{"id":79674,"date":"2025-10-20T08:00:00","date_gmt":"2025-10-19T23:00:00","guid":{"rendered":"https:\/\/www.creationline.com\/tech-blog\/?p=79674"},"modified":"2025-10-29T13:13:15","modified_gmt":"2025-10-29T04:13:15","slug":"gitlab-knowledge-graph-%e3%81%ab%e3%82%88%e3%82%8b-ai-%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88%e3%81%ae%e3%82%b3%e3%83%bc%e3%83%89%e7%90%86%e8%a7%a3%e3%82%92%e6%a4%9c%e8%a8%bc%e3%81%97","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/cloudnative\/gitlab\/79674","title":{"rendered":"GitLab Knowledge Graph \u306b\u3088\u308b AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30b3\u30fc\u30c9\u7406\u89e3\u3092\u691c\u8a3c\u3057\u3066\u307f\u305f"},"content":{"rendered":"\n<p>\u3053\u3093\u306b\u3061\u306f\u3001\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u4eca\u4e95\u3067\u3059\u3002\u4eca\u56de\u306f <a href=\"https:\/\/about.gitlab.com\/releases\/2025\/09\/18\/gitlab-18-4-released\/#gitlab-knowledge-graph\" target=\"_blank\" rel=\"noreferrer noopener\">GitLab 18.4<\/a> \u3067\u30d9\u30fc\u30bf\u7248\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f <a href=\"https:\/\/gitlab-org.gitlab.io\/rust\/knowledge-graph\/\" target=\"_blank\" rel=\"noreferrer noopener\">Knowledge Graph<\/a> \u3092\u691c\u8a3c\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u63a8\u8ad6\u306e\u7cbe\u5ea6\u3092\u5287\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u3068\u671f\u5f85\u3055\u308c\u3066\u3044\u308b <strong>GitLab Knowledge Graph<\/strong> \u306b\u3064\u3044\u3066\u3001\u305d\u306e\u6a5f\u80fd\u6982\u8981\u3068\u3001\u5b9f\u969b\u306b\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u5b9f\u65bd\u3057\u305f\u6a5f\u80fd\u691c\u8a3c\u306e\u7d50\u679c\u3092\u5171\u6709\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001 Knowledge Graph \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001Java \u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3042\u308b <a href=\"https:\/\/github.com\/spring-projects\/spring-petclinic\" target=\"_blank\" rel=\"noreferrer noopener\">Spring Petclinic<\/a> \u3092\u5bfe\u8c61\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u3001Model Context Protocol (MCP) \u3092\u901a\u3058\u3066 <a href=\"https:\/\/docs.gitlab.com\/user\/gitlab_duo_chat\/agentic_chat\/\" target=\"_blank\" rel=\"noreferrer noopener\">GitLab Duo Agentic Chat<\/a> \u304b\u3089\u30b3\u30fc\u30c9\u7406\u89e3\u306e\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3092\u5b9f\u884c\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3092\u901a\u3058\u3066 Knowledge Graph \u304c\u3069\u306e\u3088\u3046\u306b\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u69cb\u9020\u5316\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3069\u306e\u3088\u3046\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u5f97\u3066\u3044\u308b\u306e\u304b\u3092\u7406\u89e3\u3057\u3001\u4eca\u5f8c\u306e GitLab Duo Agent Platform \u306e\u672a\u6765\u50cf\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u691c\u8a3c\u7528\u30b5\u30f3\u30d7\u30eb\u3068\u3057\u3066 <strong>Spring Petclinic<\/strong> \u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<br>\u51fa\u5178\uff1aspring-projects\/spring-petclinic\uff08<strong>Apache License 2.0<\/strong>\uff09<br>\u30ea\u30dd\u30b8\u30c8\u30ea\uff1a<a href=\"https:\/\/github.com\/spring-projects\/spring-petclinic\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/spring-projects\/spring-petclinic<\/a><br>\u53c2\u8003\uff1a\u672c\u5bb6README\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u8868\u8a18\uff08Apache License 2.0\uff09\u3068 LICENSE.txt \u3092\u78ba\u8a8d\u306e\u3053\u3068\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Knowledge Graph \u3068\u306f<\/h2>\n\n\n\n<p>GitLab \u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306e\u3042\u3089\u3086\u308b\u6bb5\u968e\u3067 AI \u3092\u7d71\u5408\u3059\u308b AI-native \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3078\u306e\u5909\u9769\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u4e2d\u6838\u3068\u306a\u308b\u306e\u304c\u3001<strong><a