{"id":46917,"date":"2025-07-30T04:47:40","date_gmt":"2025-07-29T20:47:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/46917.html"},"modified":"2025-07-30T04:47:40","modified_gmt":"2025-07-29T20:47:40","slug":"a2a-%e5%92%8c-mcp-%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%9a%84-agentic-%e5%b7%a5%e4%bd%9c%e6%b5%81","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/46917.html","title":{"rendered":"A2A \u548c MCP \u670d\u52a1\u5668\u7684 Agentic \u5de5\u4f5c\u6d41"},"content":{"rendered":"<h2>\u7b80\u4ecb<\/h2>\n<p>A2A\u548cMCP\u534f\u8bae\u662f\u6784\u5efa\u667a\u80fd\u4ee3\u7406\u7cfb\u7edf\u7684\u4e24\u79cd\u4e0d\u540c\u65b9\u6cd5\u3002<\/p>\n<h2>A2A&#xff08;\u4ee3\u7406\u5bf9\u4ee3\u7406&#xff09;<\/h2>\n<p>A2A \u4e13\u4e3a\u70b9\u5bf9\u70b9\u4ee3\u7406\u4ea4\u4e92\u800c\u8bbe\u8ba1&#xff0c;\u5176\u4e2d\u751f\u4ea7\u8005\u548c\u6d88\u8d39\u8005\u5747\u4e3a AI \u4ee3\u7406\u3002\u6bcf\u4e2a\u4ee3\u7406\u90fd\u5177\u6709\u81ea\u6211\u610f\u8bc6&#xff0c;\u5df2\u5728\u7f51\u7edc\u4e0a\u6ce8\u518c&#xff0c;\u5e76\u53ef\u4ee5\u901a\u8fc7\u5171\u4eab\u534f\u8bae&#xff08;\u901a\u5e38\u4f7f\u7528 JSON-RPC \u7684 WebSocket \u534f\u8bae&#xff09;\u4e0e\u5176\u4ed6\u4ee3\u7406\u901a\u4fe1\u3002\u8fd9\u4f7f\u5f97 A2A \u6210\u4e3a\u6784\u5efa\u53bb\u4e2d\u5fc3\u5316 AI \u751f\u6001\u7cfb\u7edf\u3001\u591a\u4ee3\u7406\u63a8\u7406\u7cfb\u7edf\u6216\u5bf9\u8bdd\u5f0f AI \u4e3b\u5e72\u7f51\u7684\u7406\u60f3\u9009\u62e9&#xff0c;\u5176\u4e2d\u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u80fd\u591f\u81ea\u4e3b\u8fd0\u884c\u3002<\/p>\n<p>\u53ef\u4ee5\u5c06\u5176\u60f3\u8c61\u6210\u4e00\u4e2a\u7531\u667a\u80fd\u540c\u4f34\u7ec4\u6210\u7684\u7f51\u7edc\u2014\u2014\u6bcf\u4e2a\u4ee3\u7406\u90fd\u53ef\u4ee5\u503e\u542c\u3001\u51b3\u7b56\u548c\u54cd\u5e94\u3002<\/p>\n<h2>\u63a8\u8350\u6587\u7ae0<\/h2>\n<ul>\n<li>\n<p>\u300aDeepSeek \u7cfb\u5217\u6559\u7a0b\u4e4b \u5982\u4f55\u5728\u672c\u5730\u7535\u8111\u4e0a\u4f7f\u7528 DeepSeek\u4ece\u5934\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31 &#xff0c;\u5c06\u6570\u636e\u8f6c\u6362\u4e3a\u77e5\u8bc6\u56fe\u8c31\u300b \u6743\u91cd2&#xff0c;\u77e5\u8bc6\u56fe\u8c31<\/p>\n<\/li>\n<li>\n<p>\u300aAI\u7b97\u529b\u57fa\u7840\u77e5\u8bc6\u4e4b\u4f30\u7b97\u5927\u8bed\u8a00\u6a21\u578bLLM\u7684\u8bad\u7ec3\u8d39\u7528&#xff0c;\u4ec0\u4e48\u662f