{"id":123756,"date":"2026-11-08T04:40:59","date_gmt":"2026-11-07T20:40:59","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/123756.html"},"modified":"2026-11-08T04:40:59","modified_gmt":"2026-11-07T20:40:59","slug":"%e6%97%a7%e6%8a%a5%e5%91%8a%e4%b8%ba%e6%96%b0%e4%bb%a3%e7%a0%81%e8%83%8c%e4%b9%a6%ef%bc%9aai-%e4%bf%ae%e5%a4%8d-c-c-%e5%91%8a%e8%ad%a6%e5%90%8e%e7%9a%84%e5%90%88%e5%b9%b6%e9%a3%8e%e9%99%a9","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/123756.html","title":{"rendered":"\u65e7\u62a5\u544a\u4e3a\u65b0\u4ee3\u7801\u80cc\u4e66\uff1aAI \u4fee\u590d C\/C++ \u544a\u8b66\u540e\u7684\u5408\u5e76\u98ce\u9669"},"content":{"rendered":"<p>        \/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/<br \/>\n        #content_views .toc,<br \/>\n        \/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/<br \/>\n        #content_views.markdown_views &gt; p:empty:has(+ .toc),<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty,<br \/>\n        \/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 *\/<br \/>\n        #content_views.htmledit_views #main-toc,<br \/>\n        #content_views.htmledit_views #hr-toc,<br \/>\n        #content_views.htmledit_views p[id*=\\&#8221;-toc\\&#8221;] {<br \/>\n          display: none !important;<br \/>\n        }<br \/>\n        \/* \u76ee\u5f55\u53bb\u6389\u540e\uff0c\u7d27\u8ddf\u7684\u9996\u4e2a\u6807\u9898\u4e0d\u518d\u591a\u51fa\u4e00\u5757\u4e0a\u8fb9\u8ddd *\/<br \/>\n        #content_views.markdown_views &gt; .toc + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + h4,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h4 {<br \/>\n          margin-top: 0 !important;<br \/>\n        }<\/p>\n<p>AI Coding Agent \u5df2\u7ecf\u53ef\u4ee5\u6839\u636e\u9759\u6001\u5206\u6790\u544a\u8b66\u4fee\u6539\u4ee3\u7801\u3001\u521b\u5efa\u63d0\u4ea4&#xff0c;\u751a\u81f3\u81ea\u52a8\u53d1\u8d77 Pull Request\u3002\u771f\u6b63\u68d8\u624b\u7684\u95ee\u9898\u5374\u6ca1\u6709\u968f\u4e4b\u6d88\u5931&#xff1a;PR \u4e2d\u7684\u4ee3\u7801&#xff0c;\u662f\u5426\u5c31\u662f\u88ab\u9a8c\u8bc1\u8fc7\u7684\u90a3\u4e00\u7248\u4ee3\u7801&#xff1f;<\/p>\n<p>\u5728 C\/C&#043;&#043; \u9879\u76ee\u4e2d&#xff0c;\u4e00\u4efd\u201c\u544a\u8b66\u6570\u5df2\u7ecf\u4e0b\u964d\u201d\u7684\u62a5\u544a\u5e76\u4e0d\u8db3\u4ee5\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u3002\u4ee3\u7801\u4fee\u6539\u540e&#xff0c;\u539f\u62a5\u544a\u4e2d\u7684\u884c\u53f7\u53ef\u80fd\u504f\u79fb&#xff1b;\u5b8f\u5b9a\u4e49\u3001\u7f16\u8bd1\u5668\u6a21\u578b\u6216\u6784\u5efa\u53c2\u6570\u4e00\u65e6\u53d8\u5316&#xff0c;\u9759\u6001\u5206\u6790\u5b9e\u9645\u8986\u76d6\u7684\u6761\u4ef6\u7f16\u8bd1\u5206\u652f\u4e5f\u53ef\u80fd\u4e0d\u540c\u3002\u66f4\u5371\u9669\u7684\u662f&#xff0c;AI \u53ef\u80fd\u6d88\u9664\u4e86\u89c4\u5219\u8fdd\u89c4&#xff0c;\u5374\u540c\u65f6\u6539\u53d8\u4e86\u51fd\u6570\u884c\u4e3a\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;AI \u4fee\u590d\u4e0d\u80fd\u505c\u5728\u201c\u751f\u6210\u8865\u4e01\u201d\u3002\u4e00\u6761\u53ef\u7528\u4e8e\u5de5\u7a0b\u5b9e\u8df5\u7684\u94fe\u8def&#xff0c;\u81f3\u5c11\u5e94\u5305\u542b\u56db\u6b65&#xff1a;<\/p>\n<p>C\/C&#043;&#043;test \u53d1\u73b0\u8fdd\u89c4<br \/>\n        \u2193<br \/>\nAI Agent \u6309\u89c4\u5219\u4fee\u6539\u4ee3\u7801<br \/>\n        \u2193<br \/>\nC\/C&#043;&#043;test \u5728\u76f8\u540c\u6784\u5efa\u4e0a\u4e0b\u6587\u4e2d\u91cd\u65b0\u5206\u6790<br \/>\n        \u2193<br \/>\n\u5de5\u7a0b\u5e08\u7ed3\u5408\u4ee3\u7801\u5dee\u5f02\u3001\u6d4b\u8bd5\u7ed3\u679c\u548c\u6700\u7ec8\u62a5\u544a\u51b3\u5b9a\u662f\u5426\u5408\u5e76<\/p>\n<p>\u4e0b\u9762\u7ed3\u5408 Parasoft \u5b98\u65b9 AI Agent Demo&#xff0c;\u62c6\u89e3\u8fd9\u6761\u94fe\u8def\u4e2d\u7684\u5173\u952e\u5b9e\u73b0\u3002<\/p>\n<h3>1. \u4e3a\u4ec0\u4e48\u4e0d\u80fd\u62ff\u65e7\u62a5\u544a\u9a8c\u8bc1\u65b0\u4ee3\u7801<\/h3>\n<p>\u9759\u6001\u5206\u6790\u7ed3\u679c\u5e76\u4e0d\u662f\u8131\u79bb\u5de5\u7a0b\u73af\u5883\u5b58\u5728\u7684\u4e00\u7ec4\u884c\u53f7\u3002\u5bf9\u4e8e\u5305\u542b\u5927\u91cf\u5b8f\u3001\u6761\u4ef6\u7f16\u8bd1\u548c\u5e73\u53f0\u5dee\u5f02\u7684 C\/C&#043;&#043; \u9879\u76ee&#xff0c;\u5206\u6790\u7ed3\u679c\u81f3\u5c11\u4e0e\u4ee5\u4e0b\u4fe1\u606f\u6709\u5173&#xff1a;<\/p>\n<ul>\n<li>\u88ab\u5206\u6790\u7684\u63d0\u4ea4\u7248\u672c&#xff1b;<\/li>\n<li>\u5b9e\u9645\u53c2\u4e0e\u6784\u5efa\u7684\u6e90\u6587\u4ef6&#xff1b;<\/li>\n<li>\u7f16\u8bd1\u5668\u53ca\u5176\u8bed\u8a00\u6269\u5c55&#xff1b;<\/li>\n<li>\u5b8f\u5b9a\u4e49\u3001\u5934\u6587\u4ef6\u641c\u7d22\u8def\u5f84\u548c\u7f16\u8bd1\u9009\u9879&#xff1b;<\/li>\n<li>\u542f\u7528\u7684\u89c4\u5219\u96c6\u3001\u6291\u5236\u914d\u7f6e\u548c\u5206\u6790\u8303\u56f4\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c AI \u4fee\u6539\u7684\u662f\u63d0\u4ea4 B&#xff0c;\u5ba1\u67e5\u8005\u62ff\u5230\u7684\u5374\u662f\u63d0\u4ea4 A \u7684\u62a5\u544a&#xff0c;\u90a3\u4e48\u201c\u544a\u8b66\u5df2\u6d88\u5931\u201d\u5c31\u6ca1\u6709\u53ef\u8ffd\u6eaf\u7684\u4f9d\u636e\u3002\u5373\u4f7f\u4e24\u6b21\u62a5\u544a\u91c7\u7528\u76f8\u540c\u7684\u89c4\u5219\u914d\u7f6e&#xff0c;\u53ea\u8981\u6784\u5efa\u4e0a\u4e0b\u6587\u4e0d\u540c&#xff0c;\u7ed3\u679c\u4e5f\u4e0d\u80fd\u76f4\u63a5\u6bd4\u8f83\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f Parasoft C\/C&#043;&#043;test \u5728\u6d41\u7a0b\u4e2d\u7684\u7b2c\u4e00\u4e2a\u4f5c\u7528&#xff1a;\u5b83\u4e0d\u4ec5\u8f93\u51fa\u544a\u8b66&#xff0c;\u8fd8\u53ef\u4ee5\u57fa\u4e8e\u771f\u5b9e\u6784\u5efa\u4fe1\u606f\u5efa\u7acb\u53ef\u91cd\u590d\u7684\u5206\u6790\u5165\u53e3\u3002<\/p>\n<h3>2. \u5148\u6355\u83b7\u771f\u5b9e\u6784\u5efa&#xff0c;\u518d\u8fd0\u884c\u9759\u6001\u5206\u6790<\/h3>\n<p>Parasoft \u5b98\u65b9 Demo \u4f7f\u7528 cpptesttrace \u8ddf\u8e2a\u9879\u76ee\u7684\u5b9e\u9645\u6784\u5efa&#xff0c;\u751f\u6210 