href=\"https:\/\/about.gitlab.com\/gitlab-duo\/agent-platform\/\" target=\"_blank\" rel=\"noreferrer noopener\">GitLab Duo Agent Platform<\/a><\/strong> \u3067\u3042\u308a\u3001\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u304a\u3051\u308b\u6700\u3082\u91cd\u8981\u306a\u57fa\u76e4\u6280\u8853\u306e\u4e00\u3064\u304c <strong>Knowledge Graph<\/strong> \u3067\u3059\u3002<\/p>\n\n\n\n<p>GitLab \u306f DevSecOps \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3084\u77e5\u7684\u8ca1\u7523\u3060\u3051\u3067\u306a\u304f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u8a08\u753b\u3001\u30d0\u30b0\u306e\u30d0\u30c3\u30af\u30ed\u30b0\u3001CI\/CD \u69cb\u6210\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ec\u30dd\u30fc\u30c8\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30c7\u30fc\u30bf\u306a\u3069\u3001\u8c4a\u5bcc\u306a\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u4fdd\u6301\u3059\u308b\u300c\u30b7\u30b9\u30c6\u30e0\u30fb\u30aa\u30d6\u30fb\u30ec\u30b3\u30fc\u30c9\u300d\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3066\u3044\u307e\u3059\u3002Knowledge Graph \u306f\u3001\u3053\u306e Unified Data Platform \u3092\u62e1\u5f35\u3059\u308b\u8981\u7d20\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI \u306f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8 (\u6587\u8108) \u306b\u3088\u3063\u3066\u80fd\u529b\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002 Knowledge Graph \u306f\u3001\u30b3\u30fc\u30c9\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3057\u3066\u7e2b\u3044\u5408\u308f\u305b\u3001<strong>\u7279\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304b\u3089\u306e\u30a2\u30af\u30bb\u30b9\u306b\u6700\u9069\u5316\u3055\u308c\u305f<\/strong>\u30b0\u30e9\u30d5\u69cb\u9020\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>Knowledge Graph \u306f\u3001\u30d5\u30a1\u30a4\u30eb\u3001\u4f9d\u5b58\u95a2\u4fc2\u3001\u958b\u767a\u30d1\u30bf\u30fc\u30f3\u9593\u306e\u95a2\u4fc2\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u5168\u4f53\u306e\u95a2\u4fc2\u6027\u3092\u7406\u89e3\u3057\u3001\u8907\u96d1\u306a\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3088\u308a\u8fc5\u901f\u3067\u6b63\u78ba\u306a\u5fdc\u7b54\u3092\u8fd4\u305b\u308b\u3088\u3046\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>GitLab Duo Agent Platform \u306f\u3001\u3053\u306e Knowledge Graph \u3092\u57fa\u76e4\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Knowledge Graph \u3092\u4f7f\u3063\u3066\u5b9f\u73fe\u3067\u304d\u308b\u3053\u3068<\/h2>\n\n\n\n<p>Knowledge Graph \u306f\u3001\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306b\u308f\u305f\u308b\u30ea\u30c3\u30c1\u306a\u30b3\u30fc\u30c9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u4ee5\u4e0b\u306e\u6a5f\u80fd\u304c\u5b9f\u73fe\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Codebase RAG (Retrieval-Augmented Generation) \u306e\u5b9f\u73fe<\/strong>: <br>\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u30e9\u30a4\u30d6\u3067\u7d44\u307f\u8fbc\u307f\u53ef\u80fd\u306a\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08<a href=\"https:\/\/github.com\/kuzudb\/kuzu\" target=\"_blank\" rel=\"noreferrer noopener\">KuzuDB<\/a> \u3092\u4f7f\u7528\uff09\u306b\u5909\u63db\u3057\u3001RAG \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6d3b\u7528\u3057\u307e\u3059<\/li>\n\n\n\n<li><strong>\u30b3\u30fc\u30c9\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u3068\u691c\u7d22<\/strong>: <br>\u300c\u5b9a\u7fa9\u3078\u306e\u79fb\u52d5 (go-to-definition)\u300d\u3001\u300c\u3059\u3079\u3066\u306e\u53c2\u7167\u306e\u691c\u7d22\u300d\u3001\u300c\u53c2\u7167\u306e\u8ffd\u8de1\u300d\u3068\u3044\u3063\u305f\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059<\/li>\n\n\n\n<li><strong>\u5f71\u97ff\u5206\u6790 (Impact Analysis)<\/strong>: <br>\u3042\u308b\u5909\u66f4\u304c\u30b7\u30b9\u30c6\u30e0\u5185\u306e\u4ed6\u306e\u90e8\u5206\u306b\u3069\u306e\u3088\u3046\u306b\u5f71\u97ff\u3059\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059<\/li>\n\n\n\n<li><strong>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u53ef\u8996\u5316<\/strong>: <br>\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u9020\u3068\u4f9d\u5b58\u95a2\u4fc2\u306e\u6d1e\u5bdf\u306b\u5bcc\u3093\u3060\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u3092\u751f\u6210\u3057\u307e\u3059<\/li>\n<\/ul>\n\n\n\n<p>\u73fe\u6642\u70b9\u306e\u5bfe\u5fdc\u8a00\u8a9e\u3068\u89e3\u6790\u7c92\u5ea6\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<a href=\"https:\/\/gitlab-org.gitlab.io\/rust\/knowledge-graph\/languages\/overview\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3088\u308a\u5f15\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u8a00\u8a9e<\/th><th>\u5b9a\u7fa9\u3068\u30a4\u30f3\u30dd\u30fc\u30c8<\/th><th>\u30d5\u30a1\u30a4\u30eb\u5185\u53c2\u7167<\/th><th>\u30d5\u30a1\u30a4\u30eb\u6a2a\u65ad\u53c2\u7167<\/th><\/tr><\/thead><tbody><tr><td><a href=\"https:\/\/gitlab-org.gitlab.io\/rust\/knowledge-graph\/languages\/ruby\" target=\"_blank\" rel=\"noreferrer noopener\">Ruby<\/a><\/td><td>\u3007<\/td><td>\u3007<\/td><td>\u3007<\/td><\/tr><tr><td><a href=\"https:\/\/gitlab-org.gitlab.io\/rust\/knowledge-graph\/languages\/python\" target=\"_blank\" rel=\"noreferrer noopener\">Python<\/a><\/td><td>\u3007<\/td><td>\u3007<\/td><td>\u00d7<\/td><\/tr><tr><td><a href=\"https:\/\/gitlab-org.gitlab.io\/rust\/knowledge-graph\/languages\/typescript\" target=\"_blank\" rel=\"noreferrer noopener\">TypeScript<\/a><\/td><td>\u3007<\/td><td>\u3007<\/td><td>\u00d7<\/td><\/tr><tr><td><a href=\"https:\/\/gitlab-org.gitlab.io\/rust\/knowledge-graph\/languages\/typescript\" target=\"_blank\" rel=\"noreferrer noopener\">JavaScript<\/a><\/td><td>\u3007<\/td><td>\u3007<\/td><td>\u00d7<\/td><\/tr><tr><td><a href=\"https:\/\/gitlab-org.gitlab.io\/rust\/knowledge-graph\/languages\/kotlin\" target=\"_blank\" rel=\"noreferrer noopener\">Kotlin<\/a><\/td><td>\u3007<\/td><td>\u3007<\/td><td>\u3007<\/td><\/tr><tr><td><a href=\"https:\/\/gitlab-org.gitlab.io\/rust\/knowledge-graph\/languages\/java\" target=\"_blank\" rel=\"noreferrer noopener\">Java<\/a><\/td><td>\u3007<\/td><td>\u3007<\/td><td>\u3007<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u307e\u305f\u3001Knowledge Graph \u306e\u30ed\u30fc\u30ab\u30eb\u30b5\u30fc\u30d0\u30fc\u306f\u3001Model Context Protocol (MCP) \u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002MCP \u306f AI \u30c4\u30fc\u30eb\u304c\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u69cb\u9020\u3092\u7406\u89e3\u3057\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u8a8d\u8b58\u578b\u306e\u652f\u63f4\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u30b3\u30fc\u30c9\u7406\u89e3\u306e\u305f\u3081\u306e\u4e3b\u306a MCP \u30c4\u30fc\u30eb\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>list_projects<\/code>:<br>Knowledge Graph \u306b\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u4e00\u89a7\u3092\u53d6\u5f97\u3057\u307e\u3059<\/li>\n\n\n\n<li><code>search_codebase_definitions<\/code>:<br>\u5b9a\u7fa9\u540d\uff08\u30af\u30e9\u30b9\u540d\u3084\u95a2\u6570\u540d\u306a\u3069\uff09\u306e\u9ad8\u901f\u691c\u7d22\u3092\u884c\u3044\u307e\u3059<\/li>\n\n\n\n<li><code>get_references<\/code>:<br>\u6307\u5b9a\u3055\u308c\u305f\u5b9a\u7fa9\u306e\u547c\u3073\u51fa\u3057\u5143\u3084\u53c2\u7167\u5143\u3092\u5217\u6319\u3057\u307e\u3059<\/li>\n\n\n\n<li><code>read_definitions<\/code> \/ <code>get_definition<\/code>:<br>\u5b9a\u7fa9\u672c\u6587\u3092\u53d6\u5f97\u3057\u305f\u308a\u3001\u30b3\u30fc\u30c9\u5185\u306e\u547c\u3073\u51fa\u3057\u7b87\u6240\u304b\u3089\u5b9a\u7fa9\u5143\u3078\u30b8\u30e3\u30f3\u30d7\u3057\u305f\u308a\u3057\u307e\u3059<\/li>\n\n\n\n<li><code>repo_map<\/code>:<br>\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u9020\u3068\u4e3b\u8981\u5b9a\u7fa9\u306e\u8981\u7d04\u3092\u793a\u3059\u51dd\u7e2e\u30de\u30c3\u30d7(XML\u5f62\u5f0f)\u3092\u8fd4\u3057\u307e\u3059<\/li>\n\n\n\n<li><code>index_project<\/code>:<br>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u518d\u5b9f\u884c\u3057\u3001\u5909\u66f4\u3092\u53cd\u6620\u3057\u307e\u3059<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u691c\u8a3c<\/h2>\n\n\n\n<p>\u3053\u3053\u304b\u3089\u306f\u691c\u8a3c\u3057\u305f\u5185\u5bb9\u3092\u5177\u4f53\u7684\u306b\u8a18\u8f09\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5bfe\u8c61\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u6e96\u5099<\/strong><\/h3>\n\n\n\n<p>Spring