{"id":69,"date":"2026-03-31T08:00:00","date_gmt":"2026-03-30T23:00:00","guid":{"rendered":"https:\/\/classlab.co.jp\/engineer\/blog\/?p=69"},"modified":"2026-04-08T13:45:13","modified_gmt":"2026-04-08T04:45:13","slug":"ai-driven-dev-team","status":"publish","type":"post","link":"https:\/\/classlab.co.jp\/engineer\/blog\/ai-driven-dev-team\/","title":{"rendered":"Claude Code\u5168\u54e1\u5c0e\u5165\u3067\u30ec\u30d3\u30e5\u30fc\u6642\u959374%\u77ed\u7e2e\u3057\u305f\u8a71"},"content":{"rendered":"\n<blockquote class=\"is-layout-flow wp-block-quote-is-layout-flow\">\n<p>ClassLab Engineering \u306e Dev \u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u304c\u57f7\u7b46\u3057\u307e\u3057\u305f\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u300c\u500b\u4eba\u3067\u4f7f\u3063\u3066\u307f\u305f\u300d\u8a18\u4e8b\u306f\u5c71\u307b\u3069\u3042\u308a\u307e\u3059\u3002\u3067\u3082\u3001<strong>\u30c1\u30fc\u30e0\u5168\u54e1\u304cAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u904b\u7528\u30eb\u30fc\u30eb\u3092\u6574\u5099\u3057\u3001\u5b9a\u91cf\u7684\u306b\u52b9\u679c\u3092\u6e2c\u5b9a\u3057\u3066\u3044\u308b<\/strong>\u4e8b\u4f8b\u306f\u3001\u307e\u3060\u5c11\u306a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u79c1\u305f\u3061ClassLab\u306f\u300110\u540d\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u30c1\u30fc\u30e0\u5168\u54e1\u304cClaude Code\u3068GitHub Copilot\u3092\u65e5\u5e38\u696d\u52d9\u3067\u4f7f\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<strong>\u30c1\u30fc\u30e0\u5c0e\u5165\u306e\u8a2d\u8a08\u5224\u65ad\u3001\u72ec\u81ea\u306e\u6210\u719f\u5ea6\u30e2\u30c7\u30eb\u30013\u5c64\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u5168\u5bb9\u3001\u305d\u3057\u30663\u30f6\u6708\u9593\u306e\u5b9a\u91cf\u7d50\u679c<\/strong>\u3092\u5305\u307f\u96a0\u3055\u305a\u516c\u958b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8aad\u8005\u304c\u6301\u3061\u5e30\u308c\u308b\u3082\u306e\u3068\u3057\u3066\u3001<strong>AI\u99c6\u52d5\u958b\u767a \u6210\u719f\u5ea6\u30e2\u30c7\u30eb\uff085\u6bb5\u968e\uff09<\/strong>\u306e\u30bb\u30eb\u30d5\u30c1\u30a7\u30c3\u30af\u30b7\u30fc\u30c8\u3068\u3001<strong>Claude Code\u8a2d\u5b9a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8<\/strong>\u3092\u8a18\u4e8b\u672b\u5c3e\u306b\u7528\u610f\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u76ee\u6b21<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"#1-\u80cc\u666f\">\u80cc\u666f \u2014 \u306a\u305c\u30c1\u30fc\u30e0\u5168\u4f53\u3067AI\u30c4\u30fc\u30eb\u3092\u5c0e\u5165\u3057\u305f\u304b<\/a><\/li>\n<li><a href=\"#2-\u8ab2\u984c\">\u8ab2\u984c \u2014 \u5c0e\u5165\u524d\u306e5\u3064\u306e\u75db\u307f<\/a><\/li>\n<li><a href=\"#3-\u8a2d\u8a08\">\u8a2d\u8a08 \u2014 2\u3064\u306e\u30c4\u30fc\u30eb\u306e\u4f7f\u3044\u5206\u3051\u30683\u5c64\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/a><\/li>\n<li><a href=\"#4-\u5b9f\u88c5\">\u5b9f\u88c5 \u2014 3\u30d5\u30a7\u30fc\u30ba\u306e\u5c55\u958b\u3068\u904b\u7528\u30eb\u30fc\u30eb<\/a><\/li>\n<li><a href=\"#5-\u7d50\u679c\">\u7d50\u679c \u2014 3\u30f6\u6708\u9593\u306e\u5b9a\u91cf\u30fb\u5b9a\u6027\u30c7\u30fc\u30bf<\/a><\/li>\n<li><a href=\"#6-\u6210\u719f\u5ea6\u30e2\u30c7\u30eb\">AI\u99c6\u52d5\u958b\u767a \u6210\u719f\u5ea6\u30e2\u30c7\u30eb \u2014 \u30c1\u30fc\u30e0\u306e\u73fe\u5728\u5730\u3092\u6e2c\u308b<\/a><\/li>\n<li><a href=\"#7-\u5931\u6557\u8ac7\">\u3046\u307e\u304f\u3044\u304b\u306a\u304b\u3063\u305f\u3053\u3068 \u2014 \u6b63\u76f4\u306a\u5931\u6557\u8ac75\u9078<\/a><\/li>\n<li><a href=\"#8-\u5c55\u671b\">\u5c55\u671b \u2014 \u6b21\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068<\/a><\/li>\n<li><a href=\"#9-\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\">\u5c0e\u5165\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8 \u2014 \u660e\u65e5\u304b\u3089\u4f7f\u3048\u308b\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb<\/a><\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"1-\u80cc\u666f\">1. \u80cc\u666f \u2014 \u306a\u305c\u30c1\u30fc\u30e0\u5168\u4f53\u3067AI\u30c4\u30fc\u30eb\u3092\u5c0e\u5165\u3057\u305f\u304b<\/h2>\n\n\n\n<p>ClassLab\u306f\u30e9\u30a4\u30d5\u30e9\u30a4\u30f3\uff08\u96fb\u6c17\u30fb\u30ac\u30b9\uff09\u306e\u53d6\u6b21\u4e8b\u696d\u3092\u57fa\u76e4\u306b\u3001\u5e74\u959315\u4e07\u4ef6\u306e\u7533\u8fbc\u51e6\u7406\u3092\u652f\u3048\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u81ea\u793e\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u7d0410\u540d\u3002\u5c11\u4eba\u6570\u3067\u8907\u6570\u306e\u65b0\u898f\u4e8b\u696d\uff08AI\u97f3\u58f0\u7814\u4fee\u3001\u30b3\u30fc\u30eb\u30bb\u30f3\u30bf\u30fc\u81ea\u52d5\u5316\u3001\u4e0d\u52d5\u7523\u30c6\u30c3\u30af\u5411\u3051\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u306a\u3069\uff09\u3092\u540c\u6642\u306b\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>2025\u5e74\u5f8c\u534a\u30012\u3064\u306e\u9650\u754c\u306b\u76f4\u9762\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9650\u754c\u2460: \u958b\u767a\u901f\u5ea6\u304c\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u8ffd\u3044\u3064\u304b\u306a\u3044<\/h3>\n\n\n\n<p>\u65b0\u898f\u4e8b\u696d\u306e\u7acb\u3061\u4e0a\u304c\u308a\u304c\u52a0\u901f\u3059\u308b\u4e00\u65b9\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u982d\u6570\u306f\u5897\u3048\u306a\u3044\u3002\u63a1\u7528\u306f\u534a\u5e74\u301c1\u5e74\u304b\u304b\u308b\u3002<strong>\u300c\u4eca\u3044\u308b\u30e1\u30f3\u30d0\u30fc\u306e\u751f\u7523\u6027\u30922\u500d\u306b\u3059\u308b\u300d\u4ee5\u5916\u306b\u89e3\u304c\u306a\u304b\u3063\u305f<\/strong>\u306e\u304c\u6b63\u76f4\u306a\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9650\u754c\u2461: AI\u6d3b\u7528\u304c\u5c5e\u4eba\u5316\u3057\u3066\u3044\u305f<\/h3>\n\n\n\n<p>\u4e00\u90e8\u306e\u30e1\u30f3\u30d0\u30fc\u304cGitHub Copilot\u3092\u4f7f\u3044\u59cb\u3081\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u6d3b\u7528\u30ec\u30d9\u30eb\u306f\u30d0\u30e9\u30d0\u30e9\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"mermaid\">\ngraph LR\n    A[\u30e1\u30f3\u30d0\u30fcA: \u30b3\u30fc\u30c9\u88dc\u5b8c\u306e\u307f] --> X[\u30ca\u30ec\u30c3\u30b8\u304c\u5206\u6563]\n    B[\u30e1\u30f3\u30d0\u30fcB: \u30c6\u30b9\u30c8\u751f\u6210\u306b\u6d3b\u7528] --> X\n    C[\u30e1\u30f3\u30d0\u30fcC: \u672a\u4f7f\u7528] --> X\n    X --> Y[\u30c1\u30fc\u30e0\u3068\u3057\u3066\u306e\u5b66\u7fd2\u304c\u9032\u307e\u306a\u3044]\n<\/pre>\n\n\n\n<p>\u300c\u3042\u306e\u4eba\u306fAI\u3092\u3046\u307e\u304f\u4f7f\u3048\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u5c5e\u4eba\u7684\u306a\u72b6\u614b\u3067\u306f\u3001\u30c1\u30fc\u30e0\u5168\u4f53\u306e\u751f\u7523\u6027\u306f\u4e0a\u304c\u308a\u307e\u305b\u3093\u3002AI\u6d3b\u7528\u3092<strong>\u500b\u4eba\u306e\u597d\u307f\u304b\u3089\u30c1\u30fc\u30e0\u306e\u30a4\u30f3\u30d5\u30e9\u306b\u5f15\u304d\u4e0a\u3052\u308b<\/strong>\u2014\u2014\u3053\u308c\u304c\u5168\u4f53\u5c0e\u5165\u306e\u51fa\u767a\u70b9\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2-\u8ab2\u984c\">2. \u8ab2\u984c \u2014 \u5c0e\u5165\u524d\u306e5\u3064\u306e\u75db\u307f<\/h2>\n\n\n\n<p>AI\u30c4\u30fc\u30eb\u5c0e\u5165\u524d\u306e\u30c1\u30fc\u30e0\u306e\u72b6\u614b\u3092\u30015\u3064\u306e\u6307\u6a19\u3067\u5b9a\u91cf\u5316\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table>\n<thead>\n<tr>\n<th>#<\/th>\n<th>\u6307\u6a19<\/th>\n<th>\u5c0e\u5165\u524d\u306e\u5024<\/th>\n<th>\u75db\u307f\u306e\u672c\u8cea<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u5f85\u3061\u6642\u9593<\/td>\n<td><strong>\u5e73\u57474.2\u6642\u9593<\/strong><\/td>\n<td>\u30ec\u30d3\u30e5\u30a2\u30fc\u306e\u30ad\u30e3\u30d1\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3002PR\u3092\u51fa\u3057\u3066\u304b\u3089\u534a\u65e5\u653e\u7f6e\u304c\u5e38\u614b<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u4f5c\u6210\u6642\u9593<\/td>\n<td><strong>1\u4ef6\u3042\u305f\u308a3-5\u6642\u9593<\/strong><\/td>\n<td>\u8a2d\u8a08\u66f8\u30fb\u8b70\u4e8b\u9332\u30fb\u904b\u7528\u624b\u9806\u66f8\u304c\u6e9c\u307e\u308a\u7d9a\u3051\u308b<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u30c6\u30b9\u30c8\u30ab\u30d0\u30ec\u30c3\u30b8<\/td>\n<td><strong>42%<\/strong><\/td>\n<td>\u300c\u30c6\u30b9\u30c8\u3092\u66f8\u304f\u6642\u9593\u304c\u306a\u3044\u300d\u304c\u53e3\u7656\u306b<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u30d0\u30b0\u4fee\u6b63\u306e\u521d\u52d5<\/td>\n<td><strong>\u5e73\u57471.5\u55b6\u696d\u65e5<\/strong><\/td>\n<td>\u539f\u56e0\u8abf\u67fb\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u4fee\u6b63\u7740\u624b\u304c\u7fcc\u65e5\u4ee5\u964d\u306b<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>1\u4eba\u3042\u305f\u308a\u6708\u9593PR\u6570<\/td>\n<td><strong>12\u4ef6<\/strong><\/td>\n<td>\u670820\u55b6\u696d\u65e5\u306712\u4ef6 = 