cpptestscan.bdf\u3002BDF&#xff08;Build Data File&#xff09;\u8bb0\u5f55\u6e90\u6587\u4ef6\u53ca\u5176\u7f16\u8bd1\u53c2\u6570&#xff0c;\u968f\u540e\u4ea4\u7ed9 C\/C&#043;&#043;test \u6267\u884c\u5206\u6790\u3002<\/p>\n<p>\u5b98\u65b9 GitHub Actions \u5de5\u4f5c\u6d41\u4e2d\u7684\u6838\u5fc3\u914d\u7f6e\u53ef\u7b80\u5316\u4e3a&#xff1a;<\/p>\n<p><span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Build and capture build data<br \/>\n  <span class=\"token key atrule\">run<\/span><span class=\"token punctuation\">:<\/span> cpptesttrace make clean all<\/p>\n<p><span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Run C\/C&#043;&#043;test<br \/>\n  <span class=\"token key atrule\">uses<\/span><span class=\"token punctuation\">:<\/span> parasoft\/run<span class=\"token punctuation\">&#8211;<\/span>cpptest<span class=\"token punctuation\">&#8211;<\/span>action&#064;2<br \/>\n  <span class=\"token key atrule\">with<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">input<\/span><span class=\"token punctuation\">:<\/span> cpptestscan.bdf<br \/>\n    <span class=\"token key atrule\">testConfig<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;builtin:\/\/Recommended Rules&#034;<\/span><br \/>\n    <span class=\"token key atrule\">compilerConfig<\/span><span class=\"token punctuation\">:<\/span> gcc_13<span class=\"token punctuation\">&#8211;<\/span><span class=\"token number\">64<\/span><br \/>\n    <span class=\"token key atrule\">additionalParams<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">&#8211;<\/span>fail<\/p>\n<p>\u8fd9\u91cc\u6709\u4e09\u4e2a\u4e0d\u80fd\u968f\u610f\u7701\u7565\u7684\u53c2\u6570&#xff1a;<\/p>\n<li>input \u6307\u5411\u672c\u6b21\u6784\u5efa\u751f\u6210\u7684 BDF&#xff0c;\u800c\u4e0d\u662f\u4e00\u4efd\u957f\u671f\u590d\u7528\u7684\u65e7\u6587\u4ef6&#xff1b;<\/li>\n<li>testConfig \u786e\u5b9a\u672c\u6b21\u542f\u7528\u7684\u9759\u6001\u5206\u6790\u89c4\u5219&#xff1b;<\/li>\n<li>compilerConfig \u544a\u8bc9\u5206\u6790\u5668\u6309\u7167\u54ea\u4e00\u79cd\u7f16\u8bd1\u5668\u8bed\u4e49\u89e3\u91ca\u4ee3\u7801\u3002<\/li>\n<p>additionalParams: -fail \u53ef\u4ee5\u8ba9\u5206\u6790\u7ed3\u679c\u5f71\u54cd\u6d41\u6c34\u7ebf\u72b6\u6001&#xff0c;\u4f46\u5b83\u53ea\u662f\u8d28\u91cf\u95e8\u7981\u7684\u4e00\u90e8\u5206\u3002\u5bf9\u4e8e AI \u81ea\u52a8\u4fee\u590d\u573a\u666f&#xff0c;\u8fd8\u9700\u8981\u628a\u5206\u6790\u518d\u6b21\u653e\u56de\u4fee\u6539\u5faa\u73af\u3002<\/p>\n<h3>3. \u628a\u590d\u626b\u505a\u6210 AI \u4fee\u590d\u5faa\u73af\u7684\u4e00\u90e8\u5206<\/h3>\n<p>\u5b98\u65b9 Demo \u5728\u9879\u76ee\u6839\u76ee\u5f55\u63d0\u4f9b\u4e86 cpptest-analyze.sh&#xff0c;\u4f5c\u4e3a Agent \u91cd\u65b0\u5206\u6790\u4ee3\u7801\u7684\u7edf\u4e00\u5165\u53e3&#xff1a;<\/p>\n<p><span class=\"token shebang important\">#!