{"id":4394,"date":"2024-03-25T16:21:57","date_gmt":"2024-03-25T07:21:57","guid":{"rendered":"https:\/\/blog-github-com-develop.go-vip.co\/jp\/?p=4394"},"modified":"2024-03-25T16:21:57","modified_gmt":"2024-03-25T07:21:57","slug":"fixing-security-vulnerabilities-with-ai","status":"publish","type":"post","link":"https:\/\/blog-github-com-develop.go-vip.co\/jp\/2024-03-25-fixing-security-vulnerabilities-with-ai\/","title":{"rendered":"\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u8106\u5f31\u6027\u3092AI\u3067\u4fee\u6b63\u3059\u308b"},"content":{"rendered":"<section class=\"container-xl mx-auto p-responsive-blog\" style=\"margin-top: 20px;\">\n<div class=\"gutter-spacious\">\n<div class=\"col-12 offset-lg-1 col-lg-10\">\n<div class=\"text-mono f5-mktg color-fg-muted mb-12px\">Author<\/div>\n<div class=\"d-flex flex-wrap pb-1 flex-items-start\">\n<div class=\"d-flex flex-wrap\"><a class=\"d-flex flex-nowrap flex-items-center Link--primary f4-mktg text-bold mb-3 mr-4 mr-lg-5\" style=\"line-height: 1.25 !important;\" href=\"https:\/\/blog-github-com-develop.go-vip.co\/author\/tiferet\/\"><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"d-block height-auto circle byline__photo--recirc mr-14px\" style=\"margin-right: 10px;\" src=\"https:\/\/avatars1.githubusercontent.com\/u\/13252556?v=4&amp;s=200\" alt=\"Tiferet Gazit\" width=\"40\" height=\"40\" \/>Tiferet Gazit<\/a><\/div>\n<\/div>\n<div class=\"indigo-separator\"><\/div>\n<\/div>\n<\/div>\n<\/section>\n<p>2023\u5e7411\u6708\u3001AI\u3092\u6d3b\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u306e\u4fee\u6b63\u3092\u63d0\u6848\u3059\u308b\u3001<a href=\"https:\/\/blog-github-com-develop.go-vip.co\/2023-11-08-ai-powered-appsec\/\">\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3autofix\u306e<\/a>\u958b\u59cb\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u6295\u7a3f\u3067\u306f\u3001autofix\u304c\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u306e\u304b\u3001\u307e\u305f\u30c6\u30b9\u30c8\u3068\u53cd\u5fa9\u306b\u4f7f\u7528\u3059\u308b\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"%e3%82%b3%e3%83%bc%e3%83%89%e3%82%b9%e3%82%ad%e3%83%a3%e3%83%b3%e3%81%ab%e3%82%88%e3%82%8b%e8%87%aa%e5%8b%95%e4%bf%ae%e6%ad%a3%e3%81%a8%e3%81%af%ef%bc%9f\">\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u306b\u3088\u308b\u81ea\u52d5\u4fee\u6b63\u3068\u306f\uff1f<a href=\"#%e3%82%b3%e3%83%bc%e3%83%89%e3%82%b9%e3%82%ad%e3%83%a3%e3%83%b3%e3%81%ab%e3%82%88%e3%82%8b%e8%87%aa%e5%8b%95%e4%bf%ae%e6%ad%a3%e3%81%a8%e3%81%af%ef%bc%9f\" class=\"heading-link\" aria-label=\"\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u306b\u3088\u308b\u81ea\u52d5\u4fee\u6b63\u3068\u306f\uff1f\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p style=\"margin-bottom: 30px;\">GitHub \u306e<a href=\"https:\/\/docs.github.com\/en\/code-security\/code-scanning\/introduction-to-code-scanning\/about-code-scanning#about-code-scanning\">\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u306f<\/a>\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u5185\u306e\u30b3\u30fc\u30c9\u3092\u5206\u6790\u3057\u3066\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u3084\u305d\u306e\u4ed6\u306e\u30a8\u30e9\u30fc\u3092\u898b\u3064\u3051\u307e\u3059\u3002\u30b9\u30ad\u30e3\u30f3\u306f\u3001\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3084\u3001\u30d6\u30e9\u30f3\u30c1\u3078\u306e\u30d7\u30c3\u30b7\u30e5\u3084\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30aa\u30fc\u30d7\u30f3\u306a\u3069\u3001\u6307\u5b9a\u3057\u305f\u30a4\u30d9\u30f3\u30c8\u306b\u5fdc\u3058\u3066\u30c8\u30ea\u30ac\u30fc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u554f\u984c\u304c\u7279\u5b9a\u3055\u308c\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u30a2\u30e9\u30fc\u30c8\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3084\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u306a\u30c4\u30fc\u30eb\u3092\u542b\u3081\u3001\u30d5\u30a1\u30fc\u30b9\u30c8\u30d1\u30fc\u30c6\u30a3\u3084\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30a2\u30e9\u30fc\u30c8\u30c4\u30fc\u30eb\u3068\u4e00\u7dd2\u306b\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002GitHub\u306f\u3001\u5f53\u793e\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30b3\u30fc\u30c9\u89e3\u6790\u30a8\u30f3\u30b8\u30f3\u3067\u3042\u308b<a