{"id":31,"date":"2026-03-08T03:39:34","date_gmt":"2026-03-07T18:39:34","guid":{"rendered":"https:\/\/classlab.co.jp\/engineer\/blog\/?p=31"},"modified":"2026-04-20T18:19:52","modified_gmt":"2026-04-20T09:19:52","slug":"ai-dev-productivity","status":"publish","type":"post","link":"https:\/\/classlab.co.jp\/engineer\/blog\/ai-dev-productivity\/","title":{"rendered":"AI\u99c6\u52d5\u958b\u767a\u306e\u751f\u7523\u6027\u3092\u8a08\u6e2c\u3059\u308b\u65b9\u6cd5\uff5cClaude Code Hooks API\u3067\u53ef\u8996\u5316"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"heading-0\">AI\u99c6\u52d5\u958b\u767a\u306e\u751f\u7523\u6027\u3001\u3061\u3083\u3093\u3068\u8a08\u308c\u3066\u3044\u307e\u3059\u304b\uff1f<\/h2>\n\n\n\n<p>\u300c\u30e1\u30f3\u30d0\u30fc\u5168\u54e1\u3001Claude Code \u3092\u3082\u3063\u3068\u4f7f\u3046\u3079\u304d\u3060\u3002MAX\u00d720\u30d7\u30e9\u30f3\u3092\u4f7f\u3044\u5207\u308b\u3050\u3089\u3044\u6d3b\u7528\u3057\u3066\u307b\u3057\u3044\u300d<\/p>\n\n\n\n<p>\u4e0a\u9577\u304b\u3089\u3053\u3046\u8a00\u308f\u308c\u305f\u3068\u304d\u3001\u6b63\u76f4\u306a\u3068\u3053\u308d\u8fd4\u3059\u8a00\u8449\u304c\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u30c1\u30fc\u30e0\u306b Claude Code \u306e Max \u30d7\u30e9\u30f3\u3092\u5c0e\u5165\u3057\u3066\u6570\u30f6\u6708\u3002\u300c\u4fbf\u5229\u306b\u306a\u3063\u305f\u300d\u300c\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u304c\u697d\u306b\u306a\u3063\u305f\u300d\u3068\u3044\u3046\u58f0\u306f\u805e\u3053\u3048\u3066\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u5b9f\u969b\u306b\u3069\u306e\u30e1\u30f3\u30d0\u30fc\u304c\u3069\u308c\u304f\u3089\u3044\u4f7f\u3063\u3066\u3044\u3066\u3001\u3069\u3093\u306a\u30bf\u30b9\u30af\u306b\u6d3b\u7528\u3057\u3066\u3044\u308b\u306e\u304b\u2014\u2014\u305d\u306e\u30c7\u30fc\u30bf\u304c\u3069\u3053\u306b\u3082\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u7d4c\u9a13\u8c4a\u5bcc\u306a\u958b\u767a\u800516\u4eba\u3092\u5bfe\u8c61\u3068\u3057\u305f\u30e9\u30f3\u30c0\u30e0\u5316\u6bd4\u8f03\u8a66\u9a13\u3067\u3001AI\u30c4\u30fc\u30eb\u4f7f\u7528\u6642\u306b\u751f\u7523\u6027\u304c19%\u4f4e\u4e0b\u3057\u305f\u3002\u3057\u304b\u3082\u958b\u767a\u8005\u81ea\u8eab\u306f\u300c24%\u901f\u304f\u306a\u3063\u305f\u300d\u3068\u4e88\u60f3\u3057\u3001\u5b9f\u9a13\u5f8c\u3082\u300c20%\u901f\u304f\u306a\u3063\u305f\u300d\u3068\u611f\u3058\u3066\u3044\u305f\u3002<\/p>\n<\/blockquote>\n\n\n\n<p> \u2015 METR <a href=\"https:\/\/metr.org\/blog\/2025-07-10-early-ai-impact\/\" target=\"_blank\" rel=\"noreferrer noopener\">Measuring the Impact of Early AI Assistance on Software Development<\/a><\/p>\n\n\n\n<p>\u4f53\u611f\u3068\u5b9f\u614b\u306e\u30ae\u30e3\u30c3\u30d7\u2014\u2014\u3053\u308c\u306f\u4ed6\u4eba\u4e8b\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<span class=\"swl-marker mark_yellow\">\u300c\u306a\u3093\u3068\u306a\u304f\u4fbf\u5229\u300d\u3067\u306f\u3001\u6295\u8cc7\u5bfe\u52b9\u679c\u3092\u793a\u305b\u307e\u305b\u3093<\/span>\u3002\u30c1\u30fc\u30e0\u306e AI \u6d3b\u7528\u3092\u6539\u5584\u3059\u308b\u306b\u306f\u3001\u307e\u305a\u8a08\u6e2c\u3067\u304d\u308b\u72b6\u614b\u3092\u4f5c\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u69cb\u7bc9\u3057\u305f\u306e\u304c\u3001<strong>Claude Code \u306e Hooks API \u3092\u4f7f\u3063\u305f\u30c1\u30fc\u30e0\u5229\u7528\u72b6\u6cc1\u306e\u81ea\u52d5\u53ce\u96c6\u30fb\u53ef\u8996\u5316\u30b7\u30b9\u30c6\u30e0<\/strong>\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001AI\u99c6\u52d5\u958b\u767a\u306e\u751f\u7523\u6027\u3092\u8a08\u6e2c\u3059\u308b\u305f\u3081\u306e KPI \u8a2d\u8a08\u304b\u3089\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u6a5f\u80fd\u307e\u3067\u3092\u5b9f\u4f8b\u4ed8\u304d\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-1\">AI \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u52b9\u679c\u6e2c\u5b9a\u3067\u4f55\u3092\u6e2c\u308b\u3079\u304d\u304b\u2014\u20144\u30c6\u30a3\u30a2KPI\u4f53\u7cfb<\/h2>\n\n\n\n<p>AI \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u52b9\u679c\u3092\u3069\u3046\u5b9a\u7fa9\u3057\u3001\u4f55\u3092\u6e2c\u308b\u3079\u304d\u3067\u3057\u3087\u3046\u304b\u3002\u5358\u7d14\u306a\u300c\u30b3\u30fc\u30c9\u751f\u6210\u884c\u6570\u300d\u3084\u300c\u4f7f\u7528\u6642\u9593\u300d\u3067\u306f\u672c\u8cea\u3092\u6349\u3048\u3089\u308c\u307e\u305b\u3093\u3002\u30c1\u30fc\u30e0\u904b\u7528\u306e\u4e2d\u3067\u898b\u3048\u3066\u304d\u305f\u8a08\u6e2c\u8ef8\u3092\u30014\u3064\u306e\u30c6\u30a3\u30a2\u306b\u4f53\u7cfb\u5316\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div class=\"wp-block-merpress-mermaidjs diagram-source-mermaid\"><pre class=\"mermaid\">graph TD\n    T1[Tier 1: \u30bb\u30c3\u30b7\u30e7\u30f3\u52b9\u7387]\n    T2[Tier 2: AI\u54c1\u8cea]\n    T3[Tier 3: \u81ea\u5f8b\u6027\u30fb\u6210\u719f\u5ea6]\n    T4[Tier 4: \u30b3\u30b9\u30c8\u52b9\u7387]\n\n    T1 --> T2\n    T2 --> T3\n    T3 --> T4\n\n    T1 --- T1D[\"\u30bf\u30fc\u30f3\u6570\/\u30bb\u30c3\u30b7\u30e7\u30f3&lt;br\/>\u30c8\u30fc\u30af\u30f3\u6570\/\u30bf\u30fc\u30f3&lt;br\/>\u30bb\u30c3\u30b7\u30e7\u30f3\u6642\u9593&lt;br\/>\u30c4\u30fc\u30eb\u547c\u51fa\u6570\/\u30bf\u30fc\u30f3\"]\n    T2 --- T2D[\"\u30d5\u30a1\u30fc\u30b9\u30c8\u30d1\u30b9\u6210\u529f\u7387&lt;br\/>\u30b3\u30fc\u30c9\u30c1\u30e3\u30fc\u30f3\u7387&lt;br\/>\u4eba\u7684\u4ecb\u5165\u7387&lt;br\/>\u63d0\u6848\u63a1\u7528\u7387\"]\n    T3 --- T3D[\"\u81ea\u5f8b\u5ea6\u6bd4\u7387&lt;br\/>\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u983b\u5ea6&lt;br\/>\u81ea\u5df1\u4fee\u6b63\u7387&lt;br\/>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u6d3b\u7528\u52b9\u7387\"]\n    T4 --- T4D[\"\u6210\u679c\u7269\u3042\u305f\u308a\u30b3\u30b9\u30c8&lt;br\/>\u30c8\u30fc\u30af\u30f3\u52b9\u7387\u6bd4&lt;br\/>ROI\"]<\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-2\">Tier 1: \u30bb\u30c3\u30b7\u30e7\u30f3\u52b9\u7387\u2014\u2014\u57fa\u790e\u7684\u306a\u5229\u7528\u72b6\u6cc1\u306e\u628a\u63e1<\/h3>\n\n\n\n<p>\u6700\u3082\u57fa\u790e\u7684\u306a\u6307\u6a19\u3067\u3059\u30021\u30bb\u30c3\u30b7\u30e7\u30f3\u3042\u305f\u308a\u306e\u30bf\u30fc\u30f3\u6570\u304c3\u301c8\u56de\u306a\u3089\u52b9\u7387\u7684\u3067\u300140\u56de\u3092\u8d85\u3048\u308b\u3068\u975e\u52b9\u7387\u306a\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u30c4\u30fc\u30eb\u547c\u51fa\u6570\u304c\u591a\u3051\u308c\u3070 AI \u304c\u81ea\u5f8b\u7684\u306b\u4f5c\u696d\u3092\u9032\u3081\u3066\u3044\u308b\u8a3c\u62e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-3\">Tier 2: AI\u54c1\u8cea\u2014\u2014\u63d0\u6848\u7cbe\u5ea6\u3092\u6e2c\u308b<\/h3>\n\n\n\n<p>AI \u306e\u63d0\u6848\u304c\u3069\u308c\u3060\u3051\u300c\u4e00\u767a\u3067\u901a\u308b\u300d\u304b\u3092\u6e2c\u308a\u307e\u3059\u3002\u30d5\u30a1\u30fc\u30b9\u30c8\u30d1\u30b9\u6210\u529f\u7387\u304c60%\u3092\u8d85\u3048\u3066\u3044\u308c\u3070\u826f\u597d\u3067\u3059\u3002\u30b3\u30fc\u30c9\u30c1\u30e3\u30fc\u30f3\u7387\uff08AI \u304c\u66f8\u3044\u305f\u30b3\u30fc\u30c9\u304c72\u6642\u9593\u4ee5\u5185\u306b\u66f8\u304d\u76f4\u3055\u308c\u308b\u5272\u5408\uff09\u304c30%\u3092\u8d85\u3048\u3066\u3044\u308b\u3068\u8981\u6539\u5584\u306e\u30b5\u30a4\u30f3\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-4\">Tier 3: \u81ea\u5f8b\u6027\u30fb\u6210\u719f\u5ea6\u2014\u2014AI \u306e\u81ea\u8d70\u529b\u3092\u8a55\u4fa1<\/h3>\n\n\n\n<p>\u4eba\u9593\u306e\u4ecb\u5165\u306a\u3057\u306b AI \u304c\u3069\u3053\u307e\u3067\u81ea\u8d70\u3067\u304d\u308b\u304b\u306e\u6307\u6a19\u3067\u3059\u3002\u81ea\u5f8b\u5ea6\u6bd4\u738780%\u4ee5\u4e0a\u304c\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30ec\u30d9\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-5\">Tier 4: \u30b3\u30b9\u30c8\u52b9\u7387\u2014\u2014\u6295\u8cc7\u5bfe\u52b9\u679c\u306e\u6838\u5fc3<\/h3>\n\n\n\n<p>\u6210\u679c\u7269\uff08PR\u30fb\u30d0\u30b0\u4fee\u6b63\u7b49\uff09\u3042\u305f\u308a\u306e\u30b3\u30b9\u30c8\u3084\u3001\u30c8\u30fc\u30af\u30f3\u52b9\u7387\u6bd4\uff08\u6d88\u8cbb\u30c8\u30fc\u30af\u30f3\u00f7\u63a1\u7528\u3055\u308c\u305f\u30b3\u30fc\u30c9\u884c\u6570\uff09\u3067\u6e2c\u308a\u307e\u3059\u3002AI\u99c6\u52d5\u958b\u767a\u306e\u751f\u7523\u6027\u3092\u7d4c\u55b6\u5c64\u306b\u793a\u3059\u969b\u306b\u6700\u3082\u91cd\u8981\u306a\u6307\u6a19\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-6\">\u30ec\u30d9\u30eb\u5225\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u30ec\u30d9\u30eb<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u30bf\u30fc\u30f3\u6570\/\u30bb\u30c3\u30b7\u30e7\u30f3<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u30d5\u30a1\u30fc\u30b9\u30c8\u30d1\u30b9\u6210\u529f\u7387<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u81ea\u5f8b\u5ea6\u6bd4\u7387<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u65e5\u6b21\u30b3\u30b9\u30c8\u76ee\u5b89<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong><span class=\"swl-bg-color has-swl-deep-03-background-color\">Expert<\/span><\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">3\u301c8<\/td><td class=\"has-text-align-left\" data-align=\"left\">70%\u4ee5\u4e0a<\/td><td class=\"has-text-align-left\" data-align=\"left\">80%\u4ee5\u4e0a<\/td><td class=\"has-text-align-left\" data-align=\"left\">$4\u4ee5\u4e0b<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong><span class=\"swl-bg-color has-swl-main-background-color\">Advanced<\/span><\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">9\u301c15<\/td><td class=\"has-text-align-left\" data-align=\"left\">50\u301c70%<\/td><td class=\"has-text-align-left\" data-align=\"left\">60\u301c80%<\/td><td class=\"has-text-align-left\" data-align=\"left\">$4\u301c8<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong><span style=\"background-color:#ffc800\" class=\"swl-bg-color\">Intermediate<\/span><\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">16\u301c25<\/td><td class=\"has-text-align-left\" data-align=\"left\">30\u301c50%<\/td><td class=\"has-text-align-left\" data-align=\"left\">40\u301c60%<\/td><td class=\"has-text-align-left\" data-align=\"left\">$8\u301c15<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong><span class=\"swl-bg-color has-swl-deep-01-background-color\">Beginner<\/span><\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">25\u4ee5\u4e0a<\/td><td class=\"has-text-align-left\" data-align=\"left\">30%\u672a\u6e80<\/td><td class=\"has-text-align-left\" data-align=\"left\">40%\u672a\u6e80<\/td><td class=\"has-text-align-left\" data-align=\"left\">$15\u4ee5\u4e0a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-inner\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span><span style=\"--the-icon-svg: url(data:image\/svg+xml;base64,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)\" data-icon=\"LsLightbulb\" data-id=\"0\" aria-hidden=\"true\" class=\"swl-inline-icon\">\u2003<\/span> TIP<\/span><\/div><div class=\"cap_box_content\">\n<p>\u3053\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u30c1\u30fc\u30e0\u904b\u7528\u304b\u3089\u5f97\u305f\u5b9f\u6e2c\u5024\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002\u7d44\u7e54\u306e\u958b\u767a\u30b9\u30bf\u30a4\u30eb\u306b\u5408\u308f\u305b\u3066\u95be\u5024\u3092\u8abf\u6574\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-7\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u2014\u2014Hooks API \u3067\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u53ce\u96c6\u3059\u308b\u4ed5\u7d44\u307f<\/h2>\n\n\n\n<p>KPI \u3092\u8a08\u6e2c\u3059\u308b\u306b\u306f\u3001\u307e\u305a\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u308b\u57fa\u76e4\u304c\u5fc5\u8981\u3067\u3059\u3002Claude Code \u306e Hooks API \u3092\u4f7f\u3048\u3070\u3001\u958b\u767a\u8005\u306e\u4f5c\u696d\u3092\u59a8\u3052\u308b\u3053\u3068\u306a\u304f\u3001\u5229\u7528\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u53ce\u96c6\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-8\">\u5168\u4f53\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h3>\n\n\n\n<div class=\"wp-block-merpress-mermaidjs diagram-source-mermaid\"><pre class=\"mermaid\">graph LR\n    subgraph \"\u5404\u30e1\u30f3\u30d0\u30fcPC\"\n        CC[Claude Code] -->|\u30a4\u30d9\u30f3\u30c8\u767a\u706b| H[Hook Scripts&lt;br\/>6\u7a2e]\n    end\n\n    subgraph \"\u30b5\u30fc\u30d0\u30fc\uff08Docker\uff09\"\n        API[Express API&lt;br\/>6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8]\n        DB[(MariaDB&lt;br\/>7\u30c6\u30fc\u30d6\u30eb)]\n        DASH[Next.js&lt;br\/>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9&lt;br\/>9\u30da\u30fc\u30b8]\n        AI[AI\u5206\u6790&lt;br\/>Claude Agent SDK]\n\n        API -->|Prisma| DB\n        DASH -->|18 API| DB\n        AI -->|\u5206\u6790| DB\n    end\n\n    H -->|POST \/api\/hook\/*| API<\/pre><\/div>\n\n\n\n<pre class=\"wp-block-preformatted\">\u5404\u30e1\u30f3\u30d0\u30fc\u306e PC \u306b\u914d\u7f6e\u3057\u305f6\u7a2e\u306e\u30d5\u30c3\u30af\u30b9\u30af\u30ea\u30d7\u30c8\u304c\u3001Claude Code \u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u30a4\u30d9\u30f3\u30c8\uff08\u30bb\u30c3\u30b7\u30e7\u30f3\u958b\u59cb\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u9001\u4fe1\u30fb\u30c4\u30fc\u30eb\u5b9f\u884c\u30fb\u5fdc\u7b54\u5b8c\u4e86\u30fb\u30bb\u30c3\u30b7\u30e7\u30f3\u7d42\u4e86\uff09\u3092\u691c\u77e5\u3057\u3001\u4e2d\u592e\u30b5\u30fc\u30d0\u30fc\u306b\u81ea\u52d5\u9001\u4fe1\u3057\u307e\u3059\u3002\u30e1\u30f3\u30d0\u30fc\u306f\u666e\u6bb5\u306e\u958b\u767a\u4f5c\u696d\u3092\u305d\u306e\u307e\u307e\u884c\u3046\u3060\u3051\u3067\u3001\u30c7\u30fc\u30bf\u304c\u84c4\u7a4d\u3055\u308c\u3066\u3044\u304d\u307e\u3059\u3002<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-9\">6\u7a2e\u306e\u30d5\u30c3\u30af\u30a4\u30d9\u30f3\u30c8\u3067\u7db2\u7f85\u7684\u306b\u30c7\u30fc\u30bf\u53ce\u96c6<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u30d5\u30c3\u30af<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u30bf\u30a4\u30df\u30f3\u30b0<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u53d6\u5f97\u30c7\u30fc\u30bf<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\">SessionStart<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30bb\u30c3\u30b7\u30e7\u30f3\u958b\u59cb<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30e2\u30c7\u30eb\u540d\u3001\u958b\u59cb\u7a2e\u5225\u3001Git \u30ea\u30dd\u30b8\u30c8\u30ea\u30fb\u30d6\u30e9\u30f3\u30c1<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">UserPromptSubmit<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30d7\u30ed\u30f3\u30d7\u30c8\u9001\u4fe1<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30d7\u30ed\u30f3\u30d7\u30c8\u5168\u6587<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">SubagentStart<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8d77\u52d5<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7a2e\u5225\uff08Bash\/Explore\/Plan\u7b49\uff09<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">SubagentStop<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7d42\u4e86<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u91cf\u3001\u30c4\u30fc\u30eb\u4f7f\u7528\u8a18\u9332<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Stop<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5fdc\u7b54\u5b8c\u4e86<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30c8\u30e9\u30f3\u30b9\u30af\u30ea\u30d7\u30c8\u89e3\u6790 \u2192 \u5168\u30e1\u30c8\u30ea\u30af\u30b9<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">SessionEnd<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30bb\u30c3\u30b7\u30e7\u30f3\u7d42\u4e86<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7d42\u4e86\u7406\u7531\uff08user_exit\/clear\/logout\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col1\"><div class=\"cap_box_ttl\"><span><span style=\"--the-icon-svg: url(data:image\/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjFlbSIgd2lkdGg9IjFlbSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIiBhcmlhLWhpZGRlbj0idHJ1ZSIgdmlld0JveD0iMCAwIDQ4IDQ4Ij48cGF0aCBkPSJNMjQgMUMxMS4zIDEgMSAxMS4zIDEgMjRzMTAuMyAyMyAyMyAyMyAyMy0xMC4zIDIzLTIzUzM2LjcgMSAyNCAxem0wIDExLjJjMS45IDAgMy41IDEuNiAzLjUgMy41cy0xLjYgMy41LTMuNSAzLjUtMy41LTEuNi0zLjUtMy41IDEuNi0zLjUgMy41LTMuNXptNSAyMi42YzAgLjYtLjQgMS0xIDFoLThjLS42IDAtMS0uNC0xLTF2LTJjMC0uNi40LTEgMS0xaDEuNXYtNmwtMS44LTIuNGExIDEgMCAwIDEgLjgtMS42aDVjLjYgMCAxIC40IDEgMXY5SDI4Yy42IDAgMSAuNCAxIDF2MnoiPjwvcGF0aD48L3N2Zz4=)\" data-icon=\"LsInfo\" data-id=\"0\" aria-hidden=\"true\" class=\"swl-inline-icon\">\u2003 INFO<\/span><\/span><\/div><div class=\"cap_box_content\">\n<p>\u6700\u3082\u91cd\u8981\u306a\u306e\u306f&nbsp;<strong>Stop \u30d5\u30c3\u30af<\/strong>&nbsp;\u3067\u3059\u3002Claude Code \u304c\u5fdc\u7b54\u3092\u5b8c\u4e86\u3059\u308b\u305f\u3073\u306b\u767a\u706b\u3057\u3001JSONL \u5f62\u5f0f\u306e\u30c8\u30e9\u30f3\u30b9\u30af\u30ea\u30d7\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u89e3\u6790\u3057\u3066\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u5168\u4f53\u306e\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u91cf\u30fb\u30c4\u30fc\u30eb\u4f7f\u7528\u30fb\u30d5\u30a1\u30a4\u30eb\u5909\u66f4\u30fb\u30a8\u30e9\u30fc\u6570\u306a\u3069\u3092\u4e00\u62ec\u3067\u96c6\u8a08\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-10\">\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc: \u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089DB\u4fdd\u5b58\u307e\u3067<\/h3>\n\n\n\n<div class=\"wp-block-merpress-mermaidjs diagram-source-mermaid\"><pre class=\"mermaid\">sequenceDiagram\n    participant Dev as \u958b\u767a\u8005\n    participant CC as Claude Code\n    participant Hook as Hook Script\n    participant API as Express API\n    participant DB as MariaDB\n\n    Dev->>CC: \u30d7\u30ed\u30f3\u30d7\u30c8\u5165\u529b\n    CC->>Hook: UserPromptSubmit \u30a4\u30d9\u30f3\u30c8\n    Hook->>API: POST \/api\/hook\/prompt\n    API->>DB: Turn \u30ec\u30b3\u30fc\u30c9\u4f5c\u6210\n\n    CC->>CC: \u30c4\u30fc\u30eb\u5b9f\u884c\u30fb\u30b3\u30fc\u30c9\u751f\u6210\n    CC->>Hook: Stop \u30a4\u30d9\u30f3\u30c8\n    Hook->>Hook: JSONL \u30c8\u30e9\u30f3\u30b9\u30af\u30ea\u30d7\u30c8\u89e3\u6790\n    Hook->>API: POST \/api\/hook\/stop\uff08\u5168\u30e1\u30c8\u30ea\u30af\u30b9\uff09\n    API->>DB: Session\/Turn\/ToolUse\/FileChange \u66f4\u65b0<\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-11\">DB \u30b9\u30ad\u30fc\u30de\uff087\u30c6\u30fc\u30d6\u30eb\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u30c6\u30fc\u30d6\u30eb<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u5f79\u5272<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u4e3b\u306a\u30ab\u30e9\u30e0<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\">Member<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30e1\u30f3\u30d0\u30fc\u60c5\u5831<\/td><td class=\"has-text-align-left\" data-align=\"left\">git_email\uff08\u4e3b\u30ad\u30fc\uff09\u3001claude_account<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Session<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30bb\u30c3\u30b7\u30e7\u30f3\u60c5\u5831<\/td><td class=\"has-text-align-left\" data-align=\"left\">session_uuid\u3001total_input_tokens\u3001total_output_tokens\u3001estimated_cost\u3001turn_count<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Turn<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30bf\u30fc\u30f3\u60c5\u5831<\/td><td class=\"has-text-align-left\" data-align=\"left\">prompt_text\u3001duration_ms\u3001input_tokens\u3001output_tokens\u3001model<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Subagent<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/td><td class=\"has-text-align-left\" data-align=\"left\">agent_type\u3001duration_seconds\u3001input_tokens\u3001output_tokens<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">ToolUse<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30c4\u30fc\u30eb\u4f7f\u7528\u8a18\u9332<\/td><td class=\"has-text-align-left\" data-align=\"left\">tool_name\u3001tool_category\u3001status\u3001is_mcp\u3001mcp_server<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">FileChange<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30d5\u30a1\u30a4\u30eb\u5909\u66f4\u8a18\u9332<\/td><td class=\"has-text-align-left\" data-align=\"left\">file_path\u3001operation\uff08read\/write\/edit\uff09<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">SessionEvent<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30bb\u30c3\u30b7\u30e7\u30f3\u30a4\u30d9\u30f3\u30c8<\/td><td class=\"has-text-align-left\" data-align=\"left\">event_type\u3001event_data\uff08JSON\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-12\">\u30ef\u30f3\u30b3\u30de\u30f3\u30c9\u3067\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u5b8c\u4e86<\/h3>\n\n\n\n<p>\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u304c\u7c21\u5358\u306b\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3067\u304d\u308b\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\" data-show-lang=\"1\"><code>bash &lt;(curl -s https:\/\/your-server\/install.sh)<\/code><\/pre><\/div>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30d5\u30c3\u30af\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u914d\u7f6e<\/div><div class=\"swell-block-step__body\">\n<p>6\u7a2e\u306e\u30d5\u30c3\u30af\u30b9\u30af\u30ea\u30d7\u30c8\u3092&nbsp;<code>~\/.claude\/hooks\/<\/code>&nbsp;\u306b\u81ea\u52d5\u914d\u7f6e\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u751f\u6210<\/div><div class=\"swell-block-step__body\">\n<p>API\u63a5\u7d9a\u5148\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\uff08<code>config.json<\/code>\uff09\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30b0\u30ed\u30fc\u30d0\u30eb\u8a2d\u5b9a\u306e\u30de\u30fc\u30b8<\/div><div class=\"swell-block-step__body\">\n<p>Claude Code \u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u8a2d\u5b9a\uff08<code>~\/.claude\/settings.json<\/code>\uff09\u306b\u30d5\u30c3\u30af\u5b9a\u7fa9\u3092\u5b89\u5168\u306b\u30de\u30fc\u30b8\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u758e\u901a\u30c6\u30b9\u30c8\u306e\u5b9f\u884c<\/div><div class=\"swell-block-step__body\">\n<p>API \u30b5\u30fc\u30d0\u30fc\u3078\u306e\u758e\u901a\u30c6\u30b9\u30c8\u3092\u81ea\u52d5\u5b9f\u884c\u3057\u3001\u63a5\u7d9a\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\"><div class=\"cap_box_ttl\"><span><span style=\"--the-icon-svg: url(data:image\/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjFlbSIgd2lkdGg9IjFlbSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIiBhcmlhLWhpZGRlbj0idHJ1ZSIgdmlld0JveD0iMCAwIDQ4IDQ4Ij48cGF0aCBkPSJNNDMgNDZIMjFjLTEuMSAwLTItLjktMi0ycy45LTIgMi0yaDIyYzEuMSAwIDIgLjkgMiAycy0uOSAyLTIgMnpNMjguNiAxMC42bDIuNS00LjNjLjMtLjUuMS0xLjEtLjQtMS40bC01LjItM2MtLjUtLjMtMS4xLS4xLTEuNC40bC0yLjUgNC4zIDcgNHpNMjAuMiA5LjIgMy4zIDM4LjVjLS40LjctLjYgMS41LS41IDIuM2wuMyA0LjVjMCAuNy44IDEuMSAxLjQuOGw0LTJjLjctLjQgMS4zLS45IDEuNy0xLjZsMTYuOS0yOS4zLTYuOS00eiI+PC9wYXRoPjwvc3ZnPg==)\" data-icon=\"LsPen\" data-id=\"0\" aria-hidden=\"true\" class=\"swl-inline-icon\">\u2003<\/span> NOTE<\/span><\/div><div class=\"cap_box_content\">\n<p>\u65e2\u5b58\u306e\u30d5\u30c3\u30af\u8a2d\u5b9a\u304c\u3042\u308b\u5834\u5408\u3082\u5b89\u5168\u306b\u30de\u30fc\u30b8\u3055\u308c\u3001\u958b\u767a\u74b0\u5883\u3092\u58ca\u3055\u306a\u3044\u8a2d\u8a08\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-13\">\u5fc5\u8981\u306a\u30ad\u30fc\u8a2d\u5b9a<\/h3>\n\n\n\n<p>\u672c\u30b7\u30b9\u30c6\u30e0\u3092\u5229\u7528\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u30ad\u30fc\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u30ad\u30fc<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u7528\u9014<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u8a2d\u5b9a\u5834\u6240<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\">GitHub PAT\uff08Personal Access Token\uff09<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30ea\u30dd\u30b8\u30c8\u30ea\u30fb\u30d6\u30e9\u30f3\u30c1\u60c5\u5831\u306e\u53d6\u5f97\u3001\u30b3\u30fc\u30c9\u5909\u66f4\u306e\u8ffd\u8de1<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30b5\u30fc\u30d0\u30fc\u5074\u74b0\u5883\u5909\u6570<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Claude Code \u8a8d\u8a3c\uff082\u7a2e\u304b\u3089\u9078\u629e\uff09<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e AI \u5206\u6790\u30c1\u30e3\u30c3\u30c8\u30fb\u30b3\u30fc\u30c1\u30f3\u30b0\u6a5f\u80fd\uff08Claude Agent SDK\uff09<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30b5\u30fc\u30d0\u30fc\u5074\u74b0\u5883\u5909\u6570<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Claude Code \u306e\u8a8d\u8a3c\u306f\u4ee5\u4e0b\u306e2\u7a2e\u985e\u304b\u3089\u9078\u629e\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Max \u30d7\u30e9\u30f3\u306e\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3<\/strong>\uff08OAuth \u30ed\u30b0\u30a4\u30f3\uff09<\/li>\n\n\n\n<li><strong>Anthropic API Key<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GitHub PAT<\/strong>&nbsp;\u3092\u8a2d\u5b9a\u3059\u308b\u3068\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u3054\u3068\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u540d\u30fb\u30d6\u30e9\u30f3\u30c1\u540d\u3092\u81ea\u52d5\u53d6\u5f97\u3057\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u5206\u6790\u30da\u30fc\u30b8\u3067\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5358\u4f4d\u306e AI \u6d3b\u7528\u72b6\u6cc1\u3092\u53ef\u8996\u5316\u3067\u304d\u307e\u3059<\/li>\n\n\n\n<li><strong>Claude Code \u8a8d\u8a3c<\/strong>&nbsp;\u3092\u8a2d\u5b9a\u3059\u308b\u3068\u3001\u30c1\u30fc\u30e0\u6982\u8981\u30fb\u30e1\u30f3\u30d0\u30fc\u8a73\u7d30\u30da\u30fc\u30b8\u306e AI \u5206\u6790\u30c1\u30e3\u30c3\u30c8\u304c\u5229\u7528\u53ef\u80fd\u306b\u306a\u308a\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u81ea\u7136\u8a00\u8a9e\u3067\u306e\u8cea\u554f\u3084\u6539\u5584\u63d0\u6848\u3092\u53d7\u3051\u3089\u308c\u307e\u3059\u3002Max \u30d7\u30e9\u30f3\u306e\u30b5\u30d6\u30b9\u30af\u5951\u7d04\u304c\u3042\u308c\u3070\u305d\u306e\u307e\u307e\u5229\u7528\u3067\u304d\u3001API Key \u3067\u3082\u540c\u7b49\u306e\u6a5f\u80fd\u304c\u4f7f\u3048\u307e\u3059<\/li>\n<\/ul>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-inner\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span><span style=\"--the-icon-svg: url(data:image\/svg+xml;base64,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)\" data-icon=\"LsLightbulb\" data-id=\"0\" aria-hidden=\"true\" class=\"swl-inline-icon\">\u2003<\/span> TIP<\/span><\/div><div class=\"cap_box_content\">\n<p>GitHub PAT \u306f&nbsp;<code>repo<\/code>&nbsp;\u30b9\u30b3\u30fc\u30d7\u304c\u5fc5\u8981\u3067\u3059\u3002Claude Code \u8a8d\u8a3c\u306f Max \u30d7\u30e9\u30f3\u306e\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u307e\u305f\u306f Anthropic API Key \u306e\u3069\u3061\u3089\u304b\u4e00\u65b9\u3092\u8a2d\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-14\">\u5b9f\u88c5\u306e\u30dd\u30a4\u30f3\u30c8\u2014\u2014\u30c8\u30e9\u30f3\u30b9\u30af\u30ea\u30d7\u30c8\u89e3\u6790\u3068\u30b3\u30b9\u30c8\u8a08\u7b97<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-15\">Prisma \u30b9\u30ad\u30fc\u30de<\/h3>\n\n\n\n<p>\u30bb\u30c3\u30b7\u30e7\u30f3\u5358\u4f4d\u3067\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u91cf\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002Anthropic \u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u6a5f\u80fd\u306b\u5bfe\u5fdc\u3057\u3001<code>cache_creation_tokens<\/code>&nbsp;\u3068&nbsp;<code>cache_read_tokens<\/code>&nbsp;\u3092\u5206\u96e2\u3057\u3066\u8a18\u9332\u3057\u3066\u3044\u308b\u70b9\u304c\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-ts\" data-lang=\"TypeScript\" data-show-lang=\"1\"><code>model Session {\n  id                       Int       @id @default(autoincrement())\n  memberId                 Int?      @map(&quot;member_id&quot;)\n  sessionUuid              String    @unique @map(&quot;session_uuid&quot;)\n  model                    String?\n  totalInputTokens         Int       @default(0) @map(&quot;total_input_tokens&quot;)\n  totalOutputTokens        Int       @default(0) @map(&quot;total_output_tokens&quot;)\n  totalCacheCreationTokens Int       @default(0) @map(&quot;total_cache_creation_tokens&quot;)\n  totalCacheReadTokens     Int       @default(0) @map(&quot;total_cache_read_tokens&quot;)\n  estimatedCost            Float?    @map(&quot;estimated_cost&quot;) @db.Double\n  turnCount                Int       @default(0) @map(&quot;turn_count&quot;)\n  toolUseCount             Int       @default(0) @map(&quot;tool_use_count&quot;)\n  summary                  String?   @db.Text\n  gitRepo                  String?   @map(&quot;git_repo&quot;)\n  gitBranch                String?   @map(&quot;git_branch&quot;)\n\n  member        Member?        @relation(fields: [memberId], references: [id])\n  turns         Turn[]\n  toolUses      ToolUse[]\n  fileChanges   FileChange[]\n  sessionEvents SessionEvent[]\n\n  startedAt             DateTime? @map(&quot;started_at&quot;)\n\n  @@index([memberId])\n  @@index([startedAt])\n  @@index([model])\n  @@map(&quot;sessions&quot;)\n}<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-16\">\u30c8\u30e9\u30f3\u30b9\u30af\u30ea\u30d7\u30c8\u89e3\u6790<\/h3>\n\n\n\n<p>Stop \u30d5\u30c3\u30af\u306e\u6838\u5fc3\u306f\u3001Claude Code \u304c\u51fa\u529b\u3059\u308b JSONL \u5f62\u5f0f\u306e\u30c8\u30e9\u30f3\u30b9\u30af\u30ea\u30d7\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u89e3\u6790\u3067\u3059\u3002JSONL \u306e\u5404\u884c\u306f&nbsp;<code>assistant<\/code>\u3001<code>user<\/code>\u3001<code>system<\/code>\u3001<code>summary<\/code>&nbsp;\u306e\u3044\u305a\u308c\u304b\u306e type \u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-js\" data-lang=\"JAVASCRIPT\" data-show-lang=\"1\"><code>function parseTranscript(transcriptPath) {\n  const lines = fs.readFileSync(transcriptPath, &#39;utf8&#39;)\n    .split(&#39;\\n&#39;).filter(Boolean);\n\n  for (const line of lines) {\n    const obj = JSON.parse(line);\n\n    if (obj.type === &#39;assistant&#39;) {\n      \/\/ \u30c8\u30fc\u30af\u30f3\u6570\u30fb\u30e2\u30c7\u30eb\u540d\u3092\u96c6\u8a08\n      \/\/ tool_use \u30d6\u30ed\u30c3\u30af\u304b\u3089\u30c4\u30fc\u30eb\u4f7f\u7528\u3092\u62bd\u51fa\n      \/\/ Write\/Edit \u30c4\u30fc\u30eb\u304b\u3089\u30d5\u30a1\u30a4\u30eb\u5909\u66f4\u3092\u8a18\u9332\n    }\n\n    if (obj.type === &#39;user&#39;) {\n      \/\/ tool_result \u3067\u306a\u3051\u308c\u3070\u65b0\u3057\u3044\u30bf\u30fc\u30f3\n      \/\/ tool_result \u306e\u30a8\u30e9\u30fc\u3092\u30c4\u30fc\u30eb\u4f7f\u7528\u8a18\u9332\u306b\u53cd\u6620\n    }\n\n    if (obj.type === &#39;system&#39;) {\n      \/\/ turn_duration: \u30bf\u30fc\u30f3\u3054\u3068\u306e\u6240\u8981\u6642\u9593\n      \/\/ compact_boundary: \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u30a4\u30d9\u30f3\u30c8\n    }\n  }\n}<\/code><\/pre><\/div>\n\n\n\n<p>\u30c4\u30fc\u30eb\u4f7f\u7528\u306f7\u30ab\u30c6\u30b4\u30ea\u306b\u81ea\u52d5\u5206\u985e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-js\" data-lang=\"JAVASCRIPT\" data-show-lang=\"1\"><code>function getToolCategory(name) {\n  if (\/^(Read|Glob|Grep)$\/.test(name)) return &#39;search&#39;;\n  if (\/^(Write|Edit|MultiEdit)$\/.test(name)) return &#39;file_edit&#39;;\n  if (name === &#39;Bash&#39;) return &#39;bash&#39;;\n  if (name === &#39;Task&#39;) return &#39;subagent&#39;;\n  if (\/^(WebFetch|WebSearch)$\/.test(name)) return &#39;web&#39;;\n  if (\/^mcp__\/.test(name)) return &#39;mcp&#39;;\n  return &#39;other&#39;;\n}<\/code><\/pre><\/div>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-inner\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span><span style=\"--the-icon-svg: url(data:image\/svg+xml;base64,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)\" data-icon=\"LsLightbulb\" data-id=\"0\" aria-hidden=\"true\" class=\"swl-inline-icon\">\u2003<\/span> TIP<\/span><\/div><div class=\"cap_box_content\">\n<p>MCP\uff08Model Context Protocol\uff09\u30c4\u30fc\u30eb\u306f&nbsp;<code>mcp__<\/code>&nbsp;\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u3067\u81ea\u52d5\u691c\u51fa\u3057\u3001\u3069\u306e MCP \u30b5\u30fc\u30d0\u30fc\u7d4c\u7531\u306e\u547c\u3073\u51fa\u3057\u304b\u3082\u8a18\u9332\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-17\">\u30b3\u30b9\u30c8\u8a08\u7b97<\/h3>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3054\u3068\u306e\u5358\u4fa1\u30c6\u30fc\u30d6\u30eb\u306b\u57fa\u3065\u304d\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u5358\u4f4d\u3067\u30b3\u30b9\u30c8\u3092\u7b97\u51fa\u3057\u307e\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u66f8\u304d\u8fbc\u307f\u30fb\u8aad\u307f\u8fbc\u307f\u3082\u500b\u5225\u5358\u4fa1\u3067\u8a08\u7b97\u3059\u308b\u305f\u3081\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u52b9\u7387\u306e\u5206\u6790\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-ts\" data-lang=\"TypeScript\" data-show-lang=\"1\"><code>const COST_TABLE = {\n  &#39;claude-opus-4-6&#39;:          { input: 15,   output: 75, cacheWrite: 18.75, cacheRead: 1.50 },\n  &#39;claude-sonnet-4-5&#39;:        { input: 3,    output: 15, cacheWrite: 3.75,  cacheRead: 0.30 },\n  &#39;claude-haiku-4-5&#39;:         { input: 0.80, output: 4,  cacheWrite: 1.00,  cacheRead: 0.08 },\n};\n\n\/\/ \u5358\u4f4d: USD per 1M tokens\nfunction calculateCost(model: string, usage: TokenUsage) {\n  const rates = COST_TABLE[model];\n  return (usage.inputTokens \/ 1_000_000) * rates.input\n       + (usage.outputTokens \/ 1_000_000) * rates.output\n       + (usage.cacheCreationTokens \/ 1_000_000) * rates.cacheWrite\n       + (usage.cacheReadTokens \/ 1_000_000) * rates.cacheRead;\n}<\/code><\/pre><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-18\">\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3067 AI \u6d3b\u7528\u72b6\u6cc1\u3092\u53ef\u8996\u5316\u3059\u308b<\/h2>\n\n\n\n<p>\u69cb\u7bc9\u3057\u305f\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306f9\u3064\u306e\u30da\u30fc\u30b8\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u4e3b\u8981\u306a\u6a5f\u80fd\u3092\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3068\u3068\u3082\u306b\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-19\">\u30c1\u30fc\u30e0\u6982\u8981\u2014\u2014\u5168\u4f53\u306e\u5229\u7528\u72b6\u6cc1\u3092\u4fef\u77b0\u3059\u308b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"898\" src=\"http:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-team-overview-1024x898.png\" alt=\"\u30c1\u30fc\u30e0\u6982\u8981\u306e\u753b\u9762\u753b\u50cf\" class=\"wp-image-37\" srcset=\"https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-team-overview-1024x898.png 1024w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-team-overview-300x263.png 300w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-team-overview-768x674.png 768w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-team-overview-1536x1347.png 1536w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-team-overview.