{"id":27203,"date":"2025-09-23T08:54:25","date_gmt":"2025-09-23T00:54:25","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27203"},"modified":"2025-09-23T08:54:25","modified_gmt":"2025-09-23T00:54:25","slug":"%e5%a6%82%e4%bd%95%e7%94%a8-pydantic-ai%e8%87%aa%e5%b7%b1%e5%86%99%e4%b8%80%e4%b8%aaai%e7%bc%96%e7%a8%8bagent","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/09\/23\/27203\/","title":{"rendered":"\u5982\u4f55\u7528 Pydantic-AI\u81ea\u5df1\u5199\u4e00\u4e2aAI\u7f16\u7a0bAgent"},"content":{"rendered":"<div class=\"article-desc\">\u6253\u9020\u4e00\u4e2a\u81ea\u5df1\u7684 CLI \u7f16\u7a0b\u5c0f\u52a9\u624b\uff0c\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u6548\u7387\uff0c\u4e5f\u8ba9\u6574\u4e2a\u5f00\u53d1\u8fc7\u7a0b\u53d8\u5f97\u66f4\u6709\u8da3\u3001\u66f4\u53ef\u63a7\u3002\u5bf9\u6211\u6765\u8bf4\uff0c\u8fd9\u5df2\u7ecf\u4e0d\u53ea\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4f4d\u6c38\u4e0d\u75b2\u5026\u3001\u61c2\u6211\u9879\u76ee\u7684\u201c\u7f16\u7a0b\u642d\u6863\u201d\u3002\u200b<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u5e02\u9762\u4e0a\u5df2\u7ecf\u6709\u4e0d\u5c11\u6210\u719f\u7684 AI \u7f16\u7a0b\u5de5\u5177\uff0c\u5b83\u4eec\u786e\u5b9e\u5f88\u5389\u5bb3\uff0c\u53ef\u4ee5\u505a\u5f88\u591a\u4e8b\u60c5\u3002\u4f46\u662f\u5728\u5b9e\u9645\u4f7f\u7528\u8fc7\u7a0b\u4e2d\uff0c\u6211\u53d1\u73b0\u4e00\u4e2a\u95ee\u9898\uff1a\u8fd9\u4e9b\u5de5\u5177\u603b\u662f\u592a\u901a\u7528\uff0c\u548c\u6211\u7684\u5de5\u4f5c\u6d41\u7a0b\u5e76\u4e0d\u5b8c\u5168\u5339\u914d\u3002\u5b83\u4eec\u7f3a\u5c11\u9488\u5bf9\u6211\u9879\u76ee\u7279\u6027\u7684\u201c\u4e2a\u6027\u5316\u201d\u3002\u4e8e\u662f\uff0c\u6211\u840c\u751f\u4e86\u4e00\u4e2a\u60f3\u6cd5\uff1a\u4e3a\u4ec0\u4e48\u4e0d\u81ea\u5df1\u52a8\u624b\uff0c\u505a\u4e00\u4e2a\u5b8c\u5168\u8d34\u5408\u6211\u9700\u6c42\u7684 CLI \u7f16\u7a0b\u52a9\u624b\u5462\uff1f<\/p>\n<p>\u4e8e\u662f\uff0c\u6211\u51b3\u5b9a\u7528\u00a0Pydantic-AI\u00a0\u642d\u5efa\u5c5e\u4e8e\u81ea\u5df1\u7684 AI \u7f16\u7a0bAgent\u3002\u73b0\u5728\uff0c\u5b83\u4e0d\u4ec5\u80fd\u5e2e\u6211\u4fee\u590d\u6d4b\u8bd5\u3001\u67e5\u6587\u6863\uff0c\u751a\u81f3\u8fd8\u80fd\u4fee\u6539\u4ee3\u7801\u3002\u4e0b\u9762\uff0c\u6211\u5c31\u6765\u5206\u4eab\u6574\u4e2a\u8fc7\u7a0b\uff0c\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u6211\u9009\u62e9\u81ea\u5df1\u52a8\u624b\u3002<\/p>\n<h4>\u4e3a\u4ec0\u4e48\u8981\u81ea\u5df1\u52a8\u624b\uff1f<\/h4>\n<p>\u5e02\u9762\u4e0a\u7684\u5546\u4e1a\u5de5\u5177\uff0c\u6bd4\u5982 GitHub Copilot \u6216 Claude Code \u786e\u5b9e\u5f88\u9177\uff0c\u4f46\u5b83\u4eec\u5c31\u50cf\u8d85\u5e02\u4e70\u6765\u7684\u997c\u5e72\uff1a\u65b9\u4fbf\u5feb\u6377\uff0c\u4f46\u603b\u662f\u5c11\u4e86\u4e00\u70b9\u201c\u4e13\u5c5e\u611f\u201d\u3002<\/p>\n<p>\u6211\u7684\u9879\u76ee\u6709\u4e00\u4e9b\u5947\u602a\u7684\u914d\u7f6e\uff0c\u8fd8\u6709\u4e00\u4e9b AWS \u7684\u7279\u6027\uff0c\u8ba9\u901a\u7528\u5de5\u5177\u7ecf\u5e38\u675f\u624b\u65e0\u7b56\u3002\u81ea\u5df1\u52a8\u624b\u7684\u597d\u5904\u6709\u4e09\u4e2a\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-Jl8SMHeM\">\n<li data-id=\"ld70c578-HXaVQfEI\">1.\u00a0\u91cf\u8eab\u5b9a\u5236\uff1a\u4f60\u7684\u52a9\u624b\u4f1a\u5b8c\u5168\u9002\u5e94\u9879\u76ee\u7684\u590d\u6742\u6027\u548c\u6df7\u4e71\u3002<\/li>\n<li data-id=\"ld70c578-M9LI8Gbd\">2.