href=\"https:\/\/codeql.github.com\/\">CodeQL\u3092<\/a>\u5229\u7528\u3057\u305f\u30d5\u30a1\u30fc\u30b9\u30c8\u30d1\u30fc\u30c6\u30a3\u306e\u30a2\u30e9\u30fc\u30c8\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u30c7\u30fc\u30bf\u306e\u3088\u3046\u306b\u7167\u4f1a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u79c1\u305f\u3061\u306e\u793e\u5185\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5c02\u9580\u5bb6\u306f\u3001\u4e00\u822c\u7684\u306a\u8a00\u8a9e\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u30db\u30b9\u30c8\u306b\u308f\u305f\u3063\u3066\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u8106\u5f31\u6027\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306e\u30af\u30a8\u30ea\u306e\u8c4a\u5bcc\u306a\u30bb\u30c3\u30c8\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u691c\u51fa\u6a5f\u80fd\u306e\u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u305f\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u81ea\u52d5\u4fee\u6b63\u6a5f\u80fd\u306f\u3001AI\u304c\u751f\u6210\u3057\u305f\u30a2\u30e9\u30fc\u30c8\u306b\u5bfe\u3059\u308b\u4fee\u6b63\u3092\u63d0\u6848\u3059\u308b\u3053\u3068\u3067\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u3055\u3089\u306b\u3082\u3046\u4e00\u6bb5\u9ad8\u3081\u307e\u3059\u3002\u6700\u521d\u306e\u30a4\u30c6\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001JavaScript\u3068TypeScript\u306e\u30a2\u30e9\u30fc\u30c8\u304b\u3089\u59cb\u307e\u308a\u3001\u30d7\u30eb\u30fb\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u691c\u51fa\u3055\u308c\u305fCodeQL\u306e\u30a2\u30e9\u30fc\u30c8\u306b\u5bfe\u3057\u3066\u81ea\u52d5\u4fee\u6b63\u304c\u6709\u52b9\u306b\u306a\u308a\u307e\u3059\u3002\u554f\u984c\u3068\u305d\u306e\u4fee\u6b63\u7b56\u3092\u81ea\u7136\u8a00\u8a9e\u3067\u8aac\u660e\u3057\u3001\u63d0\u6848\u3055\u308c\u305f\u4fee\u6b63\u3092\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u30da\u30fc\u30b8\u306b\u76f4\u63a5\u8868\u793a\u3057\u3001\u958b\u767a\u8005\u304c\u63d0\u6848\u3092\u30b3\u30df\u30c3\u30c8\u3001\u5374\u4e0b\u3001\u307e\u305f\u306f\u7de8\u96c6\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<div>\n<div style=\"width: 1920px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-4394-1\" width=\"1920\" height=\"1080\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"https:\/\/blog-github-com-develop.go-vip.co\/jp\/wp-content\/uploads\/sites\/2\/2024\/03\/303457375-1a8933c2-9171-4eab-b08f-fc19fd5a3573.mp4?_=1\" \/><a href=\"https:\/\/blog-github-com-develop.go-vip.co\/jp\/wp-content\/uploads\/sites\/2\/2024\/03\/303457375-1a8933c2-9171-4eab-b08f-fc19fd5a3573.mp4\">https:\/\/blog-github-com-develop.go-vip.co\/jp\/wp-content\/uploads\/sites\/2\/2024\/03\/303457375-1a8933c2-9171-4eab-b08f-fc19fd5a3573.mp4<\/a><\/video><\/div>\n<\/div>\n<p style=\"margin-top: 50px;\">CodeQL\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u89e3\u6790\u30c4\u30fc\u30eb\u304c\u554f\u984c\u3092\u691c\u51fa\u3059\u308b\u3068\u3001\u5f71\u97ff\u3092\u53d7\u3051\u308b\u30b3\u30fc\u30c9\u3068\u554f\u984c\u306e\u8aac\u660e\u3092\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306b\u9001\u4fe1\u3057\u3001\u30b3\u30fc\u30c9\u306e\u6a5f\u80fd\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u306a\u304f\u554f\u984c\u3092\u4fee\u6b63\u3059\u308b\u30b3\u30fc\u30c9\u7de8\u96c6\u3092\u63d0\u6848\u3059\u308b\u3088\u3046\u4f9d\u983c\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001LLM\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u69cb\u7bc9\u3001\u30e2\u30c7\u30eb\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u51e6\u7406\u3001\u6a5f\u80fd\u306e\u54c1\u8cea\u8a55\u4fa1\u3001\u30e6\u30fc\u30b6\u30fc\u3078\u306e\u63d0\u4f9b\u306e\u8a73\u7d30\u3068\u5fae\u5999\u306a\u70b9\u306b\u3064\u3044\u3066\u6398\u308a\u4e0b\u3052\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"%e8%87%aa%e5%8b%95%e4%bf%ae%e6%ad%a3%e3%83%97%e3%83%ad%e3%83%b3%e3%83%97%e3%83%88\">\u81ea\u52d5\u4fee\u6b63\u30d7\u30ed\u30f3\u30d7\u30c8<a