FLOP&#xff1f;\u300b \u6743\u91cd1&#xff0c;\u8bad\u7ec3\u8d39\u7528<\/p>\n<\/li>\n<li>\n<p>\u300a\u4f7f\u7528 Dify \u6784\u5efa\u60a8\u81ea\u5df1\u7684 RAG \u804a\u5929\u673a\u5668\u4eba\u7684 5 \u4e2a\u7b80\u5355\u6b65\u9aa4\u300b \u6743\u91cd1&#xff0c;Dify\u7c7b<\/p>\n<\/li>\n<li>\n<p>\u300a\u4f7f\u7528\u201cUnsloth\u201d\u548c\u201cLoRA\u201d\u5fae\u8c03 Llama-3.2\u20133B-Instruct \u6a21\u578b(\u6559\u7a0b\u542b\u6e90\u7801)\u300b \u6743\u91cd1&#xff0c;\u5fae\u8c03\u7c7b<\/p>\n<\/li>\n<li>\n<p>\u300a\u4f7f\u7528 PyTorch \u4ece\u5934\u6784\u5efa\u81ea\u5df1\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b LLM(\u6559\u7a0b\u542b\u5b8c\u6210\u6e90\u7801)\u300b \u6743\u91cd1&#xff0c;\u4ece\u5934\u6784\u5efa\u7c7b<\/p>\n<\/li>\n<li>\n<p>\u300a\u4f7f\u7528\u5b9a\u5236 Yolov10 \u548c Ollama (Llama 3) \u589e\u5f3a OCR(\u6559\u7a0b\u542b\u6e90\u7801)\u300b \u6743\u91cd1&#xff0c;Yolov10\u7c7b<\/p>\n<\/li>\n<li>\n<p>\u300a\u4e3a\u4ec0\u4e48 DeepSeek &#043; Raspberry Pi \u662f\u65e0\u4eba\u9884\u89c1\u7684 AI \u5f3a\u529b\u7ec4\u5408 \u6743\u91cd1&#xff0c;DeepSeek &#043; Raspberry Pi\u7c7b<\/p>\n<\/li>\n<li>\n<p>\u300aNVIDIA \u7cfb\u5217\u4e4b \u4f7f\u7528\u751f\u6210\u5f0f AI \u589e\u5f3a ROS2 \u673a\u5668\u4eba\u6280\u672f&#xff1a;\u4f7f\u7528 BLIP \u548c Isaac Sim \u8fdb\u884c\u5b9e\u65f6\u56fe\u50cf\u5b57\u5e55\u5236\u4f5c\u300b \u6743\u91cd1&#xff0c;Nvidia\u7c7b\u3001ROS2\u7c7b\u3001 NVIDIA Isaac Sim\u7c7b<\/p>\n<\/li>\n<li>\n<p>\u300aNvidia GPU \u5165\u95e8\u6559\u7a0b\u4e4b 02 ubuntu \u5b89\u88c5A100\u663e\u5361\u9a71\u52a8 (\u542b8\u6b65\u5feb\u901f\u6d53\u7f29\u6559\u7a0b)\u300b\u6743\u91cd2&#xff0c;\u5b89\u88c5A100\u663e\u5361\u9a71\u52a8<\/p>\n<\/li>\n<li>\n<p>\u300a\u672c\u5730\u5927\u6a21\u578b\u77e5\u8bc6\u5e93OpenWebUI\u7cfb\u5217\u4e4b \u5982\u4f55\u89e3\u51b3\u77e5\u8bc6\u5e93\u4e0a\u4f20\u6587\u4ef6\u6545\u969cExtracted content is not available for this file. Please ensure\u300b \u6743\u91cd2&#xff0c;\u672c\u5730\u7c7b\u3001OpenWebUI\u7c7b<\/p>\n<\/li>\n<li>\n<p>\u300a\u5982\u4f55\u5728 Linux \u4e0a\u5b89\u88c5 RTX 5090 \/ 5080 \/5070 Ti \/ 5070 \u9a71\u52a8\u7a0b\u5e8f \u2014 \u8be6\u7ec6\u6307\u5357\u300b \u6743\u91cd2&#xff0c;RTX 5090<\/p>\n<\/li>\n<li>\n<p>\u300aAnythingLLM\u6559\u7a0b\u7cfb\u5217\u4e4b 