\u00a0\u5b66\u4e60\u4e0e\u638c\u63a7\uff1a\u81ea\u5df1\u642d\u5efa\u8fc7\u7a0b\u8ba9\u4f60\u7406\u89e3\u8fd9\u4e9b AI \u5de5\u5177\u662f\u600e\u4e48\u8fd0\u4f5c\u7684\uff0c\u8fd9\u79cd\u77e5\u8bc6\u975e\u5e38\u5b9d\u8d35\u3002<\/li>\n<li data-id=\"ld70c578-SncTT67P\">3.\u00a0\u51b3\u7b56\u81ea\u4e3b\uff1a\u60f3\u5148\u4fee\u590d\u4ee3\u7801\u518d\u770b\u6d4b\u8bd5\uff1f\u6ca1\u95ee\u9898\uff0c\u4f60\u8bf4\u4e86\u7b97\u3002<\/li>\n<\/ol>\n<p>\u6253\u4e2a\u6bd4\u65b9\uff1a\u5f53\u7136\u5916\u5356\u62ab\u8428\u5f88\u5feb\uff0c\u4f46\u81ea\u5df1\u6311\u914d\u6599\uff0c\u603b\u662f\u66f4\u5408\u5fc3\u610f\u3002<\/p>\n<h4>\u6211\u7684 AI \u52a9\u624b\u7ed3\u6784<\/h4>\n<p>\u6211\u7684Agent\u5e76\u4e0d\u662f\u4e00\u4e2a\u795e\u79d8\u9ed1\u76d2\uff0c\u5b83\u7531\u51e0\u4e2a\u6a21\u5757\u7ec4\u5408\u800c\u6210\uff1a<\/p>\n<p>\u2022\u00a0\u5927\u8111\uff1aClaude Sonnet 4\uff08\u901a\u8fc7 AWS Bedrock\uff09\uff0c\u7406\u89e3\u4ee3\u7801\u5c31\u50cf\u957f\u671f pair programming \u7684\u642d\u6863\u3002<\/p>\n<p>\u2022\u00a0\u80f6\u6c34\uff1aPydantic-AI\uff0c\u4f7f\u642d\u5efaAgent\u50cf\u5806\u79ef\u4e50\u9ad8\u4e00\u6837\u7b80\u5355\u3002<\/p>\n<p>\u2022\u00a0\u5de5\u5177\uff1aMCP Servers\uff0c\u4e00\u4e9b\u5c0f\u63d2\u4ef6\uff0c\u7528\u4e8e\u8dd1\u6d4b\u8bd5\u6216\u67e5\u6587\u6863\u3002<\/p>\n<p>\u2022\u00a0\u4ea4\u4e92\u754c\u9762\uff1a\u7eaf CLI\uff0c\u8f93\u5165\u547d\u4ee4\u5373\u53ef\u83b7\u53d6\u7b54\u6848\uff0c\u65e0\u9700\u534e\u4e3d GUI\u3002<\/p>\n<p>\u8fd9\u91cc\u00a0MCP\u00a0\u662f\u5173\u952e\uff0c\u5b83\u50cf\u4e00\u4e2a\u901a\u7528\u8fde\u63a5\u5668\uff0c\u4f60\u53ef\u4ee5\u50cf\u63d2 USB \u4e00\u6837\u6dfb\u52a0\u5de5\u5177\uff0c\u65e0\u9700\u590d\u6742\u96c6\u6210\u3002<\/p>\n<h4>\u7b2c\u4e00\u6b65\uff1a\u4ece\u6700\u57fa\u7840\u5f00\u59cb<\/h4>\n<p>\u6211\u5148\u7528 Python \u7684\u5feb\u901f\u5305\u7ba1\u7406\u5668\u00a0uv\u00a0\u642d\u5efa\u57fa\u7840\u73af\u5883\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">uv init\r\nuv <span class=\"token keyword\">add<\/span> pydantic_ai\r\nuv <span class=\"token keyword\">add<\/span> boto3<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u91cc\u53ea\u5b89\u88c5\u4e86\u4e24\u4e2a\u5305\uff1a<code>pydantic-ai<\/code>\u00a0\u7528\u4e8e\u642d\u5efaAgent\uff0c<code>boto3<\/code>\u00a0\u7528\u4e8e\u4e0e AWS \u4ea4\u4e92\u3002\u63a5\u7740\u5728\u00a0<code>main.py<\/code>\u00a0\u91cc\u5199\u4e86\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">import<\/span> boto3\r\n<span class=\"token keyword\">from<\/span> pydantic_ai <span class=\"token keyword\">import<\/span> Agent\r\n<span class=\"token keyword\">from<\/span> pydantic_ai<span class=\"token punctuation\">.<\/span>mcp <span class=\"token keyword\">import<\/span> MCPServerStdio\r\n<span class=\"token keyword\">from<\/span> pydantic_ai<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>bedrock <span class=\"token keyword\">import<\/span> BedrockConverseModel\r\n<span class=\"token keyword\">from<\/span> pydantic_ai<span class=\"token punctuation\">.<\/span>providers<span class=\"token punctuation\">.<\/span>bedrock <span class=\"token keyword\">import<\/span> BedrockProvider\r\n<span class=\"token keyword\">from<\/span> botocore<span class=\"token punctuation\">.