href=\"#%e8%87%aa%e5%8b%95%e4%bf%ae%e6%ad%a3%e3%83%97%e3%83%ad%e3%83%b3%e3%83%97%e3%83%88\" class=\"heading-link\" aria-label=\"\u81ea\u52d5\u4fee\u6b63\u30d7\u30ed\u30f3\u30d7\u30c8\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>\u79c1\u305f\u3061\u306e\u6280\u8853\u306e\u4e2d\u6838\u306b\u306f\u3001LLM\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u901a\u3057\u3066\u8868\u73fe\u3055\u308c\u308bLLM\u3078\u306e\u8981\u6c42\u304c\u3042\u308a\u307e\u3059\u3002CodeQL\u9759\u7684\u89e3\u6790\u306f\u8106\u5f31\u6027\u3092\u691c\u51fa\u3057\u3001\u554f\u984c\u306e\u3042\u308b\u30b3\u30fc\u30c9\u306e\u5834\u6240\u3068\u305d\u306e\u4ed6\u306e\u95a2\u9023\u3059\u308b\u5834\u6240\u3092\u53c2\u7167\u3059\u308b\u30a2\u30e9\u30fc\u30c8\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001SQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u306e\u8106\u5f31\u6027\u306e\u5834\u5408\u3001\u30a2\u30e9\u30fc\u30c8\u306f\u6c5a\u67d3\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30af\u30a8\u30ea\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u5834\u6240\u306b\u30d5\u30e9\u30b0\u3092\u7acb\u3066\u3001\u3055\u3089\u306b\u4fe1\u983c\u3067\u304d\u306a\u3044\u30c7\u30fc\u30bf\u304c\u30b5\u30cb\u30bf\u30a4\u30ba\u3055\u308c\u305a\u306b\u3053\u306e\u5834\u6240\u306b\u5230\u9054\u3059\u308b\u53ef\u80fd\u6027\u3092\u793a\u30591\u3064\u4ee5\u4e0a\u306e\u30d5\u30ed\u30fc\u30d1\u30b9\u3092\u542b\u307f\u307e\u3059\u3002\u79c1\u305f\u3061\u306f\u8b66\u544a\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u4ee5\u4e0b\u304b\u3089\u306a\u308bLLM\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\uff1a<\/p>\n<ul>\n<li>\u3053\u306e\u7a2e\u306e\u8106\u5f31\u6027\u306b\u95a2\u3059\u308b\u4e00\u822c\u7684\u306a\u60c5\u5831\uff08\u901a\u5e38\u3001\u8106\u5f31\u6027\u306e\u4e00\u822c\u7684\u306a\u4f8b\u3068\u305d\u306e\u4fee\u6b63\u65b9\u6cd5\u3092\u542b\u307f\u3001<a href=\"https:\/\/codeql.github.com\/codeql-query-help\/\">CodeQL\u30af\u30a8\u30ea\u30fc\u30d8\u30eb\u30d7\u304b\u3089<\/a>\u62bd\u51fa\u3055\u308c\u307e\u3059\uff09\u3002<\/li>\n<li>\u8b66\u544a\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u5834\u6240\u3068\u5185\u5bb9\u3002<\/li>\n<li>\u30d5\u30ed\u30fc \u30d1\u30b9\u306b\u6cbf\u3063\u305f\u3059\u3079\u3066\u306e\u5834\u6240\u304b\u3089\u306e\u95a2\u9023\u3059\u308b\u30b3\u30fc\u30c9 \u30b9\u30cb\u30da\u30c3\u30c8\u3068\u3001\u8b66\u544a\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u53c2\u7167\u3055\u308c\u3066\u3044\u308b\u30b3\u30fc\u30c9\u306e\u5834\u6240\u3002<\/li>\n<li>\u671f\u5f85\u3059\u308b\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u6307\u5b9a\u3002<\/li>\n<\/ul>\n<p>\u6b21\u306b\u3001\u8106\u5f31\u6027\u3092\u4fee\u6b63\u3059\u308b\u305f\u3081\u306b\u30b3\u30fc\u30c9\u3092\u7de8\u96c6\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3059\u3088\u3046\u3001\u30e2\u30c7\u30eb\u306b\u8981\u6c42\u3057\u307e\u3059\u3002<\/p>\n<p>\u81ea\u52d5\u51e6\u7406\u3092\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u30e2\u30c7\u30eb\u51fa\u529b\u306e\u305f\u3081\u306e\u53b3\u5bc6\u306a\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306f\u4ee5\u4e0b\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u304b\u3089\u306a\u308bMarkdown\u3092\u51fa\u529b\u3057\u307e\u3059\uff1a<\/p>\n<ol>\n<li>\u8106\u5f31\u6027\u3092\u4fee\u6b63\u3059\u308b\u305f\u3081\u306e\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u8a73\u7d30\u306a\u6307\u793a\u3002<\/li>\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u5b9a\u7fa9\u3055\u308c\u305f\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u5f93\u3063\u305f\u3001\u5fc5\u8981\u306a\u30b3\u30fc\u30c9\u7de8\u96c6\u306e\u5b8c\u5168\u306a\u4ed5\u69d8\u3002<\/li>\n<li>\u8a72\u5f53\u3059\u308b\u5834\u5408\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u8ffd\u52a0\u3055\u308c\u308b\u3079\u304d\u4f9d\u5b58\u95a2\u4fc2\u306e\u30ea\u30b9\u30c8\u3002\u3053\u308c\u306f\u3001\u4f8b\u3048\u3070\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u307e\u3060\u4f9d\u5b58\u3057\u3066\u3044\u306a\u3044\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30b5\u30cb\u30bf\u30a4\u30ba\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4fee\u6b63\u3067\u4f7f\u7528\u3059\u308b\u5834\u5408\u306b\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ol>\n<p>\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u8aac\u660e\u306f\u3001\u30b3\u30fc\u30c9\u306e\u30b9\u30ad\u30e3\u30f3\u8b66\u544a\u3068\u3068\u3082\u306b\u30e6\u30fc\u30b6\u30fc\u306b\u8868\u793a\u3055\u308c\u3001\u305d\u306e\u5f8c\u3001\u30b3\u30fc\u30c9\u306e\u7de8\u96c6\u3068\u8ffd\u52a0\u3055\u308c\u305f\u4f9d\u5b58\u95a2\u4fc2\u304b\u3089\u69cb\u7bc9\u3055\u308c\u305f\u5dee\u5206\u30d1\u30c3\u30c1\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u30e6\u30fc\u30b6\u306f\u63d0\u6848\u3055\u308c\u305f\u4fee\u6b63\u3092\u78ba\u8a8d\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u7de8\u96c6\u30fb\u8abf\u6574\u3057\u3001\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30b3\u30df\u30c3\u30c8\u3068\u3057\u3066\u9069\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"%e5%89%8d%e5%87%a6%e7%90%86%e3%81%a8%e5%be%8c%e5%87%a6%e7%90%86\">\u524d\u51e6\u7406\u3068\u5f8c\u51e6\u7406<a