Petclinic \u3092\u30df\u30e9\u30fc\u30ea\u30f3\u30b0\u3057\u3066\u3001GitLab \u306b\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u4f5c\u6210\u3057\u3001\u30ed\u30fc\u30ab\u30eb\u306b\u30af\u30ed\u30fc\u30f3\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Knowledge Graph \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"bash\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">curl -fsSL https:\/\/gitlab.com\/gitlab-org\/rust\/knowledge-graph\/-\/raw\/main\/install.sh | bash<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9<\/h3>\n\n\n\n<p>\u5bfe\u8c61\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067<code>gkg index<\/code>\u3092\u5b9f\u884c\u3057\u3001\u30b3\u30fc\u30c9\u3092\u89e3\u6790\u3057\u3066\u30ed\u30fc\u30ab\u30eb\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 (KuzuDB) \u306b\u683c\u7d0d\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"bash\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">gkg index --stats\n2025-10-08T06:42:38.715542Z  INFO Created data directory: \/home\/y-imai\/.gkg\n2025-10-08T06:42:38.716891Z  INFO Discovering workspace: \/home\/y-imai\/repos\/spring-petclinic\n2025-10-08T06:42:38.716938Z  INFO Cleaning up workspace: \/home\/y-imai\/repos\/spring-petclinic\n2025-10-08T06:42:38.716945Z  INFO Indexing repositories in workspace: \/home\/y-imai\/repos\/spring-petclinic\n2025-10-08T06:42:38.721854Z  INFO Finished indexing repositories in workspace: \/home\/y-imai\/repos\/spring-petclinic, statistics: WorkspaceFolderStatistics { file_count: 153, repo_count: 1 }\n2025-10-08T06:42:38.721954Z  INFO Found 1 repositories with 153 files in workspace\n2025-10-08T06:42:38.724090Z  INFO Starting repository indexing for: spring-petclinic\n2025-10-08T06:42:38.735673Z  INFO Processing 43 files\n2025-10-08T06:42:38.735725Z  INFO Using 8 CPU workers (spawn_blocking)\n2025-10-08T06:42:38.751849Z  INFO &#x1f504; Progress: 11% (5\/43 files) - 310.8 files\/sec - 5 processed, 0 skipped, 0 errors\n2025-10-08T06:42:38.754855Z  INFO &#x1f504; Progress: 23% (10\/43 files) - 524.7 files\/sec - 10 processed, 0 skipped, 0 errors\n\n&lt;\u4e2d\u7565>\n\n2025-10-08T06:42:39.211178Z  INFO &#x2705; Workspace indexing completed in 0.49 seconds\n2025-10-08T06:42:39.211220Z  INFO Indexing Summary:\n2025-10-08T06:42:39.211254Z  INFO   - Total Projects: 1\n2025-10-08T06:42:39.211260Z  INFO   - Total Files: 43\n2025-10-08T06:42:39.211264Z  INFO   - Total Definitions: 213\n2025-10-08T06:42:39.211268Z  INFO   - Total Imported Symbols: 430\n2025-10-08T06:42:39.211271Z  INFO   - Total Definition Relationships: 448\n2025-10-08T06:42:39.211276Z  INFO   - Total Imported Symbol Relationships: 0\n2025-10-08T06:42:39.211279Z  INFO Project Timing:\n2025-10-08T06:42:39.211283Z  INFO   - \/home\/y-imai\/repos\/spring-petclinic: 0.49s (43 files, 213 definitions, 430 imported symbols, 448 def relationships, 0 imp relationships)\n2025-10-08T06:42:39.211289Z  INFO Language Breakdown:\n2025-10-08T06:42:39.211292Z  INFO   - Java: 43 files, 213 definitions<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b5\u30fc\u30d0\u30fc\u3092\u8d77\u52d5\u3057\u3066\u3001Web UI \u3067\u89e3\u6790\u3057\u305f\u30b0\u30e9\u30d5\u3092\u53ef\u8996\u5316<\/h3>\n\n\n\n<p><code>gkg server start<\/code>\u3092\u5b9f\u884c\u3057\u3001\u30b5\u30fc\u30d0\u30fc\u3092\u8d77\u52d5\u3059\u308b\u3068 <a href=\"http:\/\/localhost:27495\/\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/localhost:27495<\/a> \u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3067\u30b0\u30e9\u30d5\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"bash\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">gkg server start<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"664\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_01-1024x664.png\" alt=\"\" class=\"wp-image-80034\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_01-1024x664.png 1024w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_01-360x233.