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u30c1\u30fc\u30e0\u6982\u8981<\/strong>\u3067\u306f\u3001\u7dcf\u30bb\u30c3\u30b7\u30e7\u30f3\u6570\u30fb\u7dcf\u30c8\u30fc\u30af\u30f3\u6570\u30fb\u63a8\u5b9a\u30b3\u30b9\u30c8\uff08\u524d\u9031\u6bd4\u30c8\u30ec\u30f3\u30c9\u4ed8\u304d\uff09\u30fb\u30a2\u30af\u30c6\u30a3\u30d6\u30e1\u30f3\u30d0\u30fc\u6570\u3092 KPI \u30ab\u30fc\u30c9\u3067\u8868\u793a\u3057\u307e\u3059\u3002\u65e5\u6b21\u30c8\u30fc\u30af\u30f3\u63a8\u79fb\u306e\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3001\u30c4\u30fc\u30eb\u4f7f\u7528\u30e9\u30f3\u30ad\u30f3\u30b0 Top 10\u3001\u305d\u3057\u3066\u66dc\u65e5\u00d7\u6642\u9593\u5e2f\u30fb\u30ea\u30dd\u30b8\u30c8\u30ea\u00d7\u65e5\u4ed8\u30fb\u30e1\u30f3\u30d0\u30fc\u00d7\u65e5\u4ed8\u306e3\u8ef8\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3067\u3001<span class=\"swl-marker mark_yellow\">\u300c\u3044\u3064\u3001\u8ab0\u304c\u3001\u3069\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u4f5c\u696d\u3057\u3066\u3044\u308b\u304b\u300d<\/span>\u304c\u3072\u3068\u76ee\u3067\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">AI\u5206\u6790\u30c1\u30e3\u30c3\u30c8<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"495\" src=\"http:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat-1024x495.png\" alt=\"AI \u5206\u6790\u30c1\u30e3\u30c3\u30c8\u6a5f\u80fd\u306e\u753b\u9762\u753b\u50cf\" class=\"wp-image-33\" srcset=\"https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat-1024x495.png 1024w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat-300x145.png 300w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat-768x371.png 768w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat-1536x742.png 1536w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u30c1\u30fc\u30e0\u6982\u8981\u30da\u30fc\u30b8\u306b\u306f&nbsp;<strong>AI \u5206\u6790\u30c1\u30e3\u30c3\u30c8\u6a5f\u80fd<\/strong>\u304c\u7d71\u5408\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u30c7\u30fc\u30bf\u3092\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u3001Claude Agent SDK \u3092\u901a\u3058\u3066\u81ea\u7136\u8a00\u8a9e\u3067\u8cea\u554f\u3067\u304d\u307e\u3059\u3002\u300c\u4eca\u9031\u6700\u3082\u30b3\u30b9\u30c8\u52b9\u7387\u304c\u826f\u304b\u3063\u305f\u30e1\u30f3\u30d0\u30fc\u306f\uff1f\u300d\u300cOpus \u3068 Sonnet \u306e\u4f7f\u3044\u5206\u3051\u306b\u504f\u308a\u306f\u3042\u308b\uff1f\u300d\u3068\u3044\u3063\u305f\u5206\u6790\u30af\u30a8\u30ea\u306b\u5373\u5ea7\u306b\u56de\u7b54\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-20\">\u30e1\u30f3\u30d0\u30fc\u8a73\u7d30\u2014\u2014\u500b\u4eba\u306e AI \u6d3b\u7528\u30d1\u30bf\u30fc\u30f3\u3092\u6df1\u6398\u308a\u3059\u308b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"569\" src=\"http:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-1024x569.png\" alt=\"\u30e1\u30f3\u30d0\u30fc\u8a73\u7d30\u306e\u753b\u9762\u753b\u50cf\" class=\"wp-image-35\" srcset=\"https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-1024x569.png 1024w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-300x167.png 300w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-768x427.png 768w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-1536x854.png 1536w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail.png 1669w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u500b\u4eba\u306b\u30c9\u30ea\u30eb\u30c0\u30a6\u30f3\u3057\u305f\u5206\u6790\u30da\u30fc\u30b8\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30bb\u30c3\u30b7\u30e7\u30f3\u5206\u985e<\/strong>: Quick\uff08\u77ed\u6642\u9593\uff09\/ Moderate\uff08\u4e2d\u7a0b\u5ea6\uff09\/ Complex\uff08\u8907\u96d1\uff09\u306e3\u6bb5\u968e\u3067\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u81ea\u52d5\u5206\u985e<\/li>\n\n\n\n<li><strong>\u30e2\u30c7\u30eb\u4f7f\u7528\u5185\u8a33<\/strong>: Opus \/ Sonnet \/ Haiku \u306e\u4f7f\u3044\u5206\u3051\u3092\u30c9\u30fc\u30ca\u30c4\u30c1\u30e3\u30fc\u30c8\u3067\u8868\u793a<\/li>\n\n\n\n<li><strong>\u30c4\u30fc\u30eb\u4f7f\u7528\u30e9\u30f3\u30ad\u30f3\u30b0<\/strong>: \u305d\u306e\u30e1\u30f3\u30d0\u30fc\u304c\u3088\u304f\u4f7f\u3046\u30c4\u30fc\u30eb\u306e\u50be\u5411<\/li>\n\n\n\n<li><strong>\u9031\u6b21\u30c8\u30ec\u30f3\u30c9<\/strong>: \u65e5\u6b21\u306e\u5165\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u63a8\u79fb<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">AI\u30b3\u30fc\u30c1\u30f3\u30b0<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"495\" src=\"http:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat-1024x495.png\" alt=\"AI\u30b3\u30fc\u30c1\u30f3\u30b0\u306e\u753b\u9762\u753b\u50cf\" class=\"wp-image-33\" srcset=\"https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat-1024x495.png 1024w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat-300x145.png 300w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat-768x371.png 768w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat-1536x742.png 1536w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-detail-chat.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u30e1\u30f3\u30d0\u30fc\u8a73\u7d30\u30da\u30fc\u30b8\u306b\u3082 AI \u5206\u6790\u304c\u7d71\u5408\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u500b\u4eba\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u6539\u5584\u63d0\u6848\u3092\u53d7\u3051\u3089\u308c\u307e\u3059\u3002\u300c\u30bb\u30c3\u30b7\u30e7\u30f3\u6642\u9593\u304c\u9577\u3044\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u30bf\u30b9\u30af\u3092\u7d30\u5206\u5316\u3057\u3066\u307f\u3066\u306f\u3069\u3046\u3067\u3059\u304b\u300d\u300cOpus \u306e\u5229\u7528\u304c\u591a\u3044\u3067\u3059\u304c\u3001\u3053\u306e\u30bf\u30a4\u30d7\u306e\u30bf\u30b9\u30af\u306a\u3089 Sonnet \u3067\u3082\u5341\u5206\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u300d\u2014\u2014\u3068\u3044\u3063\u305f\u5177\u4f53\u7684\u306a\u30b3\u30fc\u30c1\u30f3\u30b0\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-21\">\u30bb\u30c3\u30b7\u30e7\u30f3\u8a73\u7d30\u2014\u2014\u30bf\u30fc\u30f3\u5358\u4f4d\u3067\u539f\u56e0\u3092\u8ffd\u8de1\u3059\u308b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"870\" height=\"2560\" src=\"https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-session-detail-scaled.png\" alt=\"\u30bb\u30c3\u30b7\u30e7\u30f3\u8a73\u7d30\u306e\u753b\u9762\u753b\u50cf\" class=\"wp-image-38\" srcset=\"https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-session-detail-scaled.png 870w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-session-detail-102x300.png 