href=\"#%e5%89%8d%e5%87%a6%e7%90%86%e3%81%a8%e5%be%8c%e5%87%a6%e7%90%86\" class=\"heading-link\" aria-label=\"\u524d\u51e6\u7406\u3068\u5f8c\u51e6\u7406\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>\u79c1\u305f\u3061\u306e\u30b4\u30fc\u30eb\u304c\u7d20\u6674\u3089\u3057\u3044\u30c7\u30e2\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3042\u308c\u3070\u3001\u3053\u306e\u30b7\u30f3\u30d7\u30eb\u306a\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3067\u5341\u5206\u3067\u3057\u3087\u3046\u3002\u3057\u304b\u3057\u3001\u73fe\u5b9f\u4e16\u754c\u306e\u8907\u96d1\u3055\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001LLM\u306e\u5236\u9650\u3092\u514b\u670d\u3059\u308b\u306b\u306f\u3001\u6ce8\u610f\u6df1\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f5c\u6210\u3068\u5f8c\u51e6\u7406\u306e\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u79c1\u305f\u3061\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3053\u306e\u6295\u7a3f\u5185\u3067\u5168\u3066\u3092\u8aac\u660e\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u304c\u3001\u4ee5\u4e0b\u306b\u5f71\u97ff\u306e\u5927\u304d\u3044\u5074\u9762\u306e\u3044\u304f\u3064\u304b\u3092\u6982\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"%e3%83%a2%e3%83%87%e3%83%ab%e3%82%92%e8%a1%a8%e7%a4%ba%e3%81%99%e3%82%8b%e3%82%b3%e3%83%bc%e3%83%89%e3%81%ae%e9%81%b8%e6%8a%9e\">\u30e2\u30c7\u30eb\u3092\u8868\u793a\u3059\u308b\u30b3\u30fc\u30c9\u306e\u9078\u629e<a href=\"#%e3%83%a2%e3%83%87%e3%83%ab%e3%82%92%e8%a1%a8%e7%a4%ba%e3%81%99%e3%82%8b%e3%82%b3%e3%83%bc%e3%83%89%e3%81%ae%e9%81%b8%e6%8a%9e\" class=\"heading-link\" aria-label=\"\u30e2\u30c7\u30eb\u3092\u8868\u793a\u3059\u308b\u30b3\u30fc\u30c9\u306e\u9078\u629e\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h3>\n<p>CodeQL 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id=\"%e4%be%9d%e5%ad%98%e9%96%a2%e4%bf%82%e3%81%ae%e8%bf%bd%e5%8a%a0\">\u4f9d\u5b58\u95a2\u4fc2\u306e\u8ffd\u52a0<a href=\"#%e4%be%9d%e5%ad%98%e9%96%a2%e4%bf%82%e3%81%ae%e8%bf%bd%e5%8a%a0\" class=\"heading-link\" aria-label=\"\u4f9d\u5b58\u95a2\u4fc2\u306e\u8ffd\u52a0\" data-anchorjs-icon=\"#\" style=\"padding-left: 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0.375em;\"><\/a><\/h3>\n<p>\u30b3\u30fc\u30c9\u7de8\u96c6\u3092\u6307\u5b9a\u3059\u308b\u30e2\u30c7\u30eb\u306e\u305f\u3081\u306e\u30b3\u30f3\u30d1\u30af\u30c8\u306a\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002\u4e00\u756a\u308f\u304b\u308a\u3084\u3059\u3044\u306e\u306f\u3001\u30e2\u30c7\u30eb\u306b\u6a19\u6e96\u7684\u306adiff\u30d1\u30c3\u30c1\u3092\u76f4\u63a5\u51fa\u529b\u3055\u305b\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u6b8b\u5ff5\u306a\u3053\u3068\u306b\u3001\u5b9f\u9a13\u306b\u3088\u308b\u3068\u3001\u3053\u306e\u65b9\u6cd5\u306f\u30e2\u30c7\u30eb\u306e\u65e2\u77e5\u306e\u7b97\u8853\u7684\u306a\u96e3\u70b9\u3092\u60aa\u5316\u3055\u305b\u3001\u767a\u898b\u7684\u306a\u4fee\u6b63\u3092\u884c\u3046\u306e\u306b\u5341\u5206\u306a\u30b3\u30fc\u30c9\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u306a\u3044\u307e\u307e\u3001\u3057\u3070\u3057\u3070\u8aa4\u3063\u305f\u884c\u756a\u53f7\u306e\u8a08\u7b97\u3092\u884c\u3046\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u79c1\u305f\u3061\u306f\u3001\u30e2\u30c7\u30eb\u304c\u4f7f\u7528\u3067\u304d\u308b\u884c\u7de8\u96c6\u30b3\u30de\u30f3\u30c9\u306e\u56fa\u5b9a\u30bb\u30c3\u30c8\u3092\u5b9a\u7fa9\u3059\u308b\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u4ee3\u66ff\u6848\u3092\u5b9f\u9a13\u3057\u307e\u3057\u305f\u3002\u5b9f\u969b\u306b\u6700\u826f\u306e\u7d50\u679c\u3092\u3082\u305f\u3089\u3057\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30e2\u30c7\u30eb\u304c\u300c\u5909\u66f4\u524d\u300d\u3068\u300c\u5909\u66f4\u5f8c\u300d\u306e\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u3092\u63d0\u4f9b\u3057\u3001\u5909\u66f4\u304c\u5fc5\u8981\u306a\u30b9\u30cb\u30da\u30c3\u30c8\uff08\u5468\u56f2\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u884c\u3092\u542b\u3080\uff09\u3068\u7de8\u96c6\u5185\u5bb9\u3092\u793a\u3059\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n<h3 