/p>\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260801122521-6a6de5b184889.png\")
<\/p>\n<\/p>\n
\u6b63\u5982\u6211\u4eec\u4e4b\u524d\u63d0\u5230\u7684，MCP \u7684\u4e00\u4e2a\u6709\u7528\u4e4b\u5904\u5728\u4e8e\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u591a\u4e2a\u670d\u52a1\u5668\u6765\u83b7\u5f97\u66f4\u590d\u6742\u7684\u8f93\u51fa\u3002\u5728\u8fd9\u4e2a\u6848\u4f8b\u4e2d，\u6211\u4eec\u9664\u4e86\u4f7f\u7528\u6211\u4eec\u81ea\u5df1\u7684 MCP \u670d\u52a1\u5668\u4e4b\u5916，\u8fd8\u4f7f\u7528\u4e86 PDF Reader MCP \u670d\u52a1\u5668，\u4ee5\u751f\u6210\u4e00\u4efd\u5173\u4e8e\u6b27\u76df\u548c\u7f8e\u56fd\u5f53\u524d AI \u6cd5\u5f8b\u5408\u89c4\u72b6\u51b5\u7684\u7814\u7a76\u62a5\u544a\u3002\u6211\u4eec\u4f7f\u7528\u7684 prompt \u662f：<\/p>\n
Develop a knowledge base section focused on AI legal
\ncompliance news and common pitfalls in the EU and USA as of
\nthis moment. Report should be aimed at AI startups in EU.
\nApply Jina MCP tools extensively: perform parallel web
\nsearches and URL reads to efficiently extract detailed
\ncontent, deduplicate semantic overlaps, and rerank to surface
\nthe most authoritative information. Cite all sources with
\nURLs and publication or update dates. Organize content
\nclearly and produce a formatted PDF document ready for
\nimmediate use. <\/p>\n
\u6211\u4eec\u7684 agent：<\/p>\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260801122521-6a6de5b1b2864.png\")
<\/p>\n
https:\/\/gist.github.com\/alexcg1\/0dd0b46f5a29564e65142cd1adea3664<\/p>\n
\u6211\u4eec\u8fd8\u9700\u8981\u8fdb\u884c\u4e00\u4e9b\u989d\u5916\u7684 prompt \u8c03\u6574，\u4ee5\u6539\u8fdb PDF \u7684\u5143\u6570\u636e\u548c\u683c\u5f0f，\u5e76\u4f7f\u5176\u66f4\u50cf\u4e00\u4efd\u6b63\u5f0f\u62a5\u544a\u800c\u4e0d\u662f\u4e00\u4efd\u975e\u5e38\u957f\u7684\u9879\u76ee\u7b26\u53f7\u5217\u8868，\u4f46\u8fd9\u4e9b\u5185\u5bb9\u53ef\u4ee5\u5728\u672a\u6765\u7684\u62a5\u544a\u4e2d\u6574\u5408\u8fdb prompt\u3002<\/p>\n<\/p>\n
\u5728\u9009\u62e9 Claude Sonnet 4 \u4e4b\u524d，\u6211\u4eec\u5c1d\u8bd5\u4e86\u591a\u79cd\u652f\u6301 tools \u7684 Ollama \u6a21\u578b，\u5305\u62ec Qwen3:30b\u3001Qwen2.5:7b \u548c llama3.3:70b\u3002\u5bf9\u4e8e MCP \u5ba2\u6237\u7aef，\u6211\u4eec\u6700\u521d\u4f7f\u7528 ollmcp，\u4e4b\u540e\u624d\u5207\u6362\u5230 VS Code\u3002\u4e0a\u8ff0\u6240\u6709\u6a21\u578b\u90fd\u4ee5\u76f8\u540c\u65b9\u5f0f\u5931\u8d25，\u65e0\u8bba\u6211\u4eec\u5982\u4f55\u660e\u786e\u63d0\u793a\u5de5\u5177\u53ca\u5176\u4f7f\u7528\u65b9\u5f0f：\u5f53\u88ab\u8981\u6c42\u6267\u884c\u4e00\u4e2a\u7b80\u5355\u4efb\u52a1（\u4f8b\u5982\u83b7\u53d6 Jina AI \u7684\u6700\u65b0\u535a\u5ba2\u6587\u7ae0）\u65f6，\u6bcf\u4e2a\u6a21\u578b（\u65e0\u8bba\u89c4\u6a21\u6216\u5382\u5546）\u90fd\u4f1a\u6301\u7eed\u8868\u73b0\u51fa\u4ee5\u4e0b\u884c\u4e3a：<\/p>\n
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\u539f\u6587：https:\/\/jina.ai\/news\/agentic-workflow-with-jina-remote-mcp-server\/<\/p>\n","protected":false},"excerpt":{"rendered":"
\u4f5c\u8005：\u6765\u81ea Elastic\u00a0https:\/\/jina.ai Jina MCP \u901a\u8fc7\u5c06\u6211\u4eec\u7684 API \u8fde\u63a5\u5230\u4efb\u610f LLM，\u7b80\u5316\u4e86 agent \u5f00\u53d1，\u51cf\u5c11\u4e86\u81ea\u5b9a\u4e49\u4ee3\u7801，\u5e76\u63d0\u5347\u4e86\u5de5\u4f5c\u6d41\u7684\u53ef\u9760\u6027\u3002 https:\/\/github.com\/jina-ai\/MCP\u6211\u4eec\u5728\u4e4b\u524d\u7684\u4e00\u7bc7\u6587\u7ae0\u4e2d\u5411\u4f60\u5c55\u793a\u4e86\u5982\u4f55\u5c06 Jina AI \u7684 search \u548c reader APIs \u4e0e DeepSeek R1 \u96c6\u6210\u6765\u6784\u5efa\u4e00\u4e2a\u6df1\u5ea6\u7814\u7a76 agentÿ<\/p>\n","protected":false},"author":2,"featured_media":88815,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10052,1299,323,2215,44],"topic":[],"class_list":["post-88820","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-jina","tag-elasticsearch","tag-323","tag-2215","tag-44"],"yoast_head":"\n