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_01-768x498.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_01.png 1198w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">VS Code \u3067\u89e3\u6790\u3057\u305f\u30b0\u30e9\u30d5\u3092\u53ef\u8996\u5316<\/h3>\n\n\n\n<p>\u5bfe\u8c61\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u30af\u30ed\u30fc\u30f3\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067 VS Code \u3092\u8d77\u52d5\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u30b3\u30de\u30f3\u30c9\u30d1\u30ec\u30c3\u30c8\u3067<code>Show Gitlab Knowledge Graph<\/code>\u3092\u5b9f\u884c\u3059\u308b\u3068 VS Code \u4e0a\u3067\u30b0\u30e9\u30d5\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<br>(VS Code \u306b <a href=\"https:\/\/docs.gitlab.com\/editor_extensions\/visual_studio_code\/\" target=\"_blank\" rel=\"noreferrer noopener\">GitLab Workflow extension<\/a> \u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u524d\u63d0\u3067\u3059)<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"550\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_02-1024x550.png\" alt=\"\" class=\"wp-image-80038\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_02-1024x550.png 1024w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_02-360x194.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_02-768x413.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_02-1536x826.png 1536w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_02.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">MCP \u30c4\u30fc\u30eb\u3092\u691c\u8a3c<\/h3>\n\n\n\n<p>\u6b21\u306b Agentic Chat \u3092\u4f7f\u3063\u3066 MCP \u30c4\u30fc\u30eb\u306e\u691c\u8a3c\u3092\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u30b5\u30fc\u30d0\u30fc\u3092\u518d\u8d77\u52d5\u3057\u3001MCP \u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u306b\u767b\u9332\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"bash\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">gkg server start --register-mcp ~\/.gitlab\/duo\/mcp.json<\/pre>\n\n\n\n<p>\u307e\u305f\u3001\u5bfe\u8c61\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e<a href=\"https:\/\/docs.gitlab.com\/user\/gitlab_duo\/model_context_protocol\/mcp_clients\/#turn-on-mcp-for-your-group\" target=\"_blank\" rel=\"noreferrer noopener\">\u30c8\u30c3\u30d7\u30b0\u30eb\u30fc\u30d7\u306b\u3066\u3001MCP \u3092\u6709\u52b9<\/a>\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"796\" height=\"494\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_04.png\" alt=\"\" class=\"wp-image-80046\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_04.png 796w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_04-360x223.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_04-768x477.png 768w\" sizes=\"auto, (max-width: 796px) 100vw, 796px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">list_projects<\/h4>\n\n\n\n<p><code>list_projects<\/code>\u3092\u8a66\u3059\u305f\u3081\u306b\u3001VS Code \u3067 Agentic Chat \u3092\u958b\u3044\u3066\u3001\u4ee5\u4e0b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"raw\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">Knowledge Graph \u306e list_projects \u3092\u5b9f\u884c\u3057\u3001\u767b\u9332\u6e08\u307f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u4e00\u89a7\u3092\u8868\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\/home\/y-imai\/repos\/spring-petclinic \u304c\u542b\u307e\u308c\u308b\u304b\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3001\n\u5b58\u5728\u3059\u308b\u5834\u5408\u306f\u300cOK\u300d\u3068\u3072\u3068\u3053\u3068\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/pre>\n\n\n\n<p>\u3059\u308b\u3068 Agentic Chat \u304b\u3089\u306f\u4ee5\u4e0b\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u304c\u8fd4\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"514\" height=\"375\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_03.png\" alt=\"\" class=\"wp-image-80044\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_03.png 