id=\"%e3%83%a2%e3%83%87%e3%83%ab%e3%82%a8%e3%83%a9%e3%83%bc%e3%81%ae%e5%85%8b%e6%9c%8d\">\u30e2\u30c7\u30eb\u30a8\u30e9\u30fc\u306e\u514b\u670d<a href=\"#%e3%83%a2%e3%83%87%e3%83%ab%e3%82%a8%e3%83%a9%e3%83%bc%e3%81%ae%e5%85%8b%e6%9c%8d\" class=\"heading-link\" aria-label=\"\u30e2\u30c7\u30eb\u30a8\u30e9\u30fc\u306e\u514b\u670d\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h3>\n<p>\u30e2\u30c7\u30eb\u51fa\u529b\u306e\u5c0f\u3055\u306a\u30a8\u30e9\u30fc\u3092\u691c\u51fa\u3057\u3066\u4fee\u6b63\u3059\u308b\u305f\u3081\u306b\u3001\u3055\u307e\u3056\u307e\u306a\u5f8c\u51e6\u7406\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001&#8221;before &#8220;\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u306f\u5143\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3068\u5b8c\u5168\u306b\u4e00\u81f4\u3057\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u3057\u3001\u884c\u756a\u53f7\u304c\u308f\u305a\u304b\u306b\u305a\u308c\u3066\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u79c1\u305f\u3061\u306f\u3001\u30a4\u30f3\u30c7\u30f3\u30c8\u3001\u30bb\u30df\u30b3\u30ed\u30f3\u3001\u30b3\u30fc\u30c9\u30b3\u30e1\u30f3\u30c8\u306a\u3069\u306e\u30a8\u30e9\u30fc\u3092\u514b\u670d\u3057\u4fee\u6b63\u3057\u306a\u304c\u3089\u3001\u5143\u306e\u30b3\u30fc\u30c9\u3068\u4e00\u81f4\u3059\u308b\u3088\u3046\u306b\u30d5\u30a1\u30b8\u30fc\u691c\u7d22\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002\u7de8\u96c6\u3057\u305f\u30b3\u30fc\u30c9\u306b\u69cb\u6587\u30a8\u30e9\u30fc\u304c\u306a\u3044\u304b\u3001\u30d1\u30fc\u30b5\u30fc\u3092\u4f7f\u3063\u3066\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u540d\u524d\u89e3\u6c7a\u30c1\u30a7\u30c3\u30af\u3084\u578b\u30c1\u30a7\u30c3\u30af\u306a\u3069\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30fb\u30c1\u30a7\u30c3\u30af\u3082\u884c\u3044\u307e\u3059\u3002\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u306b\u4fee\u6b63\u3067\u304d\u306a\u3044\u30a8\u30e9\u30fc\u3092\u691c\u51fa\u3057\u305f\u5834\u5408\u306f\u3001\u63d0\u6848\u3055\u308c\u305f\u7de8\u96c6\u3092\uff08\u90e8\u5206\u7684\u306b\uff09\u9593\u9055\u3063\u3066\u3044\u308b\u3068\u30d5\u30e9\u30b0\u3092\u7acb\u3066\u307e\u3059\u3002\u30e2\u30c7\u30eb\u304c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u8ffd\u52a0\u3059\u308b\u65b0\u3057\u3044\u4f9d\u5b58\u95a2\u4fc2\u3092\u63d0\u6848\u3059\u308b\u5834\u5408\u3001\u3053\u308c\u3089\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u30ec\u30b8\u30b9\u30c8\u30ea\u306b\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u691c\u8a3c\u3057\u3001\u65e2\u77e5\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u3084\u60aa\u610f\u306e\u3042\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u306a\u3044\u304b\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"%e8%a9%95%e4%be%a1%e3%81%a8%e5%8f%8d%e5%be%a9\">\u8a55\u4fa1\u3068\u53cd\u5fa9<a href=\"#%e8%a9%95%e4%be%a1%e3%81%a8%e5%8f%8d%e5%be%a9\" class=\"heading-link\" aria-label=\"\u8a55\u4fa1\u3068\u53cd\u5fa9\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>LLM\u306e\u8a08\u7b97\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u5316\u3059\u308b\u3068\u540c\u6642\u306b\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u3092\u7e70\u308a\u8fd4\u3057\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u3001\u4fee\u6b63\u63d0\u6848\u3092\u5927\u898f\u6a21\u306b\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002autofix\u3092\u30c7\u30e2\u30af\u30aa\u30ea\u30c6\u30a3\u304b\u3089\u672c\u756a\u30af\u30aa\u30ea\u30c6\u30a3\u306b\u5f15\u304d\u4e0a\u3052\u308b\u306b\u3042\u305f\u308a\u3001\u79c1\u305f\u3061\u306f\u8fc5\u901f\u306a\u8a55\u4fa1\u3068\u53cd\u5fa9\u3092\u53ef\u80fd\u306b\u3059\u308b\u5e83\u7bc4\u306a\u81ea\u52d5\u30c6\u30b9\u30c8\u30cf\u30fc\u30cd\u30b9\u306b\u4f9d\u5b58\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u30c6\u30b9\u30c8\u30cf\u30fc\u30cd\u30b9\u306e\u6700\u521d\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u3001\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u30a2\u30e9\u30fc\u30c8\u3092\u542b\u3080\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u51e6\u7406\u3059\u308b\u30c7\u30fc\u30bf\u53ce\u96c6\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u3042\u308a\u3001\u30a2\u30e9\u30fc\u30c8\u4f4d\u7f6e\u306e\u30c6\u30b9\u30c8\u30ab\u30d0\u30ec\u30c3\u30b8\u3092\u6301\u3064\u30a2\u30e9\u30fc\u30c8\u3092\u53ce\u96c6\u3059\u308b\u3002\u6700\u521d\u306b\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u305f\u8a00\u8a9e\u3067\u3042\u308bJavaScript \/ TypeScript\u3067\u306f\u300163\u306eCodeQL\u30af\u30a8\u30ea\u304b\u3089\u30c6\u30b9\u30c8\u30ab\u30d0\u30ec\u30c3\u30b8\u3092\u6301\u30641,400\u4ee5\u4e0a\u306e\u30a2\u30e9\u30fc\u30c8\u3092\u53ce\u96c6\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u30c6\u30b9\u30c8\u30cf\u30fc\u30cd\u30b9\u306e2\u3064\u76ee\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u3001\u8a55\u4fa1\u30bb\u30c3\u30c8\u5185\u306e\u5404\u30a2\u30e9\u30fc\u30c8\u306b\u5bfe\u3057\u3066autofix\u3092\u5b9f\u884c\u3059\u308bGitHub Actions\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u3059\u3002\u751f\u6210\u3055\u308c\u305f\u4fee\u6b63\u3092\u30d5\u30a9\u30fc\u30af\u3067\u30b3\u30df\u30c3\u30c8\u3057\u305f\u5f8c\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306fCodeQL\u3068\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30c6\u30b9\u30c8\u30b9\u30a4\u30fc\u30c8\u306e\u4e21\u65b9\u3092\u5b9f\u884c\u3057\u3001\u4fee\u6b63\u306e\u59a5\u5f53\u6027\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u7279\u306b\u3001\u4fee\u6b63\u306f\u4ee5\u4e0b\u306e\u5834\u5408\u306b\u306e\u307f\u6210\u529f\u3057\u305f\u3068\u307f\u306a\u3055\u308c\u307e\u3059\uff1a<\/p>\n<ul>\n<li>CodeQL\u30a2\u30e9\u30fc\u30c8\u3092\u524a\u9664\u3059\u308b\u3002<\/li>\n<li>\u65b0\u3057\u3044 CodeQL \u8b66\u544a\u304c\u767a\u751f\u3057\u306a\u3044\u3002<\/li>\n<li>\u69cb\u6587\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u306a\u3044\u3002<\/li>\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u5909\u66f4\u3057\u306a\u3044\u3002<\/li>\n<\/ul>\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u30b3\u30fc\u30c9\u7de8\u96c6\u5f62\u5f0f\u3001\u304a\u3088\u3073\u3055\u307e\u3056\u307e\u306a\u5f8c\u51e6\u7406\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u306b\u3064\u3044\u3066\u7e70\u308a\u8fd4\u3057\u691c\u8a0e\u3057\u306a\u304c\u3089\u3001\u3053\u306e\u30c6\u30b9\u30c8 \u30cf\u30fc\u30cd\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u5909\u66f4\u304c\u6210\u529f\u7387\u3092\u5411\u4e0a\u3055\u305b\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\u81ea\u52d5\u5316\u3055\u308c\u305f\u8a55\u4fa1\u3068\u5b9a\u671f\u7684\u306a\u624b\u4f5c\u696d\u306b\u3088\u308b\u30c8\u30ea\u30a2\u30fc\u30b8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u6700\u3082\u4e00\u822c\u7684\u306a\u554f\u984c\u306b\u52b4\u529b\u3092\u96c6\u4e2d\u3055\u305b\u3001\u81ea\u52d5\u5316\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7cbe\u5ea6\u3092\u691c\u8a3c\u3057\u307e\u3057\u305f\u3002\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u958b\u767a\u3078\u306e\u3053\u306e\u53b3\u683c\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u6210\u529f\u7387\u30923\u500d\u306b\u9ad8\u3081\u308b\u3068\u540c\u6642\u306b\u3001LLM\u306e\u8a08\u7b97\u8981\u4ef6\u30926\u5206\u306e1\u306b\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"%e3%82%a2%e3%83%bc%e3%82%ad%e3%83%86%e3%82%af%e3%83%81%e3%83%a3%e3%80%81%e3%82%a4%e3%83%b3%e3%83%95%e3%83%a9%e3%80%81%e3%83%a6%e3%83%bc%e3%82%b6%e3%83%bc%e3%83%bb%e3%82%a8%e3%82%af%e3%82%b9%e3%83%9a\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u30a4\u30f3\u30d5\u30e9\u3001\u30e6\u30fc\u30b6\u30fc\u30fb\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9<a href=\"#%e3%82%a2%e3%83%bc%e3%82%ad%e3%83%86%e3%82%af%e3%83%81%e3%83%a3%e3%80%81%e3%82%a4%e3%83%b3%e3%83%95%e3%83%a9%e3%80%81%e3%83%a6%e3%83%bc%e3%82%b6%e3%83%bc%e3%83%bb%e3%82%a8%e3%82%af%e3%82%b9%e3%83%9a\" class=\"heading-link\" aria-label=\"\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u30a4\u30f3\u30d5\u30e9\u3001\u30e6\u30fc\u30b6\u30fc\u30fb\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>\u6709\u7528\u306a\u4fee\u6b63\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u306f\u7b2c\u4e00\u6b69\u3067\u3059\u304c\u3001\u305d\u308c\u3092\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u4f9b\u3059\u308b\u306b\u306f\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u3055\u3089\u306a\u308b\u6539\u826f\u304c\u5fc5\u8981\u3067\u3059\u3002\u30b7\u30f3\u30d7\u30eb\u3055\u3092\u8ffd\u6c42\u3057\u3001\u53ef\u80fd\u306a\u9650\u308a\u65e2\u5b58\u306e\u6a5f\u80fd\u306e\u4e0a\u306bautofix\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306f\u3001<a