102w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-session-detail-348x1024.png 348w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-session-detail-768x2259.png 768w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-session-detail-522x1536.png 522w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-session-detail-696x2048.png 696w\" sizes=\"(max-width: 870px) 100vw, 870px\" \/><\/figure>\n\n\n\n<p>1\u3064\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u6700\u3082\u7d30\u304b\u304f\u5206\u6790\u3059\u308b\u30da\u30fc\u30b8\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30bf\u30fc\u30f3\u5225\u30c4\u30ea\u30fc\u8868\u793a<\/strong>: \u5404\u30bf\u30fc\u30f3\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3001AI \u306e\u5fdc\u7b54\u3001\u30c4\u30fc\u30eb\u4f7f\u7528\u3092\u30c4\u30ea\u30fc\u69cb\u9020\u3067\u5c55\u958b<\/li>\n\n\n\n<li><strong>\u30c4\u30fc\u30eb\u4f7f\u7528\u8a18\u9332<\/strong>: \u30c4\u30fc\u30eb\u540d\u30fb\u30ab\u30c6\u30b4\u30ea\u30fb\u6210\u5426\u30fb\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u3059\u3079\u3066\u8a18\u9332<\/li>\n\n\n\n<li><strong>\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>: Task \u30c4\u30fc\u30eb\u7d4c\u7531\u3067\u8d77\u52d5\u3055\u308c\u305f\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30e2\u30c7\u30eb\u30fb\u30c8\u30fc\u30af\u30f3\u30fb\u30b3\u30b9\u30c8\u3092\u500b\u5225\u8868\u793a<\/li>\n\n\n\n<li><strong>\u30d5\u30a1\u30a4\u30eb\u5909\u66f4<\/strong>: \u64cd\u4f5c\u7a2e\u5225\uff08create\/edit\/delete\/read\uff09\u3092\u8272\u5206\u3051\u30d0\u30c3\u30b8\u3067\u8868\u793a<\/li>\n<\/ul>\n\n\n\n<p>\u300c\u3053\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u306a\u305c\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u306a\u3063\u305f\u306e\u304b\u300d\u300c\u3069\u306e\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3067\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u306e\u304b\u300d\u3092\u30bf\u30fc\u30f3\u5358\u4f4d\u3067\u8ffd\u8de1\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-22\">\u30e1\u30f3\u30d0\u30fc\u4e00\u89a7\u2014\u2014\u30c1\u30fc\u30e0\u5185\u306e\u5229\u7528\u683c\u5dee\u3092\u767a\u898b\u3059\u308b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"625\" src=\"http:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-list-1024x625.png\" alt=\"\u30e1\u30f3\u30d0\u30fc\u4e00\u89a7\u306e\u753b\u9762\u753b\u50cf\" class=\"wp-image-34\" srcset=\"https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-list-1024x625.png 1024w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-list-300x183.png 300w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-list-768x468.png 768w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-list-1536x937.png 1536w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-member-list.png 1669w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u30e1\u30f3\u30d0\u30fc\u5168\u54e1\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u3068\u6bd4\u8f03\u304c\u3067\u304d\u308b\u30da\u30fc\u30b8\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30e9\u30f3\u30af\u30d0\u30c3\u30b8<\/strong>: \u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u91cf\u3067\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u8868\u793a<\/li>\n\n\n\n<li><strong>\u524d\u9031\u6bd4\u5909\u5316\u7387<\/strong>: \u5404\u30e1\u30f3\u30d0\u30fc\u306e\u5229\u7528\u91cf\u304c\u5897\u52a0\u50be\u5411\u304b\u6e1b\u5c11\u50be\u5411\u304b\u3092\u53ef\u8996\u5316<\/li>\n\n\n\n<li><strong>\u30e1\u30f3\u30d0\u30fc\u00d7\u65e5\u4ed8\u30d2\u30fc\u30c8\u30de\u30c3\u30d7<\/strong>: \u8ab0\u304c\u3044\u3064\u6d3b\u767a\u306b\u4f7f\u3063\u3066\u3044\u308b\u304b\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u767a\u898b<\/li>\n<\/ul>\n\n\n\n<p>\u30c1\u30fc\u30e0\u5185\u3067\u306e\u5229\u7528\u683c\u5dee\u3084\u3001\u6d3b\u7528\u304c\u9032\u3093\u3067\u3044\u306a\u3044\u30e1\u30f3\u30d0\u30fc\u3092\u65e9\u671f\u306b\u767a\u898b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-23\">\u305d\u306e\u4ed6\u306e\u30d3\u30e5\u30fc<\/h3>\n\n\n\n<div class=\"wp-block-columns\">\n<div class=\"wp-block-column\">\n<h4 class=\"wp-block-heading\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30d5\u30a3\u30fc\u30c9<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"566\" src=\"http:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-prompt-feed-1024x566.png\" alt=\"\u30d7\u30ed\u30f3\u30d7\u30c8\u30d5\u30a3\u30fc\u30c9\u306e\u753b\u9762\u753b\u50cf\" class=\"wp-image-41\" srcset=\"https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-prompt-feed-1024x566.png 1024w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-prompt-feed-300x166.png 300w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-prompt-feed-768x425.png 768w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-prompt-feed-1536x849.png 1536w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-prompt-feed.png 1662w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u30c1\u30fc\u30e0\u5168\u54e1\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8868\u793a\u3059\u308b\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u30d3\u30e5\u30fc\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc \u2192 \u30ea\u30dd\u30b8\u30c8\u30ea \u2192 \u30d6\u30e9\u30f3\u30c1 \u2192 \u30bb\u30c3\u30b7\u30e7\u30f3 \u2192 \u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u968e\u5c64\u69cb\u9020\u3067\u300115\u79d2\u9593\u9694\u3067\u81ea\u52d5\u66f4\u65b0\u3055\u308c\u307e\u3059\u3002\u300c\u4eca\u3001\u30c1\u30fc\u30e0\u306e\u8ab0\u304c\u3069\u3093\u306a\u4f5c\u696d\u3092\u3057\u3066\u3044\u308b\u304b\u300d\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u628a\u63e1\u3067\u304d\u3001\u30ca\u30ec\u30c3\u30b8\u5171\u6709\u306e\u304d\u3063\u304b\u3051\u306b\u3082\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column\">\n<h4 class=\"wp-block-heading\">\u30ea\u30dd\u30b8\u30c8\u30ea\u5206\u6790<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"569\" src=\"http:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-repository-1024x569.png\" alt=\"\u30ea\u30dd\u30b8\u30c8\u30ea\u5206\u6790\u306e\u753b\u9762\u753b\u50cf\" class=\"wp-image-40\" srcset=\"https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-repository-1024x569.png 1024w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-repository-300x167.png 300w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-repository-768x427.png 768w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-repository-1536x854.png 1536w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-repository.png 1669w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u30ea\u30dd\u30b8\u30c8\u30ea\u5358\u4f4d\u3067 AI \u6d3b\u7528\u72b6\u6cc1\u3092\u6bd4\u8f03\u3059\u308b\u30da\u30fc\u30b8\u3067\u3059\u3002\u30bb\u30c3\u30b7\u30e7<\/p>\n<\/div>\n<\/div>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c8\u30fc\u30af\u30f3\u5206\u6790<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"758\" src=\"http:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-token-analysis-1024x758.png\" alt=\"\u30c8\u30fc\u30af\u30f3\u5206\u6790\u306e\u753b\u9762\u753b\u50cf\" class=\"wp-image-39\" srcset=\"https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-token-analysis-1024x758.png 1024w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-token-analysis-300x222.png 300w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-token-analysis-768x568.png 768w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-token-analysis-1536x1137.png 1536w, https:\/\/classlab.co.jp\/engineer\/blog\/wp-content\/uploads\/2026\/03\/002-token-analysis.