1.7\u65e5\u306b1\u4ef6\u3002\u6a5f\u80fd\u958b\u767a\u306b\u624b\u304c\u56de\u3089\u306a\u3044<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p>\u6700\u3082\u81f4\u547d\u7684\u3060\u3063\u305f\u306e\u306f<strong>\u2460\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u306e\u5f85\u3061\u6642\u9593<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>10\u540d\u306e\u30c1\u30fc\u30e0\u3067\u306f\u3001\u30ec\u30d3\u30e5\u30a2\u30fc\u306b\u5272\u3051\u308b\u4eba\u6570\u304c\u9650\u3089\u308c\u307e\u3059\u3002PR\u3092\u51fa\u3057\u3066\u304b\u3089\u300c\u898b\u307e\u3057\u305f\u300d\u306e\u8fd4\u4e8b\u304c\u6765\u308b\u307e\u30674\u6642\u9593\u3002\u4fee\u6b63\u6307\u6458\u304c\u5165\u308c\u3070\u3055\u3089\u306b1\u30e9\u30a6\u30f3\u30c9\u3002\u3053\u306e\u5f85\u3061\u6642\u9593\u304c\u30c7\u30d7\u30ed\u30a4\u983b\u5ea6\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"mermaid\">\ngraph TD\n    PR[PR\u4f5c\u6210] -->|\u5f85\u3061 4.2h| R1[\u30ec\u30d3\u30e5\u30fc1\u56de\u76ee]\n    R1 -->|\u4fee\u6b63 1-2h| FIX[\u4fee\u6b63\u30b3\u30df\u30c3\u30c8]\n    FIX -->|\u5f85\u3061 2-3h| R2[\u30ec\u30d3\u30e5\u30fc2\u56de\u76ee]\n    R2 --> MERGE[\u30de\u30fc\u30b8]\n    \n    style PR fill:#ef4444,color:#fff\n    style R1 fill:#f59e0b,color:#fff\n    style R2 fill:#f59e0b,color:#fff\n    style MERGE fill:#10b981,color:#fff\n<\/pre>\n\n\n\n<p><strong>PR\u4f5c\u6210\u304b\u3089\u30de\u30fc\u30b8\u307e\u3067\u5e73\u57477-9\u6642\u9593\u3002<\/strong> 1\u65e5\u306b1\u56de\u306e\u30c7\u30d7\u30ed\u30a4\u304c\u3084\u3063\u3068\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"3-\u8a2d\u8a08\">3. \u8a2d\u8a08 \u2014 2\u3064\u306e\u30c4\u30fc\u30eb\u306e\u4f7f\u3044\u5206\u3051\u30683\u5c64\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">GitHub Copilot \u00d7 Claude Code \u306e\u5f79\u5272\u5206\u62c5<\/h3>\n\n\n\n<p>\u691c\u8a0e\u306e\u7d50\u679c\u3001<strong>GitHub Copilot<\/strong>\u3068<strong>Claude Code<\/strong>\u3092\u4f75\u7528\u3059\u308b\u65b9\u91dd\u306b\u6c7a\u3081\u307e\u3057\u305f\u3002\u540c\u3058\u300cAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u300d\u3067\u3059\u304c\u3001\u5f97\u610f\u9818\u57df\u304c\u307e\u3063\u305f\u304f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table>\n<thead>\n<tr>\n<th>\u89b3\u70b9<\/th>\n<th>GitHub Copilot<\/th>\n<th>Claude Code<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u4e00\u8a00\u3067\u8a00\u3046\u3068<\/strong><\/td>\n<td><strong>\u624b\u3092\u901f\u304f\u3059\u308b\u30c4\u30fc\u30eb<\/strong><\/td>\n<td><strong>\u982d\u3092\u5897\u3084\u3059\u30c4\u30fc\u30eb<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u306a\u7528\u9014<\/td>\n<td>\u30b3\u30fc\u30c9\u88dc\u5b8c\u30fb\u30a4\u30f3\u30e9\u30a4\u30f3\u751f\u6210<\/td>\n<td>\u30de\u30eb\u30c1\u30d5\u30a1\u30a4\u30eb\u7de8\u96c6\u30fb\u8a2d\u8a08\u30fb\u30ec\u30d3\u30e5\u30fc\u30fb\u5206\u6790<\/td>\n<\/tr>\n<tr>\n<td>\u4f5c\u696d\u7c92\u5ea6<\/td>\n<td>\u884c\u301c\u95a2\u6570\u30ec\u30d9\u30eb<\/td>\n<td>\u30d5\u30a1\u30a4\u30eb\u301c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30ec\u30d9\u30eb<\/td>\n<\/tr>\n<tr>\n<td>\u4f7f\u3046\u30bf\u30a4\u30df\u30f3\u30b0<\/td>\n<td>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\uff08\u5e38\u6642ON\uff09<\/td>\n<td>\u8a2d\u8a08\u30fb\u30ec\u30d3\u30e5\u30fc\u30fb\u8abf\u67fb\u30fb\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u4f5c\u6210<\/td>\n<\/tr>\n<tr>\n<td>\u5f97\u610f\u306a\u3053\u3068<\/td>\n<td>\u30d1\u30bf\u30fc\u30f3\u30d9\u30fc\u30b9\u306e\u9ad8\u901f\u88dc\u5b8c<\/td>\n<td>\u63a8\u8ad6\u30fb\u5bfe\u8a71\u30fb\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306e\u4f5c\u696d<\/td>\n<\/tr>\n<tr>\n<td>\u82e6\u624b\u306a\u3053\u3068<\/td>\n<td>\u8907\u6570\u30d5\u30a1\u30a4\u30eb\u306e\u6574\u5408\u6027<\/td>\n<td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u884c\u5358\u4f4d\u88dc\u5b8c<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p><strong>\u300cCopilot\u3067\u66f8\u3044\u3066\u3001Claude Code\u3067\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u300d<\/strong> \u2014\u2014\u3053\u306e\u5206\u696d\u304c\u79c1\u305f\u3061\u306e\u57fa\u672c\u30d1\u30bf\u30fc\u30f3\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Claude Code 3\u5c64\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h3>\n\n\n\n<p>Claude Code\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u3060\u3051\u3067\u306f\u300c\u4fbf\u5229\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u300d\u6b62\u307e\u308a\u3067\u3059\u3002\u30c1\u30fc\u30e0\u3067\u672c\u683c\u904b\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e3\u5c64\u3067\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"mermaid\">\ngraph TB\n    subgraph L3[\"Layer 3: \u5916\u90e8\u9023\u643a\uff08MCP \u30b5\u30fc\u30d0\u30fc 10+\u63a5\u7d9a\uff09\"]\n        SF[Salesforce]\n        SL[Slack]\n        AS[Asana]\n        PW[Playwright]\n        GA[Google Analytics]\n        OTHER[\u305d\u306e\u4ed6 5+]\n    end\n    \n    subgraph L2[\"Layer 2: \u5c02\u9580\u5bb6\uff08\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8 15+\u7a2e \/ \u30b9\u30ad\u30eb 25+\u7a2e\uff09\"]\n        CR[code-reviewer]\n        SR[security-reviewer]\n        AR[architect]\n        TD[tdd-guide]\n        PL[planner]\n        VF[verifier]\n        QA[qa-evaluator]\n        TR[tracer]\n    end\n    \n    subgraph L1[\"Layer 1: \u57fa\u76e4\uff08\u30eb\u30fc\u30eb + \u30d5\u30c3\u30af + \u30d1\u30fc\u30df\u30c3\u30b7\u30e7\u30f3\uff09\"]\n        RULES[\u30eb\u30fc\u30eb\u30d5\u30a1\u30a4\u30eb\u7fa4<br\/>500+\u884c]\n        HOOKS[\u30d5\u30c3\u30af<br\/>3\u30a4\u30d9\u30f3\u30c8]\n        PERM[\u8a31\u53ef\u30c4\u30fc\u30eb<br\/>100+]\n    end\n    \n    L3 --> L2\n    L2 --> L1\n<\/pre>\n\n\n\n<p>\u305d\u308c\u305e\u308c\u306e\u5c64\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Layer 1: \u57fa\u76e4 \u2014 \u30eb\u30fc\u30eb\u30fb\u30d5\u30c3\u30af\u30fb\u30d1\u30fc\u30df\u30c3\u30b7\u30e7\u30f3<\/h3>\n\n\n\n<p>\u5168\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5171\u901a\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u898f\u7d04\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30eb\u30fc\u30eb\u30fb\u30c6\u30b9\u30c8\u8981\u4ef6\u3092Markdown\u30d5\u30a1\u30a4\u30eb\u3067\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002Claude Code\u306f\u3053\u308c\u3089\u3092\u5e38\u306b\u53c2\u7167\u3057\u3001\u30eb\u30fc\u30eb\u306b\u5f93\u3063\u305f\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30eb\u30fc\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u69cb\u6210:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table>\n<thead>\n<tr>\n<th>\u30d5\u30a1\u30a4\u30eb<\/th>\n<th style=\"text-align: center;\">\u884c\u6570<\/th>\n<th>\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>agents.md<\/code><\/td>\n<td style=\"text-align: center;\">~90\u884c<\/td>\n<td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u4e00\u89a7\u30fb\u4f7f\u3044\u5206\u3051\u30fb\u4e26\u5217\u5b9f\u884c\u30eb\u30fc\u30eb<\/td>\n<\/tr>\n<tr>\n<td><code>coding-style.md<\/code><\/td>\n<td style=\"text-align: center;\">~50\u884c<\/td>\n<td>\u30a4\u30df\u30e5\u30fc\u30bf\u30d6\u30eb\u30d1\u30bf\u30fc\u30f3\u5fc5\u9808\u30fb\u30d5\u30a1\u30a4\u30eb800\u884c\u4e0a\u9650<\/td>\n<\/tr>\n<tr>\n<td><code>development-workflow.md<\/code><\/td>\n<td style=\"text-align: center;\">~100\u884c<\/td>\n<td>\u30ea\u30b5\u30fc\u30c1\u2192\u8a08\u753b\u2192TDD\u2192\u30ec\u30d3\u30e5\u30fc\u2192\u30b3\u30df\u30c3\u30c8\u306e\u9806\u5e8f<\/td>\n<\/tr>\n<tr>\n<td><code>security.md<\/code><\/td>\n<td style=\"text-align: center;\">~30\u884c<\/td>\n<td>\u30b3\u30df\u30c3\u30c8\u524d\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c88\u9805\u76ee\u30fb\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u7ba1\u7406<\/td>\n<\/tr>\n<tr>\n<td><code>testing.md<\/code><\/td>\n<td style=\"text-align: center;\">~30\u884c<\/td>\n<td>TDD\u5fc5\u9808\u30fb80%\u30ab\u30d0\u30ec\u30c3\u30b8\u30fb\u30c6\u30b9\u30c8\u30bf\u30a4\u30d73\u7a2e<\/td>\n<\/tr>\n<tr>\n<td><code>performance.md<\/code><\/td>\n<td style=\"text-align: center;\">~130\u884c<\/td>\n<td>\u30e2\u30c7\u30eb\u9078\u5b9a\u30fb\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7ba1\u7406\u30fb\u30cf\u30fc\u30cd\u30b9\u7c21\u7d20\u5316<\/td>\n<\/tr>\n<tr>\n<td><code>git-workflow.md<\/code><\/td>\n<td style=\"text-align: center;\">~25\u884c<\/td>\n<td>Conventional Commits\u30fbPR\u4f5c\u6210\u624b\u9806<\/td>\n<\/tr>\n<tr>\n<td><code>patterns.md<\/code><\/td>\n<td style=\"text-align: center;\">~30\u884c<\/td>\n<td>Repository Pattern\u30fbAPI Response Format<\/td>\n<\/tr>\n<tr>\n<td><code>hooks.md<\/code><\/td>\n<td style=\"text-align: center;\">~30\u884c<\/td>\n<td>\u30d5\u30c3\u30af\u8a2d\u8a08\u30fbTodoWrite\u6d3b\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p><strong>\u91cd\u8981\u306a\u8a2d\u8a08\u5224\u65ad: \u30eb\u30fc\u30eb\u3092AI\u81ea\u8eab\u304c\u8aad\u3081\u308b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u66f8\u304f<\/strong><\/p>\n\n\n\n<p>\u4eba\u9593\u304c\u8aad\u3093\u3067\u7406\u89e3\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u3001AI\u304c\u53c2\u7167\u3057\u3066\u5f93\u3048\u308b\u30eb\u30fc\u30eb\u306f\u5225\u7269\u3067\u3059\u3002\u79c1\u305f\u3061\u306e\u30eb\u30fc\u30eb\u30d5\u30a1\u30a4\u30eb\u306f\u3001<strong>Markdown\u306e\u8868\u5f62\u5f0f\u3067\u6761\u4ef6\u2192\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u660e\u793a<\/strong>\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u4f8b: coding-style.md \u306e\u4e00\u90e8\n\n## Immutability (CRITICAL)\nALWAYS create new objects, NEVER mutate existing ones.