href=\"https:\/\/docs.github.com\/code-security\/code-scanning\/managing-code-scanning-alerts\/triaging-code-scanning-alerts-in-pull-requests#about-code-scanning-results-on-pull-requests\">\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30cb\u30f3\u30b0\u306e\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092<\/a>\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u30a2\u30e9\u30fc\u30c8\u3068\u3068\u3082\u306b\u3001\u30e6\u30fc\u30b6\u306f\u4fee\u6b63\u6848\u3092\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4fee\u6b63\u6848\u306b\u306f\u3001\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5dee\u5206\u306e\u7bc4\u56f2\u5916\u306e\u8907\u6570\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u5909\u66f4\u6848\u304c\u542b\u307e\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u4fee\u6b63\u306b\u95a2\u3059\u308b\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u8aac\u660e\u3082\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u63d0\u6848\u3055\u308c\u305f\u4fee\u6b63\u3092\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u76f4\u63a5\u30b3\u30df\u30c3\u30c8\u3057\u305f\u308a\u3001\u30ed\u30fc\u30ab\u30eb\u306e IDE \u3084 GitHub Codespaces\u3067\u7de8\u96c6\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3082\u3001\u65e2\u5b58\u306e\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u30b7\u30fc\u30e0\u30ec\u30b9\u3067\u3059\u3002\u304a\u5ba2\u69d8\u306f\u3001\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308bCodeQL\u30af\u30a8\u30ea\u306e\u4fee\u6b63\u5019\u88dc\u3092\u898b\u308b\u305f\u3081\u306b\u3001\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u5909\u66f4\u3092\u52a0\u3048\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p><a href=\"https:\/\/blog-github-com-develop.go-vip.co\/wp-content\/uploads\/2024\/02\/code-scanning-workflow.png\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-76596 width-fit\" src=\"https:\/\/blog-github-com-develop.go-vip.co\/wp-content\/uploads\/2024\/02\/code-scanning-workflow.png?resize=1024%2C365\" alt=\"Diagram outlining the code scanning pull request workflow.\" width=\"1024\" height=\"365\" \/><\/a><\/p>\n<p>\u30e6\u30fc\u30b6\u30fc\u306f\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u958b\u304f\u304b\u3001\u30b3\u30df\u30c3\u30c8\u3092\u30d7\u30c3\u30b7\u30e5\u3057\u307e\u3059\u3002\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u306f\u901a\u5e38\u901a\u308a\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u307e\u305f\u306f\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3 CI \u30b7\u30b9\u30c6\u30e0\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u4e00\u90e8\u3068\u3057\u3066\u5b9f\u884c\u3055\u308c\u3001\u7d50\u679c\u3092 SARIF \u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3 API 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href=\"https:\/\/docs.github.com\/code-security\/code-scanning\/integrating-with-code-scanning\/sarif-support-for-code-scanning#about-sarif-support\">SARIF<\/a>\u30a2\u30e9\u30fc\u30c8\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u95a2\u9023\u3059\u308b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u8ffd\u52a0\u3057\u3066\u3001LLM\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002LLM\u306f\u3001Azure\u4e0a\u3067LLM\u3092\u5b9f\u884c\u3059\u308b\u5185\u90e8\u5c55\u958b\u3055\u308c\u305fAPI\u3078\u306e\u8a8d\u8a3c\u3055\u308c\u305fAPI\u30b3\u30fc\u30eb\u306b\u3088\u3063\u3066\u547c\u3073\u51fa\u3055\u308c\u307e\u3059\u3002LLM\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u306f\u3001\u7279\u5b9a\u306e\u30af\u30e9\u30b9\u306e\u6709\u5bb3\u306a\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u9632\u6b62\u3059\u308b\u305f\u3081\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306b\u304b\u3051\u3089\u308c\u307e\u3059\u3002\u4fee\u6b63\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u30fc\u306f\u3001LLM 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id=\"%e9%81%a0%e9%9a%94%e6%b8%ac%e5%ae%9a%e3%81%a8%e3%83%a2%e3%83%8b%e3%82%bf%e3%83%aa%e3%83%b3%e3%82%b0\">\u9060\u9694\u6e2c\u5b9a\u3068\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<a