<\/span>config <span class=\"token keyword\">import<\/span> Config <span class=\"token keyword\">as<\/span> BotocoreConfig\r\n\r\nbedrock_config <span class=\"token operator\">=<\/span> BotocoreConfig<span class=\"token punctuation\">(<\/span>\r\n    read_timeout<span class=\"token operator\">=<\/span><span class=\"token number\">300<\/span><span class=\"token punctuation\">,<\/span>\r\n    connect_timeout<span class=\"token operator\">=<\/span><span class=\"token number\">60<\/span><span class=\"token punctuation\">,<\/span>\r\n    retries<span class=\"token operator\">=<\/span>{<span class=\"token string\">\"max_attempts\"<\/span>: <span class=\"token number\">3<\/span>}<span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\nbedrock_client <span class=\"token operator\">=<\/span> boto3<span class=\"token punctuation\">.<\/span>client<span class=\"token punctuation\">(<\/span>\r\n    <span class=\"token string\">\"bedrock-runtime\"<\/span><span class=\"token punctuation\">,<\/span> region_name<span class=\"token operator\">=<\/span><span class=\"token string\">\"eu-central-1\"<\/span><span class=\"token punctuation\">,<\/span> config<span class=\"token operator\">=<\/span>bedrock_config\r\n<span class=\"token punctuation\">)<\/span>\r\nmodel <span class=\"token operator\">=<\/span> BedrockConverseModel<span class=\"token punctuation\">(<\/span>\r\n    <span class=\"token string\">\"eu.anthropic.claude-sonnet-4-20250514-v1:0\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    provider<span class=\"token operator\">=<\/span>BedrockProvider<span class=\"token punctuation\">(<\/span>bedrock_client<span class=\"token operator\">=<\/span>bedrock_client<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\nagent <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">=<\/span>model<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">=<\/span><span class=\"token operator\">=<\/span> <span class=\"token string\">\"__main__\"<\/span>:\r\n    agent<span class=\"token punctuation\">.<\/span>to_cli_sync<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd0\u884c\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">uv run python main<span class=\"token punctuation\">.<\/span>py<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7acb\u523b\u5c31\u80fd\u8fdb\u5165 CLI\u3002\u6211\u8f93\u5165\uff1a\u201c\u5199\u4e00\u4e2a\u53cd\u8f6c\u5b57\u7b26\u4e32\u7684\u51fd\u6570\u201d\uff0c\u5b83\u5c31\u8f93\u51fa\u4e86\u5e72\u51c0\u7684 Python \u4ee3\u7801\u3002\u7b80\u76f4\u592a\u795e\u5947\u4e86\uff0c\u4f46\u8fd9\u53ea\u662f\u5f00\u59cb\u3002<\/p>\n<h4>\u7b2c\u4e8c\u6b65\uff1a\u8ba9\u5b83\u5e2e\u6211\u8dd1\u6d4b\u8bd5\uff08\u6211\u6700\u8ba8\u538c\u624b\u52a8\u8dd1\uff09<\/h4>\n<p>\u6bcf\u5929\u9891\u7e41\u8fd0\u884c\u00a0<code>pytest<\/code>\uff1f\u592a\u6d6a\u8d39\u65f6\u95f4\u4e86\u3002\u6211\u7ed9Agent\u52a0\u4e86\u4e00\u4e2a\u5de5\u5177\u6765\u5904\u7406\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">import<\/span> subprocess\r\n\r\n<span class=\"token variable\">@agent.tool_plain<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\ndef run_unit_tests<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> str:\r\n    <span class=\"token string\">\"\"\"\u4f7f\u7528 uv \u8dd1\u5355\u5143\u6d4b\u8bd5\"\"\"<\/span>\r\n    result <span class=\"token operator\">=<\/span> subprocess<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>\r\n        <span class=\"token punctuation\">[<\/span><span class=\"token string\">\"uv\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"run\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"pytest\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"-xvs\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"tests\/\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n        capture_output<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token keyword\">text<\/span><span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>\r\n    <span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> result<span class=\"token punctuation\">.