\n\n## File Organization\nMANY SMALL FILES &gt; FEW LARGE FILES:\n- 200-400 lines typical, 800 max\n- Extract utilities from large modules\n<\/code><\/pre>\n\n\n\n<p>\u300cCRITICAL\u300d\u300cALWAYS\u300d\u300cNEVER\u300d\u3068\u3044\u3063\u305f\u30ad\u30fc\u30ef\u30fc\u30c9\u3067AI\u306b\u512a\u5148\u5ea6\u3092\u4f1d\u3048\u3001\u66d6\u6627\u306a\u8868\u73fe\u3092\u6392\u9664\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30d5\u30c3\u30af\uff08\u81ea\u52d5\u5316\u306e\u8981\uff09:<\/strong><\/p>\n\n\n\n<p>Claude Code\u306eHooks API\u3092\u6d3b\u7528\u3057\u3001\u7279\u5b9a\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u306e\u524d\u5f8c\u3067\u81ea\u52d5\u51e6\u7406\u3092\u5b9f\u884c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ settings.json \u306e\u30d5\u30c3\u30af\u8a2d\u5b9a\uff08\u7c21\u7565\u5316\uff09\n{\n  &quot;hooks&quot;: {\n    &quot;PostToolUse&quot;: [\n      {\n        &quot;matcher&quot;: { &quot;toolName&quot;: &quot;slack_reply_to_thread&quot; },\n        &quot;command&quot;: &quot;python post_sync.py&quot;\n        \/\/ Slack\u6295\u7a3f\u5f8c\u306b\u81ea\u52d5\u3067\u30bf\u30b9\u30af\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3068\u540c\u671f\n      }\n    ],\n    &quot;UserPromptSubmit&quot;: [\n      {\n        &quot;command&quot;: &quot;python prompt_validator.py&quot;\n        \/\/ \u9001\u4fe1\u524d\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u54c1\u8cea\u3092\u81ea\u52d5\u30c1\u30a7\u30c3\u30af\n      }\n    ],\n    &quot;SessionStart&quot;: [\n      {\n        &quot;command&quot;: &quot;python session_init.py&quot;\n        \/\/ \u30bb\u30c3\u30b7\u30e7\u30f3\u958b\u59cb\u6642\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u6587\u8108\u3092\u81ea\u52d5\u8aad\u307f\u8fbc\u307f\n      }\n    ]\n  }\n}\n<\/code><\/pre>\n\n\n\n<p>\u30d5\u30c3\u30af\u306b\u3088\u308a\u300cSlack\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u9001\u3063\u305f\u3089\u81ea\u52d5\u3067\u30bf\u30b9\u30af\u7ba1\u7406\u3068\u540c\u671f\u300d\u300c\u30bb\u30c3\u30b7\u30e7\u30f3\u958b\u59cb\u6642\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9032\u6357\u3092\u81ea\u52d5\u3067\u8aad\u307f\u8fbc\u307f\u300d\u3068\u3044\u3063\u305f\u51e6\u7406\u304c\u3001\u958b\u767a\u8005\u306e\u610f\u8b58\u306a\u304f\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Layer 2: \u5c02\u9580\u5bb6 \u2014 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30b9\u30ad\u30eb<\/h3>\n\n\n\n<p>\u7528\u9014\u5225\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u309215\u7a2e\u985e\u4ee5\u4e0a\u3001\u30b9\u30ad\u30eb\u309225\u7a2e\u985e\u4ee5\u4e0a\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u8981\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u4e00\u89a7:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table>\n<thead>\n<tr>\n<th>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/th>\n<th>\u5f79\u5272<\/th>\n<th>\u4f7f\u7528\u30bf\u30a4\u30df\u30f3\u30b0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>code-reviewer<\/code><\/td>\n<td>\u30b3\u30fc\u30c9\u54c1\u8cea\u306e\u9759\u7684\u30ec\u30d3\u30e5\u30fc<\/td>\n<td>\u30b3\u30fc\u30c9\u5909\u66f4\u5f8c\uff08\u5fc5\u9808\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>security-reviewer<\/code><\/td>\n<td>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u306e\u691c\u51fa<\/td>\n<td>\u30b3\u30df\u30c3\u30c8\u524d\uff08\u5fc5\u9808\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>architect<\/code><\/td>\n<td>\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u30fb\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/td>\n<td>\u65b0\u6a5f\u80fd\u30fb\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0<\/td>\n<\/tr>\n<tr>\n<td><code>tdd-guide<\/code><\/td>\n<td>\u30c6\u30b9\u30c8\u99c6\u52d5\u958b\u767a\u306e\u30ac\u30a4\u30c9<\/td>\n<td>\u65b0\u6a5f\u80fd\u30fb\u30d0\u30b0\u4fee\u6b63<\/td>\n<\/tr>\n<tr>\n<td><code>planner<\/code><\/td>\n<td>\u5b9f\u88c5\u8a08\u753b\u306e\u7b56\u5b9a<\/td>\n<td>\u8907\u96d1\u306a\u6a5f\u80fd\u958b\u767a<\/td>\n<\/tr>\n<tr>\n<td><code>verifier<\/code><\/td>\n<td>\u54c1\u8cea\u4e3b\u5f35\u306e\u8a3c\u62e0\u30d9\u30fc\u30b9\u691c\u8a3c<\/td>\n<td>\u300c\u30c6\u30b9\u30c8\u901a\u3063\u305f\u300d\u7b49\u306e\u4e3b\u5f35\u6642<\/td>\n<\/tr>\n<tr>\n<td><code>qa-evaluator<\/code><\/td>\n<td>Playwright\u7d4c\u7531\u306eUI\/UX\u30c6\u30b9\u30c8<\/td>\n<td>\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u5909\u66f4\u5f8c<\/td>\n<\/tr>\n<tr>\n<td><code>tracer<\/code><\/td>\n<td>\u4eee\u8aac\u99c6\u52d5\u30c7\u30d0\u30c3\u30b0<\/td>\n<td>\u30d0\u30b0\u4fee\u6b63\u304c3\u56de\u5931\u6557\u3057\u305f\u5f8c<\/td>\n<\/tr>\n<tr>\n<td><code>build-error-resolver<\/code><\/td>\n<td>\u30d3\u30eb\u30c9\u30a8\u30e9\u30fc\u306e\u81ea\u52d5\u4fee\u6b63<\/td>\n<td>\u30d3\u30eb\u30c9\u5931\u6557\u6642<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p><strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u904b\u7528\u306e\u6700\u3082\u91cd\u8981\u306a\u30eb\u30fc\u30eb: \u751f\u6210\u8005\u3068\u8a55\u4fa1\u8005\u306e\u5206\u96e2<\/strong><\/p>\n\n\n\n<p>\u3053\u308c\u304c\u79c1\u305f\u3061\u306e\u6838\u5fc3\u7684\u306a\u8a2d\u8a08\u539f\u5247\u3067\u3059\u3002<strong>\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3057\u305f\u30bb\u30c3\u30b7\u30e7\u30f3\uff08\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff09\u304c\u3001\u81ea\u5206\u306e\u6210\u679c\u7269\u3092\u8a55\u4fa1\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002<\/strong><\/p>\n\n\n\n<p>\u306a\u305c\u304b\uff1f \u81ea\u5df1\u8a55\u4fa1\u306f\u5e38\u306b\u30d0\u30a4\u30a2\u30b9\u304c\u304b\u304b\u308b\u304b\u3089\u3067\u3059\u3002AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3042\u3063\u3066\u3082\u3001\u81ea\u5206\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u306b\u5bfe\u3057\u3066\u306f\u300c\u826f\u3055\u305d\u3046\u300d\u300c\u52d5\u304f\u306f\u305a\u300d\u3068\u3044\u3046\u697d\u89b3\u7684\u306a\u5224\u65ad\u3092\u3057\u304c\u3061\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"mermaid\">\ngraph LR\n    GEN[\u30b3\u30fc\u30c9\u751f\u6210<br\/>\u30e1\u30a4\u30f3\u30bb\u30c3\u30b7\u30e7\u30f3] -->|\u5225\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8d77\u52d5| CR[code-reviewer<br\/>\u54c1\u8cea\u30c1\u30a7\u30c3\u30af]\n    CR -->|\u5225\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8d77\u52d5| SR[security-reviewer<br\/>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3]\n    SR -->|\u4eba\u9593\u3078| HUMAN[\u4eba\u9593\u306e\u30ec\u30d3\u30e5\u30fc<br\/>\u6700\u7d42\u5224\u65ad]\n    \n    style GEN fill:#3b82f6,color:#fff\n    style CR fill:#8b5cf6,color:#fff\n    style SR fill:#ef4444,color:#fff\n    style HUMAN fill:#10b981,color:#fff\n<\/pre>\n\n\n\n<p>AI\u306e\u51fa\u529b\u3092\u5225\u306eAI\u304c\u30ec\u30d3\u30e5\u30fc\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u4eba\u9593\u304c\u6700\u7d42\u5224\u65ad\u3059\u308b\u3002\u3053\u306e<strong>3\u6bb5\u968e\u306e\u8a55\u4fa1\u30c1\u30a7\u30fc\u30f3<\/strong>\u304c\u3001AI\u6d3b\u7528\u3067\u54c1\u8cea\u3092\u843d\u3068\u3055\u306a\u3044\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u4f8b\u5916\u30eb\u30fc\u30eb<\/strong>: <code>git diff --stat<\/code> \u306e\u5909\u66f4\u884c\u6570\u304c10\u884c\u4ee5\u4e0b\u304b\u3064\u65e2\u5b58\u30c6\u30b9\u30c8\u5168PASS\u306e\u5834\u5408\u306f\u30bb\u30eb\u30d5\u30c1\u30a7\u30c3\u30af\u53ef\u3002\u305f\u3060\u3057\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u95a2\u9023\u306f\u884c\u6570\u306b\u95a2\u4fc2\u306a\u304f\u5fc5\u305a\u5225\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30ec\u30d3\u30e5\u30fc\u5fc5\u9808\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Layer 3: \u5916\u90e8\u9023\u643a \u2014 MCP\u30b5\u30fc\u30d0\u30fc<\/h3>\n\n\n\n<p>10\u4ee5\u4e0a\u306eMCP\u30b5\u30fc\u30d0\u30fc\u3092\u63a5\u7d9a\u3057\u3001Claude