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u30b3\u30b9\u30c8\u6700\u9069\u5316\u306e\u305f\u3081\u306e\u30da\u30fc\u30b8\u3067\u3059\u3002\u7dda\u5f62\u56de\u5e30\u306b\u3088\u308b\u5c06\u6765\u6d88\u8cbb\u91cf\u306e\u4e88\u6e2c\u30c1\u30e3\u30fc\u30c8\u3001\u30e2\u30c7\u30eb\u5225\u30b3\u30b9\u30c8\u5206\u5e03\u3001\u305d\u3057\u3066<span class=\"swl-marker mark_yellow\">\u30e2\u30c7\u30eb\u30df\u30c3\u30af\u30b9\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3<\/span>\u304c\u7279\u5fb4\u7684\u3067\u3059\u3002\u300cOpus \u306e\u5229\u7528\u309230%\u6e1b\u3089\u3057\u3066 Sonnet \u306b\u632f\u308a\u66ff\u3048\u305f\u3089\u6708\u984d\u3044\u304f\u3089\u524a\u6e1b\u3067\u304d\u308b\u304b\u300d\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-24\">\u307e\u3068\u3081\u2014\u2014\u300c\u306a\u3093\u3068\u306a\u304f\u4fbf\u5229\u300d\u304b\u3089\u300c\u8a08\u6e2c\u53ef\u80fd\u306a\u751f\u7523\u6027\u300d\u3078<\/h2>\n\n\n\n<p>AI\u99c6\u52d5\u958b\u767a\u306e\u751f\u7523\u6027\u306f\u3001\u611f\u899a\u3067\u306f\u306a\u304f\u30c7\u30fc\u30bf\u3067\u8a9e\u308b\u6642\u4ee3\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u8a08\u6e2c\u30b7\u30b9\u30c6\u30e0\u3067\u3067\u304d\u308b\u3053\u3068\u3092\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c1\u30fc\u30e0\u5168\u4f53\u306e AI \u6d3b\u7528\u72b6\u6cc1\u3092\u53ef\u8996\u5316<\/strong>&nbsp;\u2014 \u8ab0\u304c\u3001\u3044\u3064\u3001\u3069\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3001\u3069\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3044\u308b\u304b<\/li>\n\n\n\n<li><strong>\u30b3\u30b9\u30c8\u69cb\u9020\u3092\u628a\u63e1<\/strong>&nbsp;\u2014 \u30e2\u30c7\u30eb\u5225\u30fb\u30e1\u30f3\u30d0\u30fc\u5225\u30fb\u30ea\u30dd\u30b8\u30c8\u30ea\u5225\u306e\u30b3\u30b9\u30c8\u914d\u5206\u3068\u4e88\u6e2c<\/li>\n\n\n\n<li><strong>\u30bb\u30c3\u30b7\u30e7\u30f3\u54c1\u8cea\u3092\u5206\u6790<\/strong>&nbsp;\u2014 \u30bf\u30fc\u30f3\u6570\u30fb\u30c4\u30fc\u30eb\u4f7f\u7528\u30fb\u30a8\u30e9\u30fc\u7387\u304b\u3089\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u52b9\u7387\u3092\u8a55\u4fa1<\/li>\n\n\n\n<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996<\/strong>&nbsp;\u2014 \u30d7\u30ed\u30f3\u30d7\u30c8\u30d5\u30a3\u30fc\u30c9\u3067\u30c1\u30fc\u30e0\u306e\u6d3b\u52d5\u72b6\u6cc1\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u628a\u63e1<\/li>\n\n\n\n<li><strong>AI \u306b\u3088\u308b\u5206\u6790\u30fb\u30b3\u30fc\u30c1\u30f3\u30b0<\/strong>&nbsp;\u2014 \u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u81ea\u7136\u8a00\u8a9e\u30af\u30a8\u30ea\u3068\u6539\u5584\u63d0\u6848<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u8a08\u6e2c\u57fa\u76e4\u304c\u3042\u308b\u3053\u3068\u3067\u3001<span class=\"swl-marker mark_yellow\">\u300cAI \u3092\u4f7f\u3048\u3066\u3044\u308b\u304b\u300d\u3068\u3044\u3046\u66d6\u6627\u306a\u554f\u3044\u306b\u5bfe\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u8b70\u8ad6\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col1\"><div class=\"cap_box_ttl\"><span><span style=\"--the-icon-svg: url(data:image\/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjFlbSIgd2lkdGg9IjFlbSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIiBhcmlhLWhpZGRlbj0idHJ1ZSIgdmlld0JveD0iMCAwIDQ4IDQ4Ij48cGF0aCBkPSJNMjQgMUMxMS4zIDEgMSAxMS4zIDEgMjRzMTAuMyAyMyAyMyAyMyAyMy0xMC4zIDIzLTIzUzM2LjcgMSAyNCAxem0wIDExLjJjMS45IDAgMy41IDEuNiAzLjUgMy41cy0xLjYgMy41LTMuNSAzLjUtMy41LTEuNi0zLjUtMy41IDEuNi0zLjUgMy41LTMuNXptNSAyMi42YzAgLjYtLjQgMS0xIDFoLThjLS42IDAtMS0uNC0xLTF2LTJjMC0uNi40LTEgMS0xaDEuNXYtNmwtMS44LTIuNGExIDEgMCAwIDEgLjgtMS42aDVjLjYgMCAxIC40IDEgMXY5SDI4Yy42IDAgMSAuNCAxIDF2MnoiPjwvcGF0aD48L3N2Zz4=)\" data-icon=\"LsInfo\" data-id=\"0\" aria-hidden=\"true\" class=\"swl-inline-icon\">\u2003 INFO<\/span><\/span><\/div><div class=\"cap_box_content\">\n<p>\u4eca\u5f8c\u306e\u5c55\u671b\u3068\u3057\u3066\u3001CI\/CD \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e DORA \u30e1\u30c8\u30ea\u30af\u30b9\uff08\u30c7\u30d7\u30ed\u30a4\u983b\u5ea6\u30fb\u5909\u66f4\u30ea\u30fc\u30c9\u30bf\u30a4\u30e0\u7b49\uff09\u3068\u306e\u7d71\u5408\u3084\u3001PR \u30ec\u30d3\u30e5\u30fc\u54c1\u8cea\u3068\u306e\u76f8\u95a2\u5206\u6790\u3092\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002AI \u306e\u6d3b\u7528\u5ea6\u3068\u5b9f\u969b\u306e\u30c7\u30ea\u30d0\u30ea\u30fc\u6210\u679c\u3092\u7d50\u3073\u3064\u3051\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u8aac\u5f97\u529b\u306e\u3042\u308b ROI \u306e\u63d0\u793a\u304c\u53ef\u80fd\u306b\u306a\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f GitHub \u3067\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002Claude Code \u3092\u4f7f\u3063\u3066\u3044\u308b\u30c1\u30fc\u30e0\u3067\u3001AI 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});\n<\/script>\n","protected":false},"excerpt":{"rendered":"<p>AI\u99c6\u52d5\u958b\u767a\u306e\u751f\u7523\u6027\u3001\u3061\u3083\u3093\u3068\u8a08\u308c\u3066\u3044\u307e\u3059\u304b\uff1f \u300c\u30e1\u30f3\u30d0\u30fc\u5168\u54e1\u3001Claude Code \u3092\u3082\u3063\u3068\u4f7f\u3046\u3079\u304d\u3060\u3002MAX\u00d720\u30d7\u30e9\u30f3\u3092\u4f7f\u3044\u5207\u308b\u3050\u3089\u3044\u6d3b\u7528\u3057\u3066\u307b\u3057\u3044\u300d \u4e0a\u9577\u304b\u3089\u3053\u3046\u8a00\u308f\u308c\u305f\u3068\u304d\u3001\u6b63\u76f4\u306a\u3068\u3053\u308d\u8fd4\u3059\u8a00\u8449\u304c\u3042\u308a\u307e\u305b\u3093\u3067 [&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":[10,11,12],"class_list":{"0":"post-31","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-ai-dev","7":"tag-ai","9":"tag-12"},"_links":{"self":[{"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/posts\/31","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=31"}],"version-history":[{"count":5,"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/posts\/31\/revisions"}],"predecessor-version":[{"id":414,"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/posts\/31\/revisions\/414"}],"wp:attachment":[{"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/media?parent=31"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/categories?post=31"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/classlab.co.jp\/engineer\/blog\/wp-json\/wp\/v2\/tags?post=31"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}