<\/span>stdout<\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u73b0\u5728\u6211\u53ea\u9700\u8f93\u5165\uff1a\u201c\u6d4b\u8bd5\u6302\u4e86\uff0c\u5e2e\u6211\u770b\u770b\uff01\u201d \u5b83\u5c31\u80fd\u8fd0\u884c\u00a0<code>pytest<\/code>\uff0c\u5206\u6790\u9519\u8bef\uff0c\u5e76\u7ed9\u51fa\u4fee\u6539\u5efa\u8bae\u3002\u65e9\u671f\u6709\u4e00\u6b21\uff0c\u5b83\u8bd5\u56fe\u53bb\u201c\u4fee\u6d4b\u8bd5\u800c\u4e0d\u662f\u4fee\u4ee3\u7801\u201d\uff0c\u7ed3\u679c\u6211\u7acb\u523b\u7ed9\u5b83\u8bbe\u5b9a\u4e86\u89c4\u5219\u3002<\/p>\n<h4>\u7b2c\u4e09\u6b65\uff1a\u7ed9Agent\u4e00\u4e9b\u5f00\u53d1\u89c4\u5219<\/h4>\n<p>\u667a\u80fd\u5f52\u667a\u80fd\uff0c\u4f46\u8fd8\u662f\u5f97\u6307\u5bfc\u5b83\u3002\u6211\u5199\u4e86\u4e00\u6bb5\u5f00\u53d1\u8bf4\u660e\uff0c\u8ba9\u5b83\u77e5\u9053\u6211\u7684\u504f\u597d\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">instructions <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\"\"\r\n\u4f60\u662f\u6211 XXXXXX \u9879\u76ee\u7684\u7f16\u7a0b\u5c0f\u52a9\u624b\u3002\u5f00\u53d1\u89c4\u5219\u5982\u4e0b\uff1a\r\n\r\n- **\u6d4b\u8bd5\u5931\u8d25\uff1f\u4fee\u4ee3\u7801**\uff1a\u6d4b\u8bd5\u662f\u6807\u51c6\uff0c\u4ee3\u7801\u5fc5\u987b\u7b26\u5408\u3002\u53ea\u6709\u6d4b\u8bd5\u660e\u663e\u9519\u8bef\u65f6\u624d\u6539\u6d4b\u8bd5\u3002\r\n- **\u4fdd\u6301\u7b80\u5355**\uff1a\u53ea\u4fee\u590d\u95ee\u9898\uff0c\u4e0d\u91cd\u5199\u6574\u4e2a\u7a0b\u5e8f\u3002\u65b0\u529f\u80fd\u5148\u5199\u6d4b\u8bd5\u3002\r\n- **\u7cbe\u7b80\u51fd\u6570**\uff1a\u6bcf\u4e2a\u51fd\u6570\u53ea\u505a\u4e00\u4ef6\u4e8b\u3002\u6b63\u786e\u5904\u7406\u5f02\u5e38\uff0c\u6ce8\u610f\u6d4b\u8bd5\u914d\u7f6e\u9677\u9631\u3002\r\n\r\n\u9605\u8bfb\u9519\u8bef\u4fe1\u606f\u5c31\u50cf\u7834\u6848\u4e00\u6837\uff0c\u627e\u5230\u771f\u6b63\u95ee\u9898\u518d\u52a8\u624b\u3002\r\n\"\"\"<\/span>\r\n\r\nagent <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>instructions<span class=\"token operator\">=<\/span>instructions<span class=\"token punctuation\">,<\/span> model<span class=\"token operator\">=<\/span>model<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u73b0\u5728\uff0c\u5b83\u4f1a\u9075\u5faa TDD \u548c\u5c0f\u4fee\u539f\u5219\uff0c\u4e0d\u518d\u8f7b\u6613\u5927\u6539\u4ee3\u7801\u3002<\/p>\n<h4>\u7b2c\u56db\u6b65\uff1a\u7528 MCP \u63d2\u4ef6\u589e\u5f3a\u5b83<\/h4>\n<p>MCP \u670d\u52a1\u5668\u5c31\u50cf\u5c0f\u5e94\u7528\uff0c\u4e3aAgent\u6dfb\u52a0\u65b0\u6280\u80fd\uff0c\u672c\u5730\u8fd0\u884c\u4fdd\u8bc1\u6570\u636e\u5b89\u5168\u3002\u6211\u7528\u4e86\u51e0\u4e2a\uff1a<\/p>\n<p>\u2022\u00a0\u5b89\u5168 Python \u6c99\u7bb1\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">run_python <span class=\"token operator\">=<\/span> MCPServerStdio<span class=\"token punctuation\">(<\/span>\r\n    <span class=\"token string\">\"deno\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    args<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>\r\n        <span class=\"token string\">\"run\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token string\">\"-N\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token