\/bin\/bash<\/span><br \/>\n<span class=\"token builtin class-name\">set<\/span> <span class=\"token parameter variable\">-euo<\/span> pipefail<\/p>\n<p>cpptesttrace <span class=\"token function\">make<\/span> clean all<\/p>\n<p>cpptestcli <span class=\"token parameter variable\">-quiet<\/span> <span class=\"token parameter variable\">-compiler<\/span> gcc_13-64 <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-config<\/span> <span class=\"token string\">&#034;builtin:\/\/Recommended Rules&#034;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-module<\/span> <span class=\"token builtin class-name\">.<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-input<\/span> cpptestscan.bdf<\/p>\n<p>\u8fd9\u6bb5\u811a\u672c\u7684\u91cd\u70b9\u5e76\u4e0d\u662f\u547d\u4ee4\u672c\u8eab&#xff0c;\u800c\u662f\u628a\u201c\u91cd\u65b0\u6784\u5efa\u3001\u91cd\u65b0\u6355\u83b7 BDF\u3001\u6309\u7167\u56fa\u5b9a\u914d\u7f6e\u5206\u6790\u201d\u7ed1\u5b9a\u5728\u4e00\u8d77\u3002Agent \u6bcf\u5b8c\u6210\u4e00\u8f6e\u4fee\u6539&#xff0c;\u90fd\u901a\u8fc7\u540c\u4e00\u4e2a\u5165\u53e3\u5f97\u5230\u65b0\u7684 reports\/report.xml&#xff0c;\u907f\u514d\u4fee\u6539\u4ee3\u7801\u540e\u7ee7\u7eed\u8bfb\u53d6\u65e7\u7ed3\u679c\u3002<\/p>\n<p>C\/C&#043;&#043;test \u7684 MCP Server \u5219\u8d1f\u8d23\u628a\u5206\u6790\u7ed3\u679c\u548c\u89c4\u5219\u77e5\u8bc6\u4ea4\u7ed9 AI Agent\u3002\u4e0e\u8fd9\u4e00\u6d41\u7a0b\u76f4\u63a5\u76f8\u5173\u7684\u5de5\u5177\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>get_violations_from_report_file&#xff1a;\u4ece XML \u62a5\u544a\u63d0\u53d6\u8fdd\u89c4&#xff0c;\u53ef\u6309\u89c4\u5219 ID\u3001\u4e25\u91cd\u7ea7\u522b\u548c\u6e90\u6587\u4ef6\u8fc7\u6ee4&#xff1b;<\/li>\n<li>count_violations_in_report_file&#xff1a;\u7edf\u8ba1\u6307\u5b9a\u6761\u4ef6\u4e0b\u7684\u8fdd\u89c4\u6570\u91cf&#xff1b;<\/li>\n<li>get_rule_documentation&#xff1a;\u83b7\u53d6\u89c4\u5219\u8bf4\u660e\u3001\u8fdd\u89c4\u539f\u56e0\u53ca\u4fee\u590d\u53c2\u8003\u3002<\/li>\n<\/ul>\n<p>\u5b98\u65b9 cpptest-fix-all-violations Skill \u91c7\u7528\u201c\u6309\u89c4\u5219\u5904\u7406\u201d\u7684\u7b56\u7565&#xff1a;\u5148\u9009\u62e9\u4e25\u91cd\u7ea7\u522b\u6700\u9ad8\u7684\u89c4\u5219&#xff0c;\u518d\u5904\u7406\u8be5\u89c4\u5219\u7684\u5168\u90e8\u8fdd\u89c4&#xff0c;\u6bcf\u8f6e\u4fee\u6539\u540e\u91cd\u65b0\u8fd0\u884c\u5206\u6790\u3002\u5176\u63a7\u5236\u903b\u8f91\u53ef\u4ee5\u7528\u4e0b\u9762\u7684\u4f2a\u4ee3\u7801\u8868\u793a\u3002<\/p>\n<p>\u4ee5\u4e0b\u4ee3\u7801\u7528\u4e8e\u8bf4\u660e\u6d41\u7a0b&#xff0c;\u4e0d\u662f Parasoft \u5b98\u65b9\u811a\u672c\u539f\u6587\u3002<\/p>\n<p>rules_processed <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><\/p>\n<p><span class=\"token keyword\">while<\/span> rules_processed <span class=\"token operator\">&lt;<\/span> rules_limit<span class=\"token punctuation\">:<\/span><br \/>\n    run<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;.