href=\"#%e9%81%a0%e9%9a%94%e6%b8%ac%e5%ae%9a%e3%81%a8%e3%83%a2%e3%83%8b%e3%82%bf%e3%83%aa%e3%83%b3%e3%82%b0\" class=\"heading-link\" aria-label=\"\u9060\u9694\u6e2c\u5b9a\u3068\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\" data-anchorjs-icon=\"#\" style=\"padding-left: 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CLI \u3084 Codespaces 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id=\"%e6%ac%a1%e3%81%af%e3%81%a9%e3%81%86%e3%81%aa%e3%82%8b%e3%81%ae%e3%81%8b%ef%bc%9f\">\u6b21\u306f\u3069\u3046\u306a\u308b\u306e\u304b\uff1f<a href=\"#%e6%ac%a1%e3%81%af%e3%81%a9%e3%81%86%e3%81%aa%e3%82%8b%e3%81%ae%e3%81%8b%ef%bc%9f\" class=\"heading-link\" aria-label=\"\u6b21\u306f\u3069\u3046\u306a\u308b\u306e\u304b\uff1f\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>\u30b3\u30fc\u30c9\u30fb\u30b9\u30ad\u30e3\u30f3\u306eautofix\u30d9\u30fc\u30bf\u7248\u3092\u3088\u308a\u591a\u304f\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u5c55\u958b\u3057\u306a\u304c\u3089\u3001\u79c1\u305f\u3061\u306f\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53ce\u96c6\u3057\u3001\u30da\u30fc\u30d1\u30fc\u30ab\u30c3\u30c8\u3092\u4fee\u6b63\u3057\u3001\u79c1\u305f\u3061\u306e\u63d0\u6848\u304c\u5b9f\u969b\u306b\u4e16\u306e\u4e2d\u306b\u51fa\u56de\u3063\u3066\u3044\u308b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u306b\u5bfe\u3057\u3066\u6709\u7528\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u76e3\u8996\u3057\u3066\u3044\u307e\u3059\u3002\u4e26\u884c\u3057\u3066\u3001autofix\u3092\u3088\u308a\u591a\u304f\u306e\u8a00\u8a9e\u3068\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u62e1\u5927\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u6539\u5584\u3057\u3066\u3044\u307e\u3059\u3002\u30d1\u30d6\u30ea\u30c3\u30af\u30fb\u30d9\u30fc\u30bf\u306b\u53c2\u52a0\u3057\u305f\u3044\u65b9\u306f\u3001<a href=\"https:\/\/github.com\/features\/preview\/security\">\u3053\u3061\u3089\u304b\u3089\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7\u3057\u3066<\/a>\u304f\u3060\u3055\u3044\u3002\u8fd1\u65e5\u4e2d\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u3054\u671f\u5f85\u304f\u3060\u3055\u3044\uff01<\/p>\n<div>\n<hr style=\"width: 65%; margin-top: 50px;\" \/>\n<p style=\"width: 65%;\">CodeQL\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<a href=\"https:\/\/github.com\/features\/security\/code\">\u4eca\u3059\u3050<\/a>\u59cb\u3081\u307e\u3057\u3087\u3046\u3002<\/p>\n<hr style=\"width: 65%; margin-bottom: 50px;\" \/>\n<\/div>\n<p>The post<a href=\"https:\/\/blog-github-com-develop.go-vip.co\/2024-02-14-fixing-security-vulnerabilities-with-ai\/\">Fixing security vulnerabilities with AI<\/a>appeared first on<a href=\"https:\/\/blog-github-com-develop.go-vip.co\">The GitHub Blog<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>GitHub\u30a2\u30c9\u30d0\u30f3\u30b9\u30c8\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u81ea\u52d5\u4fee\u6b63\u6a5f\u80fd\u306e\u4e2d\u8eab\u3092\u8997\u3044\u3066\u307f\u3088\u3046\u3002<\/p>\n","protected":false},"author":2030,"featured_media":4395,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false},"categories":[31],"tags":[161,226,233,136,146],"coauthors":[107],"class_list":["post-4394","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-engineering","tag-ai","tag-code-scanning","tag-codeql","tag-github-advanced-security","tag-security"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u8106\u5f31\u6027\u3092AI\u3067\u4fee\u6b63\u3059\u308b - GitHub\u30d6\u30ed\u30b0<\/title>\n<meta name=\"description\" content=\"GitHub\u30a2\u30c9\u30d0\u30f3\u30b9\u30c8\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30b3\u30fc\u30c9\u30b9\u30ad\u30e3\u30f3\u81ea\u52d5\u4fee\u6b63\u6a5f\u80fd\u306e\u4e2d\u8eab\u3092\u8997\u3044\u3066\u307f\u3088\u3046\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blog-github-com-develop.go-vip.co\/jp\/2024-03-25-fixing-security-vulnerabilities-with-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Ishikawa Setsuna\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ishikawa Setsuna\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/blog-github-com-develop.go-vip.co\\\/jp\\\/2024-03-25-fixing-security-vulnerabilities-with-ai\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/blog-github-com-develop.go-vip.co\\\/jp\\\/2024-03-25-fixing-security-vulnerabilities-with-ai\\\/\"},\"author\":{\"name\":\"Ishikawa 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