string\">\"-R=node_modules\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token string\">\"-W=node_modules\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token string\">\"--node-modules-dir=auto\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token string\">\"jsr:@pydantic\/mcp-run-python\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token string\">\"stdio\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u2022\u00a0\u6700\u65b0\u6587\u6863\u67e5\u8be2\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">context7 <span class=\"token operator\">=<\/span> MCPServerStdio<span class=\"token punctuation\">(<\/span>command<span class=\"token operator\">=<\/span><span class=\"token string\">\"npx\"<\/span><span class=\"token punctuation\">,<\/span> args<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"-y\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"@upstash\/context7-mcp\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> tool_prefix<span class=\"token operator\">=<\/span><span class=\"token string\">\"context\"<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u2022\u00a0AWS \u77e5\u8bc6\u5e93\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_7\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">awslabs <span class=\"token operator\">=<\/span> MCPServerStdio<span class=\"token punctuation\">(<\/span>\r\n    command<span class=\"token operator\">=<\/span><span class=\"token string\">\"uvx\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    args<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"awslabs.core-mcp-server@latest\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    env<span class=\"token operator\">=<\/span>{<span class=\"token string\">\"FASTMCP_LOG_LEVEL\"<\/span>: <span class=\"token string\">\"ERROR\"<\/span>}<span class=\"token punctuation\">,<\/span>\r\n    tool_prefix<span class=\"token operator\">=<\/span><span class=\"token string\">\"awslabs\"<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\naws_docs <span class=\"token operator\">=<\/span> MCPServerStdio<span class=\"token punctuation\">(<\/span>\r\n    command<span class=\"token operator\">=<\/span><span class=\"token string\">\"uvx\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    args<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"awslabs.aws-documentation-mcp-server@latest\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    env<span class=\"token operator\">=<\/span>{<span class=\"token string\">\"FASTMCP_LOG_LEVEL\"<\/span>: <span class=\"token string\">\"ERROR\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"AWS_DOCUMENTATION_PARTITION\"<\/span>: <span class=\"token string\">\"aws\"<\/span>}<span class=\"token punctuation\">,<\/span>\r\n    tool_prefix<span class=\"token operator\">=<\/span><span class=\"token string\">\"aws_docs\"<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_7\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u2022\u00a0\u7f51\u7edc\u641c\u7d22\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_8\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">internet_search <span class=\"token operator\">=<\/span> MCPServerStdio<span class=\"token punctuation\">(<\/span>command<span class=\"token operator\">=<\/span><span class=\"token string\">\"uvx\"<\/span><span class=\"token