\/cpptest-analyze.sh&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    violations <span class=\"token operator\">&#061;<\/span> mcp<span class=\"token punctuation\">.<\/span>get_violations<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;reports\/report.xml&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> violations<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">break<\/span><\/p>\n<p>    rule_id <span class=\"token operator\">&#061;<\/span> select_highest_severity_rule<span class=\"token punctuation\">(<\/span>violations<span class=\"token punctuation\">)<\/span><br \/>\n    rule_doc <span class=\"token operator\">&#061;<\/span> mcp<span class=\"token punctuation\">.<\/span>get_rule_documentation<span class=\"token punctuation\">(<\/span>rule_id<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">for<\/span> attempt <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span>iteration_limit<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        apply_minimal_fix<span class=\"token punctuation\">(<\/span>rule_id<span class=\"token punctuation\">,<\/span> rule_doc<span class=\"token punctuation\">)<\/span><br \/>\n        run<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;.\/cpptest-analyze.sh&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        remaining <span class=\"token operator\">&#061;<\/span> mcp<span class=\"token punctuation\">.<\/span>get_violations<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string\">&#034;reports\/report.xml&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            rule_id<span class=\"token operator\">&#061;<\/span>rule_id<br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> remaining<span class=\"token punctuation\">:<\/span><br \/>\n            commit_fix_for<span class=\"token punctuation\">(<\/span>rule_id<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">break<\/span><\/p>\n<p>    rules_processed <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>\u8fd9\u79cd\u505a\u6cd5\u89e3\u51b3\u4e86\u4e24\u4e2a\u5e38\u89c1\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u4e0d\u4f1a\u56e0\u4e3a\u4fee\u6389\u4e00\u4e2a\u4f4d\u7f6e&#xff0c;\u5c31\u8bef\u5224\u6574\u6761\u89c4\u5219\u5df2\u7ecf\u5904\u7406\u5b8c\u6210&#xff1b;<\/li>\n<li>\u8fbe\u5230\u5c1d\u8bd5\u4e0a\u9650\u540e\u53ef\u4ee5\u505c\u6b62\u5e76\u4fdd\u7559\u95ee\u9898&#xff0c;\u800c\u4e0d\u662f\u8ba9 Agent \u65e0\u9650\u4fee\u6539\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<p>\u5b98\u65b9 Skill \u9ed8\u8ba4\u5c06\u5355\u6761\u89c4\u5219\u7684\u5c1d\u8bd5\u6b21\u6570\u9650\u5236\u4e3a 3&#xff0c;\u5c06\u5355\u6b21\u4efb\u52a1\u5904\u7406\u7684\u89c4\u5219\u6570\u9650\u5236\u4e3a 20&#xff1b;\u5982\u679c\u542f\u7528\u81ea\u52a8\u63d0\u4ea4&#xff0c;\u5219\u5728\u4e00\u6761\u89c4\u5219\u901a\u8fc7\u590d\u67e5\u540e\u5355\u72ec\u63d0\u4ea4\u3002\u8fd9\u4e9b\u9650\u5236\u4e0d\u662f\u4e3a\u4e86\u964d\u4f4e\u81ea\u52a8\u5316\u7a0b\u5ea6&#xff0c;\u800c\u662f\u4e3a\u4e86\u63a7\u5236\u4e00\u6b21 