Code\u304b\u3089\u76f4\u63a5\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3092\u64cd\u4f5c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table>\n<thead>\n<tr>\n<th>MCP\u30b5\u30fc\u30d0\u30fc<\/th>\n<th>\u7528\u9014<\/th>\n<th>\u4e3b\u306a\u64cd\u4f5c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Salesforce<\/td>\n<td>\u9867\u5ba2\u30c7\u30fc\u30bf\u5206\u6790<\/td>\n<td>\u30ec\u30dd\u30fc\u30c8\u53d6\u5f97\u30fbSOQL\u5b9f\u884c<\/td>\n<\/tr>\n<tr>\n<td>Slack<\/td>\n<td>\u30c1\u30fc\u30e0\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3<\/td>\n<td>\u30e1\u30c3\u30bb\u30fc\u30b8\u691c\u7d22\u30fb\u6295\u7a3f<\/td>\n<\/tr>\n<tr>\n<td>Asana<\/td>\n<td>\u30bf\u30b9\u30af\u7ba1\u7406<\/td>\n<td>\u30bf\u30b9\u30af\u4f5c\u6210\u30fb\u66f4\u65b0\u30fb\u691c\u7d22<\/td>\n<\/tr>\n<tr>\n<td>Playwright<\/td>\n<td>E2E\u30c6\u30b9\u30c8\u30fbQA<\/td>\n<td>\u30d6\u30e9\u30a6\u30b6\u64cd\u4f5c\u30fb\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/td>\n<\/tr>\n<tr>\n<td>Google Analytics<\/td>\n<td>\u30a2\u30af\u30bb\u30b9\u89e3\u6790<\/td>\n<td>\u30ec\u30dd\u30fc\u30c8\u53d6\u5f97\u30fb\u30d5\u30a1\u30cd\u30eb\u5206\u6790<\/td>\n<\/tr>\n<tr>\n<td>Context7<\/td>\n<td>\u30e9\u30a4\u30d6\u30e9\u30ea\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/td>\n<td>\u6700\u65b0API\u4ed5\u69d8\u306e\u53c2\u7167<\/td>\n<\/tr>\n<tr>\n<td>NotebookLM<\/td>\n<td>\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9<\/td>\n<td>\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p><strong>MCP\u306e\u6700\u5927\u306e\u4fa1\u5024\u306f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30b9\u30a4\u30c3\u30c1\u306e\u524a\u6e1b<\/strong>\u3067\u3059\u3002\u300cSalesforce\u306e\u3053\u306e\u30ec\u30dd\u30fc\u30c8\u3092\u53d6\u5f97\u3057\u3066\u5206\u6790\u3057\u3066\u300d\u300cSlack\u306e\u3053\u306e\u30b9\u30ec\u30c3\u30c9\u306e\u8b70\u8ad6\u3092\u8981\u7d04\u3057\u3066\u300d\u2014\u2014\u3053\u3046\u3057\u305f\u6307\u793a\u304cClaude Code\u306e\u4e2d\u3067\u5b8c\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"4-\u5b9f\u88c5\">4. \u5b9f\u88c5 \u2014 3\u30d5\u30a7\u30fc\u30ba\u306e\u5c55\u958b\u3068\u904b\u7528\u30eb\u30fc\u30eb<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Phase 1: \u74b0\u5883\u6a19\u6e96\u5316\uff081\u9031\u9593\uff09<\/h3>\n\n\n\n<p>\u307e\u305a\u5168\u54e1\u306e\u958b\u767a\u74b0\u5883\u3092\u7d71\u4e00\u3057\u307e\u3057\u305f\u3002Claude Code\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u8a2d\u5b9a\u3092Git\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u7ba1\u7406\u3057\u3001<code>git pull<\/code>\u4e00\u767a\u3067\u5168\u54e1\u306e\u74b0\u5883\u3092\u540c\u671f\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5171\u6709\u8a2d\u5b9a\u306e\u69cb\u9020\uff08git\u3067\u7ba1\u7406\uff09\n~\/.claude\/\n  \u251c\u2500\u2500 agents\/          # 15+\u7a2e\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5b9a\u7fa9\n  \u2502   \u251c\u2500\u2500 code-reviewer\/\n  \u2502   \u251c\u2500\u2500 security-reviewer\/\n  \u2502   \u251c\u2500\u2500 architect\/\n  \u2502   \u251c\u2500\u2500 tdd-guide\/\n  \u2502   \u2514\u2500\u2500 ...\n  \u251c\u2500\u2500 rules\/           # \u5171\u901a\u30eb\u30fc\u30eb\u30d5\u30a1\u30a4\u30eb\u7fa4\uff089\u30d5\u30a1\u30a4\u30eb \/ 500+\u884c\uff09\n  \u2502   \u251c\u2500\u2500 coding-style.md\n  \u2502   \u251c\u2500\u2500 security.md\n  \u2502   \u251c\u2500\u2500 testing.md\n  \u2502   \u2514\u2500\u2500 ...\n  \u251c\u2500\u2500 skills\/          # 25+\u7a2e\u306e\u30b9\u30ad\u30eb\n  \u2502   \u251c\u2500\u2500 wp-post\/     # WordPress\u6295\u7a3f\n  \u2502   \u251c\u2500\u2500 salesforce-cx-ops\/\n  \u2502   \u2514\u2500\u2500 ...\n  \u2514\u2500\u2500 settings.json    # \u30d5\u30c3\u30af + \u30d1\u30fc\u30df\u30c3\u30b7\u30e7\u30f3\u8a2d\u5b9a\n<\/code><\/pre>\n\n\n\n<p>\u65b0\u3057\u3044\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084\u30eb\u30fc\u30eb\u306e\u8ffd\u52a0\u306fPR\u30d9\u30fc\u30b9\u3067\u30ec\u30d3\u30e5\u30fc\u3057\u307e\u3059\u3002<strong>\u30eb\u30fc\u30eb\u306e\u5909\u66f4\u306f\u30d7\u30ed\u30c0\u30af\u30c8\u30b3\u30fc\u30c9\u3068\u540c\u3058\u54c1\u8cea\u57fa\u6e96\u3067\u30ec\u30d3\u30e5\u30fc\u3059\u308b<\/strong>\u2014\u2014\u3053\u308c\u304c\u74b0\u5883\u306e\u54c1\u8cea\u3092\u7dad\u6301\u3059\u308b\u79d8\u8a23\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Phase 2: \u30da\u30a2\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u79fb\u884c\u671f\u9593\uff082\u9031\u9593\uff09<\/h3>\n\n\n\n<p>\u3044\u304d\u306a\u308a\u5168\u54e1\u306b\u300cClaude Code\u3092\u4f7f\u3048\u300d\u3068\u8a00\u3063\u3066\u3082\u3001\u4f7f\u3044\u3053\u306a\u305b\u308b\u4eba\u3068\u4f7f\u3048\u306a\u3044\u4eba\u306b\u5206\u304b\u308c\u307e\u3059\u3002\u6700\u521d\u306e2\u9031\u9593\u306f<strong>\u30da\u30a2\u30d7\u30ed\u671f\u9593<\/strong>\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u53d6\u308a\u7d44\u307f\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><strong>\u30da\u30a2\u30d7\u30ed\u306e\u30eb\u30fc\u30eb:<\/strong>\n&#8211; AI\u6d3b\u7528\u306b\u6163\u308c\u305f\u30e1\u30f3\u30d0\u30fc(\u30ea\u30fc\u30c9)\u3068\u3001\u307e\u3060\u4f7f\u3044\u59cb\u3081\u306e\u30e1\u30f3\u30d0\u30fc(\u30b8\u30e5\u30cb\u30a2)\u3067\u30da\u30a2\u3092\u7d44\u3080\n&#8211; \u30ea\u30fc\u30c9\u306f\u81ea\u5206\u306e\u64cd\u4f5c\u3092\u898b\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001<strong>\u30b8\u30e5\u30cb\u30a2\u306bClaude Code\u3092\u64cd\u4f5c\u3055\u305b\u308b<\/strong>\n&#8211; \u300c\u3053\u306e\u5834\u9762\u3067\u306fCopilot\u300d\u300c\u3053\u306e\u5834\u9762\u3067\u306fClaude Code\u300d\u306e\u5224\u65ad\u57fa\u6e96\u3092\u8a00\u8a9e\u5316\u3057\u3066\u5171\u6709\n&#8211; \u3064\u307e\u305a\u304d\u30dd\u30a4\u30f3\u30c8\u306f\u5373\u5ea7\u306bSlack\u306e\u5171\u6709\u30c1\u30e3\u30f3\u30cd\u30eb\u306b\u6295\u7a3f<\/p>\n\n\n\n<p><strong>2\u9031\u9593\u3067\u898b\u3048\u3066\u304d\u305f\u30d1\u30bf\u30fc\u30f3:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table>\n<thead>\n<tr>\n<th>\u5834\u9762<\/th>\n<th>\u63a8\u5968\u30c4\u30fc\u30eb<\/th>\n<th>\u7406\u7531<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u95a2\u6570\u306e\u5b9f\u88c5<\/td>\n<td>Copilot<\/td>\n<td>\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u304c\u901f\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u30c6\u30b9\u30c8\u4f5c\u6210<\/td>\n<td>Claude Code<\/td>\n<td>\u4ed5\u69d8\u7406\u89e3\u2192\u30c6\u30b9\u30c8\u8a2d\u8a08\u2192\u5b9f\u88c5\u306e\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<tr>\n<td>\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc<\/td>\n<td>Claude Code (code-reviewer)<\/td>\n<td>\u8907\u6570\u30d5\u30a1\u30a4\u30eb\u306e\u6587\u8108\u7406\u89e3\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<tr>\n<td>\u30d0\u30b0\u4fee\u6b63<\/td>\n<td>Claude Code (tracer)<\/td>\n<td>\u4eee\u8aac\u751f\u6210\u2192\u691c\u8a3c\u306e\u7e70\u308a\u8fd4\u3057\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<tr>\n<td>API\u8a2d\u8a08<\/td>\n<td>Claude Code (architect)<\/td>\n<td>\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306e\u8b70\u8ad6\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<tr>\n<td>\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0<\/td>\n<td>Copilot + Claude Code<\/td>\n<td>Copilot\u3067\u30a4\u30f3\u30e9\u30a4\u30f3\u5909\u66f4\u3001Claude Code\u3067\u6574\u5408\u6027\u78ba\u8a8d<\/td>\n<\/tr>\n<tr>\n<td>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u4f5c\u6210<\/td>\n<td>Claude Code<\/td>\n<td>\u69cb\u9020\u5316\u3055\u308c\u305f\u9577\u6587\u751f\u6210\u304c\u5f97\u610f<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Phase 3: \u904b\u7528\u30eb\u30fc\u30eb\u306e\u78ba\u7acb\uff08\u7d99\u7d9a\u7684\u6539\u5584\uff09<\/h3>\n\n\n\n<p>\u4f7f\u3044\u59cb\u3081\u3066\u898b\u3048\u3066\u304d\u305f\u554f\u984c\u306b\u5bfe\u3057\u3066\u3001\u30eb\u30fc\u30eb\u3092\u6bb5\u968e\u7684\u306b\u8ffd\u52a0\u3057\u3066\u3044\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table>\n<thead>\n<tr>\n<th>\u767a\u898b\u3055\u308c\u305f\u554f\u984c<\/th>\n<th>\u767a\u898b\u6642\u671f<\/th>\n<th>\u5bfe\u7b56\u30eb\u30fc\u30eb<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>AI\u304c\u65e2\u5b58\u30b3\u30fc\u30c9\u3068\u7570\u306a\u308b\u30b9\u30bf\u30a4\u30eb\u3067\u66f8\u304f<\/td>\n<td>1\u9031\u76ee<\/td>\n<td><code>coding-style.md<\/code>: \u30a4\u30df\u30e5\u30fc\u30bf\u30d6\u30eb\u30d1\u30bf\u30fc\u30f3\u5fc5\u9808\u3001\u30d5\u30a1\u30a4\u30eb800\u884c\u4e0a\u9650<\/td>\n<\/tr>\n<tr>\n<td>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7684\u306b\u5371\u967a\u306a\u30b3\u30fc\u30c9\u304c\u751f\u6210\u3055\u308c\u308b<\/td>\n<td>2\u9031\u76ee<\/td>\n<td><code>security.md<\/code>: \u30b3\u30df\u30c3\u30c8\u524d\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c88\u9805\u76ee<\/td>\n<\/tr>\n<tr>\n<td>\u30c6\u30b9\u30c8\u3092\u7701\u7565\u3057\u304c\u3061<\/td>\n<td>2\u9031\u76ee<\/td>\n<td><code>testing.md<\/code>: TDD\u5fc5\u9808\u300180%\u30ab\u30d0\u30ec\u30c3\u30b8<\/td>\n<\/tr>\n<tr>\n<td>\u30ec\u30d3\u30e5\u30fc\u304c\u5f62\u9ab8\u5316\u3059\u308b<\/td>\n<td>3\u9031\u76ee<\/td>\n<td><code>agents.md<\/code>: \u751f\u6210\u8005\u3068\u8a55\u4fa1\u8005\u306e\u5206\u96e2\u539f\u5247<\/td>\n<\/tr>\n<tr>\n<td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4f7f\u3044\u5206\u3051\u304c\u4e0d\u660e\u78ba<\/td>\n<td>4\u9031\u76ee<\/td>\n<td><code>agents.md<\/code>: \u5834\u9762\u5225\u306e\u5373\u6642\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u4f7f\u7528\u30ac\u30a4\u30c9<\/td>\n<\/tr>\n<tr>\n<td>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306e\u67af\u6e07<\/td>\n<td>6\u9031\u76ee<\/td>\n<td><code>performance.md<\/code>: \u30e2\u30c7\u30eb\u5225\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u6226\u7565<\/td>\n<\/tr>\n<tr>\n<td>\u30eb\u30fc\u30eb\u81ea\u4f53\u306e\u80a5\u5927\u5316<\/td>\n<td>8\u9031\u76ee<\/td>\n<td><code>performance.md<\/code>: \u56db\u534a\u671f\u68da\u5378\u3057\u30d7\u30ed\u30bb\u30b9<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p><strong>\u958b\u767a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5168\u4f53\u306e\u6a19\u6e96\u5316:<\/strong><\/p>\n\n\n\n<pre class=\"mermaid\">\ngraph TD\n    START[\u30bf\u30b9\u30af\u53d7\u9818] --> RESEARCH[0. \u30ea\u30b5\u30fc\u30c1 & \u518d\u5229\u7528<br\/>\u65e2\u5b58\u5b9f\u88c5\u3092\u691c\u7d22]\n    RESEARCH --> PLAN[1. \u8a08\u753b<br\/>planner \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8]\n    PLAN --> TDD[2. TDD<br\/>tdd-guide \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8]\n    TDD --> RED[\u30c6\u30b9\u30c8\u4f5c\u6210 RED]\n    RED --> GREEN[\u5b9f\u88c5 GREEN]\n    GREEN --> REFACTOR[\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0]\n    REFACTOR --> CR[3. code-reviewer<br\/>\u54c1\u8cea\u30ec\u30d3\u30e5\u30fc]\n    CR --> SR[4. security-reviewer<br\/>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3]\n    SR --> HUMAN[5. \u4eba\u9593\u30ec\u30d3\u30e5\u30fc]\n    HUMAN --> COMMIT[6. \u30b3\u30df\u30c3\u30c8 & \u30d7\u30c3\u30b7\u30e5]\n    \n    style RESEARCH fill:#3b82f6,color:#fff\n    style PLAN fill:#8b5cf6,color:#fff\n    style TDD fill:#f59e0b,color:#fff\n    style CR fill:#8b5cf6,color:#fff\n    style SR fill:#ef4444,color:#fff\n    style HUMAN fill:#10b981,color:#fff\n<\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"5-\u7d50\u679c\">5. \u7d50\u679c \u2014 3\u30f6\u6708\u9593\u306e\u5b9a\u91cf\u30fb\u5b9a\u6027\u30c7\u30fc\u30bf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9a\u91cf\u7d50\u679c<\/h3>\n\n\n\n<p>\u5c0e\u5165\u304b\u30893\u30f6\u6708\u5f8c\u306e\u6570\u5024\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table>\n<thead>\n<tr>\n<th>#<\/th>\n<th>\u6307\u6a19<\/th>\n<th>\u5c0e\u5165\u524d<\/th>\n<th>\u5c0e\u5165\u5f8c<\/th>\n<th>\u6539\u5584<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u5f85\u3061\u6642\u9593<\/td>\n<td>4.2\u6642\u9593<\/td>\n<td>1.1\u6642\u9593<\/td>\n<td><strong>-74%<\/strong><\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u4f5c\u6210\u6642\u9593<\/td>\n<td>3-5\u6642\u9593\/\u4ef6<\/td>\n<td>0.5-1\u6642\u9593\/\u4ef6<\/td>\n<td><strong>-80%<\/strong><\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u30c6\u30b9\u30c8\u30ab\u30d0\u30ec\u30c3\u30b8<\/td>\n<td>42%<\/td>\n<td>78%<\/td>\n<td><strong>+36pt<\/strong><\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u30d0\u30b0\u4fee\u6b63\u306e\u521d\u52d5<\/td>\n<td>1.5\u55b6\u696d\u65e5<\/td>\n<td>0.3\u55b6\u696d\u65e5<\/td>\n<td><strong>-80%<\/strong><\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>1\u4eba\u3042\u305f\u308a\u6708\u9593PR\u6570<\/td>\n<td>12\u4ef6<\/td>\n<td>28\u4ef6<\/td>\n<td><strong>+133%<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<blockquote class=\"is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u8a08\u6e2c\u65b9\u6cd5: GitHub Insights + \u793e\u5185\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\uff08<a href=\"https:\/\/github.com\/thirai-classlab\/claude-activity-tracker\" target=\"_blank\" rel=\"noopener noreferrer\">claude-activity-tracker<\/a>\uff09\u306b\u3088\u308b3\u30f6\u6708\u5e73\u5747\u5024\u3002PR\u6570\u306b\u306f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u66f4\u65b0\u30fb\u8a2d\u5b9a\u5909\u66f4\u3092\u542b\u3080\u3002<\/p>\n<\/blockquote>\n\n\n\n<p><strong>\u2460\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u5f85\u3061\u6642\u9593 -74% \u306e\u5185\u8a33:<\/strong><\/p>\n\n\n\n<pre class=\"mermaid\">\ngraph TD\n    subgraph BEFORE[\"\u5c0e\u5165\u524d: \u5e73\u57477-9\u6642\u9593\"]\n        B1[PR\u4f5c\u6210] -->|\u5f85\u3061 4.2h| B2[\u4eba\u9593\u30ec\u30d3\u30e5\u30fc1\u56de\u76ee]\n        B2 -->|\u4fee\u6b63 1-2h| B3[\u4fee\u6b63\u30b3\u30df\u30c3\u30c8]\n        B3 -->|\u5f85\u3061 2-3h| B4[\u4eba\u9593\u30ec\u30d3\u30e5\u30fc2\u56de\u76ee]\n        B4 --> B5[\u30de\u30fc\u30b8]\n    end\n    \n    subgraph AFTER[\"\u5c0e\u5165\u5f8c: \u5e73\u57472-3\u6642\u9593\"]\n        A1[PR\u4f5c\u6210] -->|\u5373\u6642| A2[code-reviewer<br\/>\u81ea\u52d5\u4e00\u6b21\u30ec\u30d3\u30e5\u30fc]\n        A2 -->|\u4fee\u6b63 0.5h| A3[\u4fee\u6b63\u30b3\u30df\u30c3\u30c8]\n        A3 -->|\u5f85\u3061 1.1h| A4[\u4eba\u9593\u30ec\u30d3\u30e5\u30fc<br\/>AI\u30ec\u30d3\u30e5\u30fc\u7d50\u679c\u4ed8\u304d]\n        A4 --> A5[\u30de\u30fc\u30b8]\n    end\n<\/pre>\n\n\n\n<p>\u30dd\u30a4\u30f3\u30c8\u306f2\u3064\u3042\u308a\u307e\u3059:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>AI\u4e00\u6b21\u30ec\u30d3\u30e5\u30fc\u304c\u5373\u6642\u306b\u5b8c\u4e86\u3059\u308b<\/strong>: code-reviewer\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304cPR\u4f5c\u6210\u76f4\u5f8c\u306b\u30ec\u30d3\u30e5\u30fc\u3092\u5b9f\u884c\u3002\u4eba\u9593\u306e\u30ec\u30d3\u30e5\u30a2\u30fc\u304c\u898b\u308b\u6642\u70b9\u3067\u3001\u30b9\u30bf\u30a4\u30eb\u9055\u53cd\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u554f\u984c\u30fb\u30c6\u30b9\u30c8\u4e0d\u8db3\u306f\u3059\u3067\u306b\u89e3\u6d88\u3055\u308c\u3066\u3044\u308b<\/li>\n<li><strong>\u4eba\u9593\u306e\u30ec\u30d3\u30e5\u30fc\u304c\u8efd\u304f\u306a\u308b<\/strong>: AI\u304c\u65e2\u306b\u30c1\u30a7\u30c3\u30af\u3057\u305f\u9805\u76ee\u306f\u4eba\u9593\u304c\u30b9\u30ad\u30c3\u30d7\u3067\u304d\u308b\u305f\u3081\u3001\u30ec\u30d3\u30e5\u30fc1\u56de\u3067\u5b8c\u4e86\u3059\u308b\u30b1\u30fc\u30b9\u304c\u5927\u5e45\u306b\u5897\u52a0<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9a\u6027\u7684\u306a\u5909\u5316<\/h3>\n\n\n\n<p><strong>\u30b8\u30e5\u30cb\u30a2\u30e1\u30f3\u30d0\u30fc\u306e\u7acb\u3061\u4e0a\u304c\u308a\u304c\u901f\u304f\u306a\u3063\u305f<\/strong><\/p>\n\n\n\n<p>\u65b0\u30e1\u30f3\u30d0\u30fc\u304c\u5165\u793e\u3057\u3066\u304b\u3089\u6700\u521d\u306ePR\u3092\u51fa\u3059\u307e\u3067\u306e\u671f\u9593\u304c\u3001\u7d042\u9031\u9593\u304b\u30893\u65e5\u306b\u77ed\u7e2e\u3057\u307e\u3057\u305f\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30da\u30a2\u30d7\u30ed\u76f8\u624b\u306b\u306a\u308b\u305f\u3081\u3001\u30b7\u30cb\u30a2\u30e1\u30f3\u30d0\u30fc\u306e\u300c\u6559\u3048\u308b\u6642\u9593\u300d\u304c\u6e1b\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u52b9\u679c\u304c\u5927\u304d\u304b\u3063\u305f\u306e\u306f<code>tdd-guide<\/code>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3059\u3002\u300c\u307e\u305a\u30c6\u30b9\u30c8\u3092\u66f8\u3044\u3066\u3001\u305d\u308c\u304c\u901a\u308b\u6700\u5c0f\u9650\u306e\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u300d\u3068\u3044\u3046TDD\u306e\u30b5\u30a4\u30af\u30eb\u3092\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u7e70\u308a\u8fd4\u3057\u30ac\u30a4\u30c9\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8cea\u3068\u91cf\u304c\u5287\u7684\u306b\u6539\u5584<\/strong><\/p>\n\n\n\n<p>\u300c\u6642\u9593\u304c\u306a\u3044\u304b\u3089\u66f8\u304b\u306a\u3044\u300d\u304c\u306a\u304f\u306a\u308a\u307e\u3057\u305f\u3002Claude Code\u3067\u306e\u8a2d\u8a08\u66f8\u30fb\u8b70\u4e8b\u9332\u30fb\u624b\u9806\u66f8\u306e\u4f5c\u6210\u304c\u65e5\u5e38\u5316\u3057\u30013\u30f6\u6708\u306750\u4ee5\u4e0a\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u751f\u307e\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u5c0e\u5165\u524d\u306e1\u5e74\u5206\u306b\u5339\u6575\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u300c\u4e8b\u5f8c\u78ba\u8a8d\u300d\u304b\u3089\u300c\u4e8b\u524d\u78ba\u8a8d\u300d\u306b<\/strong><\/p>\n\n\n\n<p><code>security-reviewer<\/code>\u304c\u81ea\u52d5\u3067\u30b9\u30ad\u30e3\u30f3\u3059\u308b\u305f\u3081\u3001\u300c\u3042\u3068\u3067\u78ba\u8a8d\u3059\u308b\u300d\u2192\u300c\u30b3\u30df\u30c3\u30c8\u524d\u306b\u78ba\u8a8d\u6e08\u307f\u300d\u306b\u5909\u308f\u308a\u307e\u3057\u305f\u3002\u30b3\u30df\u30c3\u30c8\u524d\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c88\u9805\u76ee\uff08\u30cf\u30fc\u30c9\u30b3\u30fc\u30c9\u3055\u308c\u305f\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u3001SQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3001XSS\u3001CSRF\u3001\u8a8d\u8a3c\/\u8a8d\u53ef\u3001\u30ec\u30fc\u30c8\u5236\u9650\u3001\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u60c5\u5831\u6f0f\u6d29\u3001\u5165\u529b\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\uff09\u304c\u81ea\u52d5\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"6-\u6210\u719f\u5ea6\u30e2\u30c7\u30eb\">6. AI\u99c6\u52d5\u958b\u767a \u6210\u719f\u5ea6\u30e2\u30c7\u30eb \u2014 \u30c1\u30fc\u30e0\u306e\u73fe\u5728\u5730\u3092\u6e2c\u308b<\/h2>\n\n\n\n<p>\u5c0e\u5165\u304b\u30893\u30f6\u6708\u306e\u7d4c\u9a13\u3092\u57fa\u306b\u3001<strong>AI\u99c6\u52d5\u958b\u767a\u306e\u6210\u719f\u5ea6\u30e2\u30c7\u30eb\uff085\u6bb5\u968e\uff09<\/strong> \u3092\u4f53\u7cfb\u5316\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e2\u30c7\u30eb\u6982\u8981<\/h3>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table>\n<thead>\n<tr>\n<th style=\"text-align: center;\">Level<\/th>\n<th>\u540d\u79f0<\/th>\n<th>\u7279\u5fb4<\/th>\n<th>\u5230\u9054\u76ee\u5b89<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center;\">L1<\/td>\n<td><strong>\u500b\u4eba\u5229\u7528<\/strong><\/td>\n<td>\u4e00\u90e8\u30e1\u30f3\u30d0\u30fc\u304cCopilot\u3092\u4f7f\u7528\u3002\u7d44\u7e54\u7684\u306a\u7ba1\u7406\u306a\u3057<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L2<\/td>\n<td><strong>\u30c1\u30fc\u30e0\u6a19\u6e96\u5316<\/strong><\/td>\n<td>\u5168\u54e1\u304c\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3002\u5171\u901a\u30eb\u30fc\u30eb\u6574\u5099\u3002\u74b0\u5883\u7d71\u4e00<\/td>\n<td>1\u30f6\u6708<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L3<\/td>\n<td><strong>\u54c1\u8cea\u7d71\u5408<\/strong><\/td>\n<td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u81ea\u52d5\u30ec\u30d3\u30e5\u30fc\u3002TDD\u3002\u8a55\u4fa1\u30c1\u30a7\u30fc\u30f3\u78ba\u7acb<\/td>\n<td>3\u30f6\u6708<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L4<\/td>\n<td><strong>\u5916\u90e8\u9023\u643a<\/strong><\/td>\n<td>MCP\u7d4c\u7531\u3067\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3068\u7d71\u5408\u3002\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5168\u4f53\u304c\u81ea\u52d5\u5316<\/td>\n<td>6\u30f6\u6708<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L5<\/td>\n<td><strong>\u81ea\u5df1\u6700\u9069\u5316<\/strong><\/td>\n<td>\u30e1\u30c8\u30ea\u30af\u30b9\u99c6\u52d5\u306e\u7d99\u7d9a\u6539\u5584\u3002\u30eb\u30fc\u30eb\u306e\u81ea\u52d5\u68da\u5378\u3057\u3002\u30cf\u30fc\u30cd\u30b9\u7c21\u7d20\u5316<\/td>\n<td>12\u30f6\u6708<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5404\u30ec\u30d9\u30eb\u306e\u8a73\u7d30\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8<\/h3>\n\n\n\n<p><strong>L1 \u2192 L2 \u3078\u306e\u79fb\u884c\uff08\u74b0\u5883\u7d71\u4e00\uff09:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u5168\u30e1\u30f3\u30d0\u30fc\u304cClaude Code\u307e\u305f\u306fCopilot\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b<\/li>\n<li>[ ] \u5171\u6709\u8a2d\u5b9a\uff08\u30eb\u30fc\u30eb\u30d5\u30a1\u30a4\u30eb\uff09\u304cGit\u3067\u7ba1\u7406\u3055\u308c\u3066\u3044\u308b<\/li>\n<li>[ ] \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u898f\u7d04\u304cAI\u304c\u8aad\u3081\u308bMarkdown\u5f62\u5f0f\u3067\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u308b<\/li>\n<li>[ ] \u30da\u30a2\u30d7\u30ed\u671f\u9593\u3092\u8a2d\u3051\u3066\u30ca\u30ec\u30c3\u30b8\u3092\u5171\u6709\u3057\u305f<\/li>\n<li>[ ] Copilot \/ Claude Code\u306e\u4f7f\u3044\u5206\u3051\u57fa\u6e96\u304c\u660e\u6587\u5316\u3055\u308c\u3066\u3044\u308b<\/li>\n<\/ul>\n\n\n\n<p><strong>L2 \u2192 L3 \u3078\u306e\u79fb\u884c\uff08\u54c1\u8cea\u7d71\u5408\uff09:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] code-reviewer\u76f8\u5f53\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5168PR\u306b\u5bfe\u3057\u3066\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b<\/li>\n<li>[ ] security-reviewer\u76f8\u5f53\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30b3\u30df\u30c3\u30c8\u524d\u306b\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b<\/li>\n<li>[ ] \u300c\u751f\u6210\u8005\u3068\u8a55\u4fa1\u8005\u306e\u5206\u96e2\u300d\u539f\u5247\u304c\u904b\u7528\u3055\u308c\u3066\u3044\u308b<\/li>\n<li>[ ] \u30c6\u30b9\u30c8\u30ab\u30d0\u30ec\u30c3\u30b870%\u4ee5\u4e0a<\/li>\n<li>[ ] TDD\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u6a19\u6e96\u5316\u3055\u308c\u3066\u3044\u308b<\/li>\n<\/ul>\n\n\n\n<p><strong>L3 \u2192 L4 \u3078\u306e\u79fb\u884c\uff08\u5916\u90e8\u9023\u643a\uff09:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] 3\u3064\u4ee5\u4e0a\u306eMCP\u30b5\u30fc\u30d0\u30fc\u304c\u63a5\u7d9a\u3055\u308c\u3066\u3044\u308b<\/li>\n<li>[ ] Hooks\u3067\u81ea\u52d5\u51e6\u7406\u304c2\u3064\u4ee5\u4e0a\u7a3c\u50cd\u3057\u3066\u3044\u308b<\/li>\n<li>[ ] \u696d\u52d9\u30b7\u30b9\u30c6\u30e0\uff08\u30bf\u30b9\u30af\u7ba1\u7406\/\u30c1\u30e3\u30c3\u30c8\/CRM\u7b49\uff09\u3068Claude Code\u304c\u9023\u643a\u3057\u3066\u3044\u308b<\/li>\n<li>[ ] \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30b9\u30a4\u30c3\u30c1\u306a\u3057\u3067\u8abf\u67fb\u2192\u5b9f\u88c5\u2192\u30ec\u30d3\u30e5\u30fc\u304c\u5b8c\u4e86\u3067\u304d\u308b<\/li>\n<\/ul>\n\n\n\n<p><strong>L4 \u2192 L5 \u3078\u306e\u79fb\u884c\uff08\u81ea\u5df1\u6700\u9069\u5316\uff09:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u751f\u7523\u6027\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u81ea\u52d5\u53ce\u96c6\u3057\u3066\u3044\u308b<\/li>\n<li>[ ] \u56db\u534a\u671f\u3054\u3068\u306b\u30eb\u30fc\u30eb\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u68da\u5378\u3057\u3092\u5b9f\u65bd\u3057\u3066\u3044\u308b<\/li>\n<li>[ ] \u30e2\u30c7\u30eb\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u5408\u308f\u305b\u3066\u30cf\u30fc\u30cd\u30b9\u3092\u7c21\u7d20\u5316\u3057\u3066\u3044\u308b<\/li>\n<li>[ ] \u300c\u306a\u304f\u3066\u3082\u5927\u4e08\u592b\u306a\u30eb\u30fc\u30eb\u300d\u3092\u5b9a\u671f\u7684\u306b\u524a\u9664\u3057\u3066\u3044\u308b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">ClassLab\u306e\u73fe\u5728\u5730<\/h3>\n\n\n\n<p>\u79c1\u305f\u3061\u306f\u73fe\u5728<strong>L4\uff08\u5916\u90e8\u9023\u643a\uff09\u304b\u3089L5\uff08\u81ea\u5df1\u6700\u9069\u5316\uff09\u3078\u306e\u79fb\u884c\u9014\u4e2d<\/strong>\u3067\u3059\u3002\u30e1\u30c8\u30ea\u30af\u30b9\u53ce\u96c6\u306e\u4ed5\u7d44\u307f\uff08<a href=\"https:\/\/github.com\/thirai-classlab\/claude-activity-tracker\" target=\"_blank\" rel=\"noopener noreferrer\">claude-activity-tracker<\/a>\uff09\u306f\u69cb\u7bc9\u6e08\u307f\u3067\u3001\u56db\u534a\u671f\u68da\u5378\u3057\u30d7\u30ed\u30bb\u30b9\u3082\u5c0e\u5165\u3057\u307e\u3057\u305f\u3002\u6b21\u306e\u8ab2\u984c\u306f\u300c\u30e2\u30c7\u30eb\u9032\u5316\u306b\u5408\u308f\u305b\u305f\u30cf\u30fc\u30cd\u30b9\u306e\u7c21\u7d20\u5316\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"7-\u5931\u6557\u8ac7\">7. \u3046\u307e\u304f\u3044\u304b\u306a\u304b\u3063\u305f\u3053\u3068 \u2014 \u6b63\u76f4\u306a\u5931\u6557\u8ac75\u9078<\/h2>\n\n\n\n<p>\u826f\u3044\u3053\u3068\u3070\u304b\u308a\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u6b63\u76f4\u306b\u5171\u6709\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5931\u6557\u2460: Copilot\u306e\u88dc\u5b8c\u3092\u4fe1\u3058\u3059\u304e\u308b\u554f\u984c<\/h3>\n\n\n\n<p>\u7279\u306b\u5c0e\u5165\u521d\u671f\u3001\u300cCopilot\u304c\u66f8\u3044\u305f\u304b\u3089\u6b63\u3057\u3044\u306f\u305a\u300d\u3068\u3044\u3046\u6cb9\u65ad\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u30ed\u30b8\u30c3\u30af\u7684\u306b\u660e\u3089\u304b\u306b\u304a\u304b\u3057\u3044\u30b3\u30fc\u30c9\u304c\u305d\u306e\u307e\u307e\u30de\u30fc\u30b8\u3055\u308c\u305f\u3053\u3068\u304c2\u4ef6\u3002<\/p>\n\n\n\n<p>\u5f53\u521d\u306fCopilot\u3068Claude Code\u3092\u72ec\u7acb\u3057\u305f\u30ec\u30a4\u30e4\u30fc\u3068\u3057\u3066\u8a2d\u8a08\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u5b9f\u904b\u7528\u3067\u7d71\u5408\u306e\u5fc5\u8981\u6027\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u73fe\u5728\u306f<strong>Copilot\u751f\u6210\u30b3\u30fc\u30c9\u3082\u542b\u3081\u3066\u5168\u5909\u66f4\u306bcode-reviewer\u3092\u901a\u3059<\/strong>\u904b\u7528\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u6559\u8a13: AI\u304c\u66f8\u3044\u305f\u30b3\u30fc\u30c9\u3060\u304b\u3089\u3053\u305d\u3001AI\u306b\u30ec\u30d3\u30e5\u30fc\u3055\u305b\u308b\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5931\u6557\u2461: \u30eb\u30fc\u30eb\u306e\u80a5\u5927\u5316<\/h3>\n\n\n\n<p>3\u30f6\u6708\u3067500\u884c\u4ee5\u4e0a\u306e\u30eb\u30fc\u30eb\u30d5\u30a1\u30a4\u30eb\u304c\u84c4\u7a4d\u3057\u307e\u3057\u305f\u3002\u30eb\u30fc\u30eb\u304c\u5897\u3048\u308b\u307b\u3069Claude