04 AnythingLLM \u5141\u8bb8\u60a8\u4ee5\u6b63\u786e\u7684\u683c\u5f0f\u5bfc\u51fa\u804a\u5929\u65e5\u5fd7&#xff0c;\u4ee5\u6784\u5efa GPT-3.5 \u548c OpenAI \u4e0a\u5176\u4ed6\u53ef\u7528\u6a21\u578b\u7684\u5fae\u8c03\u6a21\u578b&#xff08;\u6559\u7a0b\u542b\u5b89\u88c5\u6b65\u9aa4&#xff09;\u300b \u6743\u91cd1&#xff0c;AnythingLLM<\/p>\n<\/li>\n<li>\n<p>\u300a\u5982\u4f55\u5fae\u8c03 Llama 3.1 8B(\u6559\u7a0b\u542b\u6e90\u7801)\u300b \u6743\u91cd1&#xff0c;\u5fae\u8c03<\/p>\n<\/li>\n<li>\n<p>\u300aAI\u6570\u636e\u5206\u6790\u4e4b\u4f7f\u7528 LIDA \u7684\u5927\u578b\u8bed\u8a00\u548c\u56fe\u50cf\u751f\u6210\u6a21\u578b\u8fdb\u884c\u6570\u636e\u53ef\u89c6\u5316\u751f\u6210 LIDA \u5e93\u6982\u8ff0&#xff0c;\u5305\u62ec\u5982\u4f55\u5165\u95e8\u3001\u793a\u4f8b\u548c\u672a\u6765\u6ce8\u610f\u4e8b\u9879\u300b \u6743\u91cd1&#xff0c;LIDA<\/p>\n<\/li>\n<li>\n<p>\u300a\u672c\u5730\u7535\u8111\u5927\u6a21\u578b\u7cfb\u5217\u4e4b 08 \u4f7f\u7528 Llama 3 \u548c LangChain \u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u67e5\u8be2 SQL \u6570\u636e\u5e93&#xff08;\u6559\u7a0b\u542b\u6e90\u7801&#xff09;\u300b \u6743\u91cd1&#xff0c;\u6570\u636e\u5e93<\/p>\n<\/li>\n<li>\n<p>\u300a\u4f7f\u7528 Ollama \u3001 DeepSeek\u548cQWEN\u7684\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae (MCP) &#xff0c;\u4f7f\u7528\u672c\u5730 LLM \u6559\u7a0b\u7684 MCP \u670d\u52a1\u5668\u300b \u6743\u91cd1&#xff0c;MCP<\/p>\n<\/li>\n<li>\n<p>\u300a\u672c\u5730\u7535\u8111\u5927\u6a21\u578b\u7cfb\u5217\u4e4b 09 \u4f7f\u7528 Streamlit\u3001LangChain \u548c SQLite \u6784\u5efa\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba(\u6559\u7a0b\u542b\u6e90\u7801)\u300b \u6743\u91cd1&#xff0c;SQLite<\/p>\n<\/li>\n<li>\n<p>\u300a\u672c\u5730AI\u667a\u80fd\u5206\u6790\u52a9\u624b\u4e4b 12 PandasAI\u8fde\u63a5qwen\u5343\u95ee\u901a\u4e49\u5927\u6a21\u578b (\u6559\u7a0b\u542b\u6e90\u7801ChatBI)\u300b \u6743\u91cd1&#xff0c;PandasAI<\/p>\n<\/li>\n<li>\n<p>\u300aAI MCP\u6559\u7a0b\u4e4b \u4ec0\u4e48\u662f MCP&#xff1f;\u5229\u7528\u672c\u5730 LLM \u3001MCP\u3001DeepSeek \u96c6\u6210\u6784\u5efa\u60a8\u81ea\u5df1\u7684 AI \u9a71\u52a8\u5de5\u5177\u300b \u6743\u91cd3&#xff0c;PandasAI\u3001qwen<\/p>\n<\/li>\n<li>\n<p>\u300aNeo4j \u4e0a\u4f7f\u7528 Deepseek-R1 7B \u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u5e76\u8fdb\u884c\u67e5\u8be2\u300b\u6743\u91cd3&#xff0c;\u77e5\u8bc6\u56fe\u8c31<\/p>\n<\/li>\n<li>\n<p>\u300a\u4f7f\u7528 DeepSeek R1 \u548c Ollama \u5f00\u53d1 RAG \u7cfb\u7edf \u4f7f\u7528 DeepSeek R1 \u548c Ollama \u6784\u5efa\u5f3a\u5927\u7684 RAG \u7cfb\u7edf\u3002\u4e86\u89e3\u5f00\u53d1\u667a\u80fd AI \u89e3\u51b3\u65b9\u6848\u7684\u8bbe\u7f6e\u8fc7\u7a0b\u3001\u6700\u4f73\u5b9e\u8df5\u548c\u6280\u5de7\u300b\u6743\u91cd1&#xff0c;RAG \u7cfb\u7edf<\/p>\n<\/li>\n<li>\n<p>\u300a\u4ec0\u4e48\u662f\u70ed\u529b\u5b66\u8ba1\u7b97&#xff1f;\u5b83\u5982\u4f55\u5e2e\u52a9\u4eba\u5de5\u667a\u80fd\u53d1\u5c55&#xff1f;\u300b\u6743\u91cd1&#xff0c;\u57fa\u7840\u77e5\u8bc6<\/p>\n<\/li>\n<li>\n<p>\u300a\u82f9\u679c\u5927\u6a21\u578b\u7cfb\u5217\u4e4b \u4f7f\u7528 Apple \u7684 MLX \u6846\u67b6\u5728 Apple Silicon \u4e0a\u8fd0\u884c\u5927\u578b\u8bed\u8a00\u6a21\u578b (Llama 3)&#xff0c;\u4f7f\u7528 Apple Silicon (M1\u3001M2\u3001M3\u3001M4) \u300b \u6743\u91cd1&#xff0c;\u672c\u5730\u7c7b\u3001\u82f9\u679c\u5927\u6a21\u578b\u3001MLX<\/p>\n<\/li>\n<li>\n<p>\u300a\u536b\u661f\u5206\u6790\u7cfb\u5217\u4e4b \u4f7f\u7528\u536b\u661f\u56fe\u50cf\u91cf\u5316\u91ce\u706b\u70e7\u6bc1\u9762\u79ef \u5728 Google Colab \u4e2d\u4f7f\u7528 Python \u4f7f\u7528 Sentinel-2 \u56fe\u50cf\u786e\u5b9a\u68ee\u6797\u706b\u707e\u70e7\u6bc1\u9762\u79ef\u300b \u6743\u91cd1&#xff0c;\u536b\u661f\u7c7b<\/p>\n<\/li>\n<li>\n<p>\u300aAnythingLLM\u6559\u7a0b\u7cfb\u5217\u4e4b 12 AnythingLLM \u4e0a\u7684 Ollama \u4e0e MySQL&#043;PostgreSQL\u300b \u6743\u91cd4&#xff0c;\u672c\u5730\u7c7b\u3001AnythingLLM\u7c7b\u3001Ollama\u7c7b<\/p>\n<\/li>\n<li>\n<p>\u300aNvidia \u7cfb\u5217 \u4e4b \u5728 Ubuntu 22.04 \u4e2d\u4e3a LLM \u8bbe\u7f6e Nvidia GPU\u300b \u6743\u91cd1&#xff0c;Nvidia\u3001Ubuntu\u7c7b<\/p>\n<\/li>\n<li>\n<p>\u300a12 \u4e2a\u5f3a\u5927\u7684 DeepSeek AI \u63d0\u793a\u5c06\u5f7b\u5e95\u6539\u53d8\u60a8\u7684\u65e5\u5e38\u751f\u6d3b\u300b \u6743\u91cd1&#xff0c;\u63d0\u793a\u8bcd<\/p>\n<\/li>\n<li>\n<p>\u300a\u4f7f\u7528 Deepseek-R1 QA \u7cfb\u7edf\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u6765\u67e5\u8be2\u672c\u5730\u6587\u6863&#xff0c;\u8ba9\u6211\u4eec\u5229\u7528 Neo4j Web UI 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