Agent \u4efb\u52a1\u7684\u4fee\u6539\u8303\u56f4&#xff0c;\u8ba9\u56de\u6eda\u548c\u4eba\u5de5\u5ba1\u67e5\u66f4\u5bb9\u6613\u3002<\/p>\n<h3>4. \u8fc7\u7a0b\u590d\u626b\u4e0d\u7b49\u4e8e\u6700\u7ec8 PR \u5df2\u88ab\u9a8c\u8bc1<\/h3>\n<p>\u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u5de5\u7a0b\u7ec6\u8282&#xff1a;\u4fee\u590d\u8fc7\u7a0b\u4e2d\u8fd0\u884c\u8fc7 C\/C&#043;&#043;test&#xff0c;\u4e0d\u4ee3\u8868 CI \u4e2d\u5f52\u6863\u7684\u62a5\u544a\u5c31\u4e00\u5b9a\u5bf9\u5e94\u6700\u7ec8 PR\u3002<\/p>\n<p>\u5728 Parasoft \u5b98\u65b9 GitHub Actions Demo \u4e2d&#xff0c;\u9996\u6b21\u62a5\u544a\u5f52\u6863\u53d1\u751f\u5728 AI Autofix \u4e4b\u524d\u3002Agent \u540e\u7eed\u867d\u7136\u4f1a\u591a\u6b21\u8c03\u7528\u5206\u6790\u811a\u672c&#xff0c;\u4f46\u8fd9\u4e9b\u4e2d\u95f4\u62a5\u544a\u4e0d\u4f1a\u81ea\u52a8\u6210\u4e3a\u6700\u7ec8\u5f85\u5ba1\u63d0\u4ea4\u7684 CI \u9644\u4ef6\u3002<\/p>\n<p>\u5982\u679c\u62a5\u544a\u8981\u4f5c\u4e3a\u5408\u5e76\u95e8\u7981\u6216\u5ba1\u8ba1\u8bc1\u636e&#xff0c;\u5efa\u8bae\u5728 AI \u63a8\u9001\u4fee\u590d\u63d0\u4ea4\u540e&#xff0c;\u5bf9\u6700\u7ec8 HEAD \u518d\u6267\u884c\u4e00\u6b21\u72ec\u7acb\u5206\u6790&#xff0c;\u5e76\u540c\u65f6\u8bb0\u5f55\u63d0\u4ea4 SHA\u3002\u4e0b\u9762\u662f\u4e00\u79cd\u6d41\u6c34\u7ebf\u5199\u6cd5&#xff1a;<\/p>\n<p><span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Record analyzed commit<br \/>\n  <span class=\"token key atrule\">shell<\/span><span class=\"token punctuation\">:<\/span> bash<br \/>\n  <span class=\"token key atrule\">run<\/span><span class=\"token punctuation\">:<\/span> echo &#034;ANALYZED_SHA&#061;$(git rev<span class=\"token punctuation\">&#8211;<\/span>parse HEAD)&#034; <span class=\"token punctuation\">&gt;<\/span><span class=\"token punctuation\">&gt;<\/span> &#034;$GITHUB_ENV&#034;<\/p>\n<p><span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Final C\/C&#043;&#043;test verification<br \/>\n  <span class=\"token key atrule\">run<\/span><span class=\"token punctuation\">:<\/span> .\/cpptest<span class=\"token punctuation\">&#8211;<\/span>analyze.sh<\/p>\n<p><span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> Archive final report<br \/>\n  <span class=\"token key atrule\">uses<\/span><span class=\"token punctuation\">:<\/span> actions\/upload<span class=\"token punctuation\">&#8211;<\/span>artifact&#064;v4<br \/>\n  <span class=\"token key atrule\">with<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> cpptest<span class=\"token punctuation\">&#8211;<\/span>report<span class=\"token punctuation\">&#8211;<\/span>$<span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">{<\/span> env.ANALYZED_SHA <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token key atrule\">path<\/span><span