Code\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u6d88\u8cbb\u3057\u3001\u672c\u6765\u306e\u4f5c\u696d\u306b\u4f7f\u3048\u308b\u30c8\u30fc\u30af\u30f3\u304c\u6e1b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5bfe\u7b56\u3068\u3057\u3066<strong>\u56db\u534a\u671f\u68da\u5378\u3057\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8<\/strong>\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6307\u793a\u306a\u3057\u3067\u3082\u30e2\u30c7\u30eb\u304c\u5f93\u3063\u3066\u3044\u308b\u30eb\u30fc\u30eb\u306f\uff1f \u2192 \u524a\u9664\u5019\u88dc<\/li>\n<li>\u30e1\u30a4\u30f3\u30bb\u30c3\u30b7\u30e7\u30f3\u3068\u540c\u3058\u51fa\u529b\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\uff1f \u2192 \u7d71\u5408\u5019\u88dc<\/li>\n<li>3\u30f6\u6708\u9593\u4e00\u5ea6\u3082\u767a\u706b\u3057\u306a\u304b\u3063\u305f\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u306f\uff1f \u2192 \u524a\u9664\u691c\u8a0e<\/li>\n<\/ol>\n\n\n\n<p><strong>\u6559\u8a13: \u30eb\u30fc\u30eb\u306f\u5897\u3084\u3059\u3060\u3051\u3067\u306a\u304f\u3001\u5b9a\u671f\u7684\u306b\u6e1b\u3089\u3059\u4ed5\u7d44\u307f\u304c\u5fc5\u8981\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5931\u6557\u2462: MCP\u30b5\u30fc\u30d0\u30fc\u306e\u521d\u671f\u8a2d\u5b9a\u30b3\u30b9\u30c8<\/h3>\n\n\n\n<p>10\u4ee5\u4e0a\u306eMCP\u30b5\u30fc\u30d0\u30fc\u306e\u63a5\u7d9a\u8a2d\u5b9a\u306f\u6b63\u76f4\u9762\u5012\u3067\u3057\u305f\u3002\u8a8d\u8a3c\u60c5\u5831\u306e\u7ba1\u7406\u3001API\u306e\u4ed5\u69d8\u5dee\u7570\u3001\u30ec\u30fc\u30c8\u5236\u9650\u306e\u8003\u616e\u3001WAF\u306b\u3088\u308b\u30d6\u30ed\u30c3\u30af\u56de\u907f\u2014\u2014\u4e00\u3064\u3072\u3068\u3064\u306f\u5c0f\u3055\u306a\u554f\u984c\u3067\u3059\u304c\u3001\u7a4d\u307f\u91cd\u306a\u308b\u3068\u6570\u65e5\u3092\u8981\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u6559\u8a13: \u521d\u671f\u6295\u8cc7\u306f\u899a\u609f\u3059\u308b\u3002\u305f\u3060\u3057\u4e00\u5ea6\u8a2d\u5b9a\u3059\u308c\u3070\u3001\u65e5\u3005\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30b9\u30a4\u30c3\u30c1\u524a\u6e1b\u52b9\u679c\u306f\u8a08\u308a\u77e5\u308c\u306a\u3044\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5931\u6557\u2463: \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u904e\u4fe1<\/h3>\n\n\n\n<p><code>code-reviewer<\/code>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u300c\u554f\u984c\u306a\u3057\u300d\u3068\u5224\u65ad\u3057\u305f\u30b3\u30fc\u30c9\u306b\u3001\u5b9f\u969b\u306b\u306f\u30ed\u30b8\u30c3\u30af\u30d0\u30b0\u304c\u3042\u3063\u305f\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f<strong>\u30b3\u30fc\u30c9\u306e\u69cb\u9020\u7684\u306a\u54c1\u8cea<\/strong>\u306f\u5f97\u610f\u3067\u3059\u304c\u3001<strong>\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u306e\u6b63\u78ba\u6027<\/strong>\u306f\u4eba\u9593\u306e\u78ba\u8a8d\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u6559\u8a13: AI\u30ec\u30d3\u30e5\u30fc\u306f\u4eba\u9593\u30ec\u30d3\u30e5\u30fc\u306e\u4ee3\u66ff\u3067\u306f\u306a\u304f\u3001\u88dc\u5b8c\u3002\u6700\u7d42\u5224\u65ad\u306f\u4eba\u9593\u304c\u884c\u3046\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5931\u6557\u2464: \u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3078\u306e\u904e\u5270\u306a\u671f\u5f85<\/h3>\n\n\n\n<p>\u30e2\u30c7\u30eb\u304c\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3055\u308c\u308b\u305f\u3073\u306b\u300c\u3053\u308c\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u6570\u3092\u6e1b\u3089\u305b\u308b\u306e\u3067\u306f\u300d\u3068\u671f\u5f85\u3057\u307e\u3059\u304c\u3001\u5b9f\u969b\u306b\u30c6\u30b9\u30c8\u3059\u308b\u3068\u671f\u5f85\u307b\u3069\u306e\u6539\u5584\u304c\u306a\u3044\u30b1\u30fc\u30b9\u3082\u591a\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u6559\u8a13: \u30e2\u30c7\u30eb\u9032\u5316\u3092\u524d\u63d0\u306b\u30cf\u30fc\u30cd\u30b9\u3092\u8a2d\u8a08\u3059\u308b\u304c\u3001\u524a\u9664\u306f\u5fc5\u305a2\u56de\u306e\u30c6\u30b9\u30c8\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u54c1\u8cea\u52a3\u5316\u304c\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"8-\u5c55\u671b\">8. \u5c55\u671b \u2014 \u6b21\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u671f\uff083\u30f6\u6708\u4ee5\u5185\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7d71\u5408\u30c6\u30b9\u30c8<\/strong>: \u8a00\u8a9e\u5225\u30d3\u30eb\u30c9\u30a8\u30e9\u30fc\u89e3\u6c7a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff085\u7a2e: C++, Go, Java, Kotlin, Rust\uff09\u3092\u6c4e\u75281\u7a2e\u306b\u7d71\u5408\u3067\u304d\u308b\u304b\u691c\u8a3c\u4e2d<\/li>\n<li><strong>Hooks API\u30e1\u30c8\u30ea\u30af\u30b9\u62e1\u5f35<\/strong>: \u30bb\u30c3\u30b7\u30e7\u30f3\u5358\u4f4d\u306e\u751f\u7523\u6027\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u81ea\u52d5\u53ce\u96c6\u3057\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u7d71\u5408<\/li>\n<li><strong>\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u9023\u643a<\/strong>: \u793e\u5185Wiki\u3092MCP\u30b5\u30fc\u30d0\u30fc\u7d4c\u7531\u3067Claude Code\u306b\u63a5\u7d9a<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e2d\u671f\uff086\u30f6\u6708\u4ee5\u5185\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u306e\u7d71\u5408<\/strong>: PR\u30de\u30fc\u30b8\u6642\u306bcode-reviewer + security-reviewer\u3092\u81ea\u52d5\u5b9f\u884c<\/li>\n<li><strong>DORA\u30e1\u30c8\u30ea\u30af\u30b9\u3068\u306e\u76f8\u95a2\u5206\u6790<\/strong>: AI\u6d3b\u7528\u5ea6\u3068\u30c7\u30d7\u30ed\u30a4\u983b\u5ea6\u30fb\u5909\u66f4\u30ea\u30fc\u30c9\u30bf\u30a4\u30e0\u306e\u95a2\u4fc2\u3092\u5b9a\u91cf\u5316<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u3053\u306e\u8a18\u4e8b\u306e\u307e\u3068\u3081<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Copilot\u306f\u624b\u3092\u901f\u304f\u3059\u308b\u3002Claude Code\u306f\u982d\u3092\u5897\u3084\u3059\u3002<\/strong> \u5f79\u5272\u304c\u9055\u3046\u304b\u3089\u4f75\u7528\u304c\u6700\u9069\u89e3<\/li>\n<li><strong>\u500b\u4eba\u306e\u9053\u5177\u3067\u306f\u306a\u304f\u3001\u30c1\u30fc\u30e0\u306e\u30a4\u30f3\u30d5\u30e9\u3068\u3057\u3066\u8a2d\u8a08\u3059\u308b\u3002<\/strong> \u30eb\u30fc\u30eb\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30d5\u30c3\u30af\u30fbMCP\u3092\u6a19\u6e96\u5316\u3057Git\u3067\u7ba1\u7406<\/li>\n<li><strong>\u751f\u6210\u8005\u3068\u8a55\u4fa1\u8005\u306f\u5fc5\u305a\u5206\u96e2\u3059\u308b\u3002<\/strong> AI \u2192 AI \u2192 \u4eba\u9593\u306e3\u6bb5\u968e\u8a55\u4fa1\u30c1\u30a7\u30fc\u30f3<\/li>\n<li><strong>\u6210\u719f\u5ea6\u30e2\u30c7\u30eb\uff08L1\u301cL5\uff09\u3067\u73fe\u5728\u5730\u3092\u628a\u63e1\u3059\u308b\u3002<\/strong> \u6bb5\u968e\u7684\u306b\u5c0e\u5165\u3059\u308c\u307010\u540d\u30c1\u30fc\u30e0\u3067\u30821\u30f6\u6708\u3067\u8ecc\u9053\u306b\u4e57\u308b<\/li>\n<li><strong>\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u3053\u3068\u3082\u8a2d\u8a08\u306e\u4e00\u90e8\u3002<\/strong> \u6cb9\u65ad\u30fb\u80a5\u5927\u5316\u30fb\u904e\u4fe1\u3078\u306e\u5bfe\u7b56\u3092\u4e8b\u524d\u306b\u7528\u610f\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p>AI\u99c6\u52d5\u958b\u767a\u306f\u3001\u30c4\u30fc\u30eb\u3092\u5165\u308c\u308c\u3070\u7d42\u308f\u308a\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<strong>\u30c1\u30fc\u30e0\u3068\u3057\u3066\u3069\u3046\u4f7f\u3046\u304b\u306e\u8a2d\u8a08<\/strong>\u304c\u3001\u751f\u7523\u6027\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"9-\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\">9. \u5c0e\u5165\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8 \u2014 \u660e\u65e5\u304b\u3089\u4f7f\u3048\u308b\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb<\/h2>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u8aad\u8005\u304c\u660e\u65e5\u304b\u3089\u4f7f\u3048\u308bClaude Code\u8a2d\u5b9a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u516c\u958b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u5c0f\u69cb\u6210\uff08L2: \u30c1\u30fc\u30e0\u6a19\u6e96\u5316 \u5230\u9054\u7528\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># CLAUDE.md \u2014 \u30c1\u30fc\u30e0\u5171\u901a\u30eb\u30fc\u30eb\uff08\u6700\u5c0f\u69cb\u6210\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\uff09\n\n## \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u898f\u7d04\n- \u30a4\u30df\u30e5\u30fc\u30bf\u30d6\u30eb\u30d1\u30bf\u30fc\u30f3\u5fc5\u9808: \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u5909\u66f4\u305b\u305a\u3001\u65b0\u3057\u3044\u30b3\u30d4\u30fc\u3092\u4f5c\u6210\u3059\u308b\n- \u30d5\u30a1\u30a4\u30eb\u306f200-400\u884c\u3092\u76ee\u5b89\u3001800\u884c\u3092\u4e0a\u9650\u3068\u3059\u308b\n- \u95a2\u6570\u306f50\u884c\u4ee5\u5185\u306b\u53ce\u3081\u308b\n- \u30cd\u30b9\u30c8\u306f4\u6bb5\u968e\u4ee5\u5185\n\n## \u30c6\u30b9\u30c8\u8981\u4ef6\n- \u30c6\u30b9\u30c8\u30ab\u30d0\u30ec\u30c3\u30b8 80%\u4ee5\u4e0a\n- \u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u30fb\u7d71\u5408\u30c6\u30b9\u30c8\u30fbE2E\u30c6\u30b9\u30c8\u306e3\u7a2e\u3092\u5fc5\u9808\u3068\u3059\u308b\n- TDD: \u30c6\u30b9\u30c8\u3092\u5148\u306b\u66f8\u304d\u3001\u5931\u6557\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u5b9f\u88c5\u3059\u308b\n\n## \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\n- \u30cf\u30fc\u30c9\u30b3\u30fc\u30c9\u3055\u308c\u305f\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u7981\u6b62\uff08\u74b0\u5883\u5909\u6570\u3092\u4f7f\u7528\uff09\n- \u5168\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u3092\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\n- SQL\u306f\u30d1\u30e9\u30e1\u30fc\u30bf\u5316\u30af\u30a8\u30ea\u306e\u307f\n- \u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u5185\u90e8\u60c5\u5831\u3092\u542b\u3081\u306a\u3044\n\n## \u30b3\u30df\u30c3\u30c8\u30e1\u30c3\u30bb\u30fc\u30b8\n- Conventional Commits\u5f62\u5f0f: feat\/fix\/refactor\/docs\/test\/chore\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5b9a\u7fa9\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\uff08code-reviewer\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># code-reviewer \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\n\n## \u5f79\u5272\n\u30b3\u30fc\u30c9\u5909\u66f4\u306e\u54c1\u8cea\u3092\u30ec\u30d3\u30e5\u30fc\u3057\u3001\u554f\u984c\u70b9\u3092\u5831\u544a\u3059\u308b\u3002\n\n## \u30ec\u30d3\u30e5\u30fc\u89b3\u70b9\n1. \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u898f\u7d04\u3078\u306e\u6e96\u62e0\n2. \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\uff08OWASP Top 10\uff09\n3. \u30c6\u30b9\u30c8\u306e\u5341\u5206\u6027\n4. \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u554f\u984c\n5. \u53ef\u8aad\u6027\u30fb\u4fdd\u5b88\u6027\n\n## \u51fa\u529b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\n- \u91cd\u8981\u5ea6: CRITICAL \/ HIGH \/ MEDIUM \/ LOW\n- \u30d5\u30a1\u30a4\u30eb\u30d1\u30b9:\u884c\u756a\u53f7 \u3092\u660e\u8a18\n- \u4fee\u6b63\u63d0\u6848\u3092\u5177\u4f53\u7684\u306b\u8a18\u8f09\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30bb\u30eb\u30d5\u30c1\u30a7\u30c3\u30af\u30b7\u30fc\u30c8<\/h3>\n\n\n\n<p>\u3042\u306a\u305f\u306e\u30c1\u30fc\u30e0\u306f\u3069\u306e\u30ec\u30d9\u30eb\u3067\u3059\u304b\uff1f\u4ee5\u4e0b\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u3067\u73fe\u5728\u5730\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table>\n<thead>\n<tr>\n<th style=\"text-align: center;\">Level<\/th>\n<th>\u30c1\u30a7\u30c3\u30af\u9805\u76ee<\/th>\n<th style=\"text-align: center;\">\u3042\u306a\u305f\u306e\u30c1\u30fc\u30e0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center;\">L1<\/td>\n<td>1\u4eba\u4ee5\u4e0a\u304cAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u3044\u308b<\/td>\n<td style=\"text-align: center;\">\u25a1<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L2<\/td>\n<td>\u5168\u54e1\u304c\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u5171\u901a\u30eb\u30fc\u30eb\u304c\u3042\u308b<\/td>\n<td style=\"text-align: center;\">\u25a1<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L2<\/td>\n<td>\u30eb\u30fc\u30eb\u304cGit\u7ba1\u7406\u3055\u308c\u3066\u3044\u308b<\/td>\n<td style=\"text-align: center;\">\u25a1<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L3<\/td>\n<td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u81ea\u52d5\u30ec\u30d3\u30e5\u30fc\u304c\u5168PR\u306b\u9069\u7528\u3055\u308c\u3066\u3044\u308b<\/td>\n<td style=\"text-align: center;\">\u25a1<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L3<\/td>\n<td>\u751f\u6210\u8005\u3068\u8a55\u4fa1\u8005\u304c\u5206\u96e2\u3055\u308c\u3066\u3044\u308b<\/td>\n<td style=\"text-align: center;\">\u25a1<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L3<\/td>\n<td>\u30c6\u30b9\u30c8\u30ab\u30d0\u30ec\u30c3\u30b870%\u4ee5\u4e0a<\/td>\n<td style=\"text-align: center;\">\u25a1<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L4<\/td>\n<td>MCP\u30b5\u30fc\u30d0\u30fc\u304c3\u3064\u4ee5\u4e0a\u63a5\u7d9a\u3055\u308c\u3066\u3044\u308b<\/td>\n<td style=\"text-align: center;\">\u25a1<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L4<\/td>\n<td>Hooks\u3067\u81ea\u52d5\u51e6\u7406\u304c\u7a3c\u50cd\u3057\u3066\u3044\u308b<\/td>\n<td style=\"text-align: center;\">\u25a1<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L5<\/td>\n<td>\u751f\u7523\u6027\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u81ea\u52d5\u53ce\u96c6\u3057\u3066\u3044\u308b<\/td>\n<td style=\"text-align: center;\">\u25a1<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">L5<\/td>\n<td>\u56db\u534a\u671f\u3054\u3068\u306b\u30eb\u30fc\u30eb\u3092\u68da\u5378\u3057\u3057\u3066\u3044\u308b<\/td>\n<td style=\"text-align: center;\">\u25a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p><strong>L1-L2<\/strong>: \u307e\u3060\u59cb\u3081\u305f\u3070\u304b\u308a\u3002\u74b0\u5883\u7d71\u4e00\u304b\u3089\u7740\u624b\u3092\n<strong>L3<\/strong>: \u30ec\u30d3\u30e5\u30fc\u81ea\u52d5\u5316\u304c\u3067\u304d\u308c\u3070\u30c1\u30fc\u30e0\u306e\u751f\u7523\u6027\u304c\u8df3\u306d\u308b\u6bb5\u968e\n<strong>L4-L5<\/strong>: \u5916\u90e8\u9023\u643a\u3068\u81ea\u5df1\u6700\u9069\u5316\u3002\u3053\u3053\u307e\u3067\u6765\u308c\u3070AI\u99c6\u52d5\u958b\u767a\u304c\u300c\u5f53\u305f\u308a\u524d\u300d\u306b<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">ClassLab\u3067\u4e00\u7dd2\u306bAI\u99c6\u52d5\u958b\u767a\u3092\u63a8\u9032\u3057\u307e\u305b\u3093\u304b\uff1f<\/h2>\n\n\n\n<p>ClassLab\u3067\u306f\u3001\u3053\u306e\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u74b0\u5883\u3092\u65e5\u5e38\u7684\u306b\u4f7f\u3044\u3001\u5c11\u4eba\u6570\u3067\u5927\u304d\u306a\u30a4\u30f3\u30d1\u30af\u30c8\u3092\u51fa\u3059\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u300cAI\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u305f\u958b\u767a\u30c1\u30fc\u30e0\u3067\u50cd\u304d\u305f\u3044\u300d\u300c\u30c1\u30fc\u30e0\u306e\u30a4\u30f3\u30d5\u30e9\u3068\u3057\u3066AI\u3092\u8a2d\u8a08\u3059\u308b\u5074\u306b\u56de\u308a\u305f\u3044\u300d\u3068\u3044\u3046\u65b9\u3001\u307e\u305a\u306f\u30ab\u30b8\u30e5\u30a2\u30eb\u306b\u304a\u8a71\u3057\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/findy-code.io\/companies\/994\" target=\"_blank\" rel=\"noopener noreferrer\">Findy\u3067\u30a8\u30f3\u30b8\u30cb\u30a2\u6c42\u4eba\u3092\u898b\u308b<\/a><\/li>\n<li><a href=\"https:\/\/classlab.co.jp\/engineer\/entry\/\">\u30ab\u30b8\u30e5\u30a2\u30eb\u9762\u8ac7\u3092\u7533\u3057\u8fbc\u3080<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u95a2\u9023\u8a18\u4e8b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/classlab.co.jp\/engineer\/blog\/ai-dev-productivity\/\">AI\u99c6\u52d5\u958b\u767a\u306e\u751f\u7523\u6027\u3092\u8a08\u6e2c\u3059\u308b\u65b9\u6cd5\uff5cClaude Code Hooks API\u3067\u53ef\u8996\u5316<\/a><\/li>\n<li><a href=\"https:\/\/classlab.co.jp\/engineer\/blog\/ai-dev-skills\/\">AI\u99c6\u52d5\u958b\u767a\u6642\u4ee3\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u5b8c\u5168\u30ac\u30a4\u30c9\uff5c\u5fc5\u9808\u30b9\u30ad\u30eb\u3068\u5b9f\u8df5\u30ed\u30fc\u30c9\u30de\u30c3\u30d7<\/a><\/li>\n<\/ul>\n\n\n\n<script type=\"module\">\n  import mermaid from 'https:\/\/cdn.jsdelivr.net\/npm\/mermaid@11\/dist\/mermaid.esm.min.mjs';\n  mermaid.initialize({ startOnLoad: true, theme: 'neutral' });\n<\/script>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n","protected":false},"excerpt":{"rendered":"<p>ClassLab Engineering \u306e Dev \u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u304c\u57f7\u7b46\u3057\u307e\u3057\u305f\u3002 \u300c\u500b\u4eba\u3067\u4f7f\u3063\u3066\u307f\u305f\u300d\u8a18\u4e8b\u306f\u5c71\u307b\u3069\u3042\u308a\u307e\u3059\u3002\u3067\u3082\u3001\u30c1\u30fc\u30e0\u5168\u54e1\u304cAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u904b\u7528\u30eb\u30fc\u30eb\u3092\u6574\u5099\u3057\u3001\u5b9a\u91cf\u7684\u306b\u52b9\u679c\u3092\u6e2c\u5b9a\u3057\u3066\u3044 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[8],"tags":[11,16,17,19,18],"class_list":["post-69","post","type-post","status-publish","format-standard","hentry","category-ai-dev","tag-ai","tag-claude-code","tag-github-copilot","tag-llm","tag-18"],"_links":{"self":[{"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/posts\/69","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/comments?post=69"}],"version-history":[{"count":7,"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/posts\/69\/revisions"}],"predecessor-version":[{"id":82,"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/posts\/69\/revisions\/82"}],"wp:attachment":[{"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/media?parent=69"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/categories?post=69"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/tags?post=69"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}