punctuation\">,<\/span> args<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"duckduckgo-mcp-server\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_8\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u2022\u00a0\u667a\u80fd\u4ee3\u7801\u63a8\u7406\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_9\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">code_reasoning <span class=\"token operator\">=<\/span> MCPServerStdio<span class=\"token punctuation\">(<\/span>\r\n    command<span class=\"token operator\">=<\/span><span class=\"token string\">\"npx\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    args<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"-y\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"@mettamatt\/code-reasoning\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    tool_prefix<span class=\"token operator\">=<\/span><span class=\"token string\">\"code_reasoning\"<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_9\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u2022\u00a0\u684c\u9762\u6307\u6325\u5b98\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_10\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">desktop_commander <span class=\"token operator\">=<\/span> MCPServerStdio<span class=\"token punctuation\">(<\/span>\r\n    command<span class=\"token operator\">=<\/span><span class=\"token string\">\"npx\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    args<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"-y\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"@wonderwhy-er\/desktop-commander\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    tool_prefix<span class=\"token operator\">=<\/span><span class=\"token string\">\"desktop_commander\"<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_10\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u4e00\u5957\u4e0b\u6765\uff0c\u5b83\u53ef\u4ee5\uff1a<\/p>\n<p>1. \u8dd1\u6d4b\u8bd5\u3002<\/p>\n<p>2. \u67e5\u6587\u6863\u3002<\/p>\n<p>3. \u4fee\u6539\u4ee3\u7801\u3002<\/p>\n<p>4. \u518d\u6b21\u9a8c\u8bc1\u6d4b\u8bd5\u3002<\/p>\n<p>\u5c31\u50cf\u548c\u4e00\u4e2a\u6c38\u8fdc\u4e0d\u5077\u96f6\u98df\u7684 AI \u642d\u6863 pair programming\u3002<\/p>\n<h4>\u6539\u53d8\u6211\u7684\u5f00\u53d1\u6d41\u7a0b<\/h4>\n<p>\u81ea\u4ece\u6709\u4e86\u8fd9\u4e2aAgent\uff0c\u6211\u7684\u5de5\u4f5c\u65b9\u5f0f\u5f7b\u5e95\u6539\u53d8\uff1a<\/p>\n<p>\u2022\u00a0\u8c03\u8bd5\u50cf\u56e2\u961f\u534f\u4f5c\uff1a\u5b83\u80fd\u8fd0\u884c\u6d4b\u8bd5\u3001\u7ed9\u51fa\u4fee\u590d\u5efa\u8bae\uff0c\u5e76\u89e3\u91ca\u539f\u56e0\u3002<\/p>\n<p>\u2022\u00a0\u5b66\u4e60\u66f4\u5feb\uff1a\u65b0\u5e93\uff1f\u5b83\u80fd\u6f14\u793a\u4f8b\u5b50\u3001\u6307\u51fa\u5751\u70b9\u3002<\/p>\n<p>\u2022\u00a0\u4e0d\u518d\u5207\u6362\u6807\u7b7e\uff1a\u6587\u6863\u3001\u641c\u7d22\u3001AWS \u5168\u90fd\u5728\u4e00\u4e2a CLI \u91cc\u3002<\/p>\n<p>\u2022\u00a0\u66f4\u806a\u660e\u7684\u95ee\u9898\u89e3\u51b3\uff1a\u4e00\u6b65\u6b65\u63a8\u7406\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u8f93\u51fa\u4ee3\u7801\u3002<\/p>\n<p>\u2022\u00a0\u5185\u7f6e\u4ee3\u7801\u5ba1\u67e5\uff1a\u63d0\u4ea4\u524d\u53d1\u73b0\u6f5c\u5728\u95ee\u9898\uff0c\u5c31\u50cf\u6709\u4e2a\u968f\u53eb\u968f\u5230\u7684\u8d44\u6df1\u5f00\u53d1\u3002<\/p>\n<h4>\u6211\u7684\u603b\u7ed3\u4e0e\u7ecf\u9a8c<\/h4>\n<p>1.\u00a0MCP \u662f\u6838\u5fc3\uff1a\u4e0d\u662f\u5355\u4e00\u5de5\u5177\uff0c\u800c\u662f\u7ec4\u5408\u9b54\u529b\u3002\u6d4b\u8bd5 + \u6587\u6863 + \u7f16\u8f91 = 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