class=\"token punctuation\">:<\/span> reports\/<\/p>\n<p>\u8fd9\u6bb5\u914d\u7f6e\u662f\u9762\u5411\u5b9e\u9645\u9879\u76ee\u7684\u8865\u5145\u793a\u4f8b&#xff0c;\u5e76\u975e\u5b98\u65b9 Demo \u539f\u6837\u4ee3\u7801\u3002\u843d\u5730\u65f6\u8fd8\u5e94\u5728\u62a5\u544a\u5143\u6570\u636e\u6216\u6d41\u6c34\u7ebf\u4ea7\u7269\u4e2d\u4fdd\u7559\u4ee5\u4e0b\u4fe1\u606f&#xff1a;<\/p>\n<p>commit SHA &#043; test configuration &#043; compiler configuration &#043; analysis scope<\/p>\n<p>\u5ba1\u67e5\u8005\u8fd8\u9700\u8981\u786e\u8ba4\u76ee\u6807\u89c4\u5219\u786e\u5b9e\u5904\u4e8e\u542f\u7528\u72b6\u6001\u3001\u76f8\u5173\u6587\u4ef6\u88ab\u7eb3\u5165\u5206\u6790&#xff0c;\u5e76\u6392\u9664\u201c\u901a\u8fc7\u65b0\u589e\u6291\u5236\u8ba9\u544a\u8b66\u6d88\u5931\u201d\u7684\u60c5\u51b5\u3002\u53ea\u6709\u8fd9\u6837&#xff0c;\u62a5\u544a\u3001\u63d0\u4ea4\u548c\u4ee3\u7801\u5dee\u5f02\u624d\u80fd\u76f8\u4e92\u5bf9\u5e94\u3002<\/p>\n<h3>5. \u89c4\u5219\u901a\u8fc7&#xff0c;\u4e3a\u4ec0\u4e48\u4ecd\u7136\u4e0d\u80fd\u76f4\u63a5\u5408\u5e76<\/h3>\n<p>\u9759\u6001\u5206\u6790\u590d\u626b\u80fd\u591f\u9a8c\u8bc1\u76ee\u6807\u89c4\u5219\u662f\u5426\u4ecd\u88ab\u89e6\u53d1&#xff0c;\u4f46\u5b83\u4e0d\u80fd\u66ff\u4ee3\u5bf9\u4e1a\u52a1\u884c\u4e3a\u7684\u5224\u65ad\u3002Parasoft \u5b98\u65b9\u793a\u4f8b\u9879\u76ee Bank.cxx \u4e2d&#xff0c;getAccount() \u7684\u6838\u5fc3\u4ee3\u7801\u5982\u4e0b&#xff1a;<\/p>\n<p>Account<span class=\"token operator\">*<\/span> <span class=\"token class-name\">Bank<\/span><span class=\"token double-colon punctuation\">::<\/span><span class=\"token function\">getAccount<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">int<\/span> num<span class=\"token punctuation\">,<\/span> string password<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">{<\/span><br \/>\n    Account<span class=\"token operator\">*<\/span> userAccount <span class=\"token operator\">&#061;<\/span> <span class=\"token constant\">NULL<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>myAccounts<span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> num<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n        userAccount <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>Account<span class=\"token operator\">*<\/span><span class=\"token punctuation\">)<\/span>myAccounts<span class=\"token punctuation\">[<\/span>num<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>userAccount <span class=\"token operator\">!&#061;<\/span> <span class=\"token constant\">NULL<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&amp;&amp;<\/span><br \/>\n        <span class=\"token punctuation\">(<\/span>password<span class=\"token punctuation\">.<\/span><span class=\"token function\">compare<\/span><span class=\"token punctuation\">(<\/span>userAccount<span class=\"token operator\">-&gt;<\/span><span class=\"token function\">getPassword<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">!&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n        userAccount <span class=\"token operator\">&#061;<\/span> <span class=\"token constant\">NULL<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token constant\">NULL<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5bf9\u4e8e\u8981\u6c42\u5728 C&#043;&#043;11 \u53ca\u4ee5\u4e0a\u4ee3\u7801\u4e2d\u4f18\u5148\u4f7f\u7528 nullptr \u7684\u89c4\u5219 CODSTA-MCPP-04&#xff0c;\u4e0b\u9762\u7684\u4fee\u6539\u6d88\u9664\u4e86\u89c4\u5219\u8fdd\u89c4&#xff0c;\u540c\u65f6\u4fdd\u6301\u4e86\u539f\u6709\u8fd4\u56de\u884c\u4e3a&#xff1a;<\/p>\n<p>&#8211;    return NULL;<br \/>\n&#043;    return nullptr;<\/p>\n<p>\u4f46\u5982\u679c AI \u6839\u636e\u4e0a\u4e0b\u6587\u201c\u987a\u624b\u4fee\u6b63\u201d\u6210&#xff1a;<\/p>\n<p>&#8211;    return NULL;<br \/>\n&#043;    return userAccount;<\/p>\n<p>\u5bf9\u5e94\u884c\u540c\u6837\u4e0d\u518d\u89e6\u53d1 NULL \u76f8\u5173\u89c4\u5219&#xff0c;\u51fd\u6570\u8bed\u4e49\u5374\u53d1\u751f\u4e86\u53d8\u5316&#xff1a;\u7d22\u5f15\u6709\u6548\u4e14\u5bc6\u7801\u6b63\u786e\u65f6&#xff0c;\u8c03\u7528\u65b9\u53ef\u80fd\u4ece\u59cb\u7ec8\u5f97\u5230\u7a7a\u6307\u9488&#xff0c;\u53d8\u4e3a\u83b7\u5f97\u8d26\u6237\u6307\u9488\u3002<\/p>\n<p>\u8fd9\u4e2a\u4f8b\u5b50\u8bf4\u660e\u4e86\u4e09\u7c7b\u9a8c\u8bc1\u804c\u8d23\u7684\u8fb9\u754c&#xff1a;<\/p>\n<table>\n<tr>\u9a8c\u8bc1\u5bf9\u8c61\u4e3b\u8981\u8d23\u4efb\u65b9\u9700\u8981\u56de\u7b54\u7684\u95ee\u9898<\/tr>\n<tbody>\n<tr>\n<td>\u89c4\u5219\u72b6\u6001<\/td>\n<td>C\/C&#043;&#043;test<\/td>\n<td>\u76ee\u6807\u8fdd\u89c4\u662f\u5426\u6d88\u5931&#xff0c;\u662f\u5426\u5f15\u5165\u65b0\u7684\u9759\u6001\u5206\u6790\u95ee\u9898<\/td>\n<\/tr>\n<tr>\n<td>\u4fee\u6539\u610f\u56fe<\/td>\n<td>AI Agent &#043; \u4ee3\u7801\u5ba1\u67e5\u8005<\/td>\n<td>\u8865\u4e01\u662f\u5426\u53ea\u505a\u4e86\u5fc5\u8981\u4fee\u6539&#xff0c;\u662f\u5426\u7b26\u5408\u63a5\u53e3\u7ea6\u5b9a<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u884c\u884c\u4e3a<\/td>\n<td>\u5355\u5143\u6d4b\u8bd5\/\u96c6\u6210\u6d4b\u8bd5 &#043; \u5de5\u7a0b\u5e08<\/td>\n<td>\u4fee\u6539\u662f\u5426\u6539\u53d8\u6b63\u5e38\u8def\u5f84\u3001\u5f02\u5e38\u8def\u5f84\u548c\u8fb9\u754c\u6761\u4ef6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u56e0\u6b64&#xff0c;\u201cC\/C&#043;&#043;test \u590d\u626b\u901a\u8fc7\u201d\u5e94\u88ab\u89c6\u4e3a\u5408\u5e76\u4f9d\u636e\u4e4b\u4e00&#xff0c;\u800c\u4e0d\u662f\u5408\u5e76\u7ed3\u8bba\u672c\u8eab\u3002\u5bf9\u4e8e\u53ef\u80fd\u6539\u53d8\u63a7\u5236\u6d41\u3001\u8fd4\u56de\u503c\u3001\u8d44\u6e90\u751f\u547d\u5468\u671f\u6216\u5e76\u53d1\u884c\u4e3a\u7684\u8865\u4e01&#xff0c;\u8fd8\u5e94\u8865\u5145\u76f8\u5e94\u7684\u5355\u5143\u6d4b\u8bd5\u548c\u56de\u5f52\u6d4b\u8bd5\u3002<\/p>\n<h3>6. 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