514w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_03-360x263.png 360w\" sizes=\"auto, (max-width: 514px) 100vw, 514px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">search_codebase_definitions<\/h4>\n\n\n\n<p><code>search_codebase_definitions<\/code>\u3092\u8a66\u3059\u305f\u3081\u306b\u4ee5\u4e0b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"raw\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">search_codebase_definitions \u3092\u4f7f\u3063\u3066\u3001\nproject_absolute_path=\"\/home\/y-imai\/repos\/spring-petclinic\"\nsearch_terms=[\"PetClinicApplication\",\"Owner\",\"OwnerController\",\"Pet\",\"PetController\",\"VetController\",\"Visit\"]\n\u3067\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002\nname \/ definition_type \/ location\uff08\u30d5\u30a1\u30a4\u30eb:\u884c\u7bc4\u56f2\uff09\/ fqn \u3092\u8868\u3067\u307e\u3068\u3081\u3001\u6b21\u306e\u63a8\u5968\u30a2\u30af\u30b7\u30e7\u30f3\u30921\u884c\u3067\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/pre>\n\n\n\n<p>\u30ec\u30b9\u30dd\u30f3\u30b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"516\" height=\"812\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_05_01.png\" alt=\"\" class=\"wp-image-80052\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_05_01.png 516w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_05_01-229x360.png 229w\" sizes=\"auto, (max-width: 516px) 100vw, 516px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"514\" height=\"83\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_14.png\" alt=\"\" class=\"wp-image-80074\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_14.png 514w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_14-360x58.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_14-512x83.png 512w\" sizes=\"auto, (max-width: 514px) 100vw, 514px\" \/><\/figure>\n\n\n\n<p><code>Run MCP tool knowledge-graph_search_codebase_definitions<\/code>\u304c\u5b9f\u884c\u3055\u308c\u3001\u691c\u7d22\u7d50\u679c\uff08Owner, Pet \u95a2\u9023\u5b9a\u7fa9\uff09\u306e\u8981\u7d04\u304c\u8fd4\u3055\u308c\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001<strong>\u6b21\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u5019\u88dc\u3068\u3057\u3066<\/strong>\u3001<code>read_definitions<\/code>\u3067\u5b9f\u88c5\u3092\u8aad\u307f\u53d6\u308b\u304b\u3001<code>get_references<\/code>\u3067\u4f7f\u7528\u7b87\u6240\u3092\u8abf\u67fb\u3059\u308b\u3001\u3068\u3044\u3046\u63d0\u6848\u304c\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">read_definitions<\/h4>\n\n\n\n<p><code>read_definitions<\/code>\u3092\u8a66\u3059\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"raw\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">read_definitions \u3067\ndefinitions=[{\"names\":[\"OwnerController\"],\"file_path\":\"src\/main\/java\/org\/springframework\/samples\/petclinic\/owner\/OwnerController.java\"}]\n\u3092\u5165\u529b\u306b\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u5b9a\u7fa9\u672c\u6587\u306e\u5148\u982d30\u884c\u3092\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u3067\u793a\u3057\u3001\u516c\u958bAPI\u3068\u3057\u3066\u91cd\u8981\u306a\u30e1\u30bd\u30c3\u30c9\u540d\u30923\u3064\u5217\u6319\u3057\u3066\u4e0b\u3055\u3044\u3002<\/pre>\n\n\n\n<p>\u30ec\u30b9\u30dd\u30f3\u30b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"509\" height=\"805\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_06.png\" alt=\"\" class=\"wp-image-80055\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_06.png 509w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_06-228x360.png 228w\" sizes=\"auto, (max-width: 509px) 100vw, 509px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"493\" height=\"122\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_07.png\" alt=\"\" class=\"wp-image-80056\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_07.png 493w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_07-360x89.png 360w\" sizes=\"auto, (max-width: 493px) 100vw, 493px\" \/><\/figure>\n\n\n\n<p>Owner \u30af\u30e9\u30b9\u5b9a\u7fa9\u306e\u5148\u982d30\u884c\u304c\u62bd\u51fa\u3055\u308c\u3001\u3055\u3089\u306b\u4ee5\u4e0b\u306e\u300c\u516c\u958b API \u7684\u306b\u91cd\u8981\u306a\u30e1\u30bd\u30c3\u30c9\u540d\u300d\u304c3\u3064\u5217\u6319\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u5358\u306a\u308b\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u306e\u62bd\u51fa\u306b\u7559\u307e\u3089\u305a\u3001\u30b0\u30e9\u30d5\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u30e1\u30bd\u30c3\u30c9\u306e\u300c\u76ee\u7684\u300d\u3092\u7406\u89e3\u3057\u8981\u7d04\u3067\u304d\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">get_references<\/h4>\n\n\n\n<p><code>get_references<\/code>\u3092\u8a66\u3059\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"raw\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">get_references \u3067 \ndefinition_name=\"Owner\" file_path=\"\/src\/main\/java\/org\/springframework\/samples\/petclinic\/owner\/Owner.java\" \u3092\u6307\u5b9a\u3057\u3066\u5b9f\u884c\u3002\nCALLS \u53c2\u7167\u3060\u3051\u3092\u62bd\u51fa\u3057\u3001file:line \u3068\u524d\u5f8c\u6570\u884c\u306e context \u3092\u54041\u4ef6\u305a\u3064\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/pre>\n\n\n\n<p>\u30ec\u30b9\u30dd\u30f3\u30b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"515\" height=\"813\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_08.png\" alt=\"\" class=\"wp-image-80059\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_08.png 515w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_08-228x360.png 228w\" sizes=\"auto, (max-width: 515px) 100vw, 515px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"516\" height=\"56\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_15.png\" alt=\"\" class=\"wp-image-80077\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_15.png 516w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_15-360x39.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_15-512x56.png 512w\" sizes=\"auto, (max-width: 516px) 100vw, 516px\" \/><\/figure>\n\n\n\n<p>Owner \u30af\u30e9\u30b9\u306e CALLS \u53c2\u7167\u304c\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\u3055\u308c\u307e\u3057\u305f\u3002\u53c2\u7167\u5143\u3068\u3057\u3066\u3001<code>PetControllerTests.java<\/code>\u3001<code>VisitControllerTests.java<\/code>\u3001<code>OwnerController.java<\/code>\u306a\u3069\u3001\u8907\u6570\u306e\u30c6\u30b9\u30c8\u30af\u30e9\u30b9\u3084\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u30fc\u304c\u691c\u51fa\u3055\u308c\u3001\u300cOwner\u30af\u30e9\u30b9\u306f\u4e3b\u306b\u30c6\u30b9\u30c8\u30af\u30e9\u30b9\u3068\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u30fc\u3067new Owner()\u3068\u3057\u3066\u76f4\u63a5\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u4f5c\u6210\u3084\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u63d0\u4f9b\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u300d\u3068\u3044\u3046\u7c21\u6f54\u306a\u8981\u7d04\u304c\u8fd4\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>Java \u306e\u30d5\u30a1\u30a4\u30eb\u6a2a\u65ad\u53c2\u7167\u304c\u6a5f\u80fd\u3057\u3066\u304a\u308a\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30b3\u30fc\u30c9\u306e\u7279\u5b9a\u90e8\u5206\u304c\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5168\u4f53\u3067\u3069\u306e\u3088\u3046\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u77ac\u6642\u306b\u628a\u63e1\u3067\u304d\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">get_definition<\/h4>\n\n\n\n<p><code>get_definition<\/code>\u3092\u8a66\u3059\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"raw\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">get_definition \u3092\u4f7f\u3063\u3066\u3001\u4ee5\u4e0b\u306e\u884c\u306b\u542b\u307e\u308c\u308b symbol_name=\"PetClinicApplication\" \u306e\u5b9a\u7fa9\u3092\u7279\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\nfile_path=\"src\/main\/java\/org\/springframework\/samples\/petclinic\/PetClinicApplication.java\"\nline=\"SpringApplication.run(PetClinicApplication.class, args);\"\n\n\u7d50\u679c\u306b primary_file_path \/ start_line \/ end_line \u3092\u542b\u3081\u3066\u8fd4\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/pre>\n\n\n\n<p>\u30ec\u30b9\u30dd\u30f3\u30b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002\u6b8b\u5ff5\u306a\u304c\u3089 MCP \u30c4\u30fc\u30eb\u304c\u3046\u307e\u304f\u52d5\u4f5c\u305b\u305a\u3001\u9055\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u89e3\u6790\u3057\u305f\u7d50\u679c\u304c\u8fd4\u3063\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"518\" height=\"487\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_09.png\" alt=\"\" class=\"wp-image-80060\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_09.png 518w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_09-360x338.png 360w\" sizes=\"auto, (max-width: 518px) 100vw, 518px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">repo_map<\/h4>\n\n\n\n<p><code>repo_map<\/code>\u3092\u8a66\u3059\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"raw\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">repo_map \u3092\nproject_absolute_path=\"\/home\/y-imai\/repos\/spring-petclinic\"\nrelative_paths=[\"src\/main\/java\/org\/springframework\/samples\/petclinic\"]\ndepth=2\n\u3067\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u8fd4\u3063\u3066\u304d\u305fXML\u306e &lt;files> \u30bb\u30af\u30b7\u30e7\u30f3\u304b\u3089\u3001\u5b9a\u7fa9\u6570\u304c\u591a\u3044\u4e0a\u4f4d3\u30d5\u30a1\u30a4\u30eb\u3068\u5404\u5b9a\u7fa9\u6570\u3092\u7c21\u6f54\u306b\u8981\u7d04\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/pre>\n\n\n\n<p>\u30ec\u30b9\u30dd\u30f3\u30b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"510\" height=\"569\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_12.png\" alt=\"\" class=\"wp-image-80068\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_12.png 510w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_12-323x360.png 323w\" sizes=\"auto, (max-width: 510px) 100vw, 510px\" \/><\/figure>\n\n\n\n<p>\u5b9a\u7fa9\u6570\u304c\u591a\u3044\u4e0a\u4f4d 3 \u30d5\u30a1\u30a4\u30eb\u304c\u30ea\u30b9\u30c8\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">index_project<\/h4>\n\n\n\n<p><code>index_project<\/code>\u3092\u8a66\u3059\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"raw\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">index_project \u3092 project_absolute_path=\"\/home\/y-imai\/repos\/spring-petclinic\" \u3067\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u524d\u56de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3068\u306e\u5dee\u5206\uff08\u5b9a\u7fa9\u6570\/\u53c2\u7167\u6570\u306e\u5897\u6e1b\u306a\u3069\uff09\u3092\u77ed\u304f\u307e\u3068\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/pre>\n\n\n\n<p>\u30ec\u30b9\u30dd\u30f3\u30b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"519\" height=\"627\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_13.png\" alt=\"\" class=\"wp-image-80071\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_13.png 519w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_13-298x360.png 298w\" sizes=\"auto, (max-width: 519px) 100vw, 519px\" \/><\/figure>\n\n\n\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5909\u66f4\u304c\u306a\u304b\u3063\u305f\u305f\u3081\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5b9f\u884c\u7d50\u679c\u306f\u300c\u5dee\u5206\u306a\u3057\u300d\u3068\u306a\u308a\u3001Class\u3001Method\u3001Constructor\u3001Interface \u306e\u5b9a\u7fa9\u6570\u304c\u524d\u56de\u3068\u540c\u4e00\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3059\u7d71\u8a08\u5024\uff08\u4f8b: Class: 44 (\u00b10)\uff09\u304c\u8fd4\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u691c\u8a3c\u306e\u307e\u3068\u3081<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306a\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u7406\u89e3<\/strong><\/h3>\n\n\n\n<p>Agentic Chat \u306f\u3001<code>gkg server<\/code>\u304c\u63d0\u4f9b\u3059\u308b MCP 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class=\"wp-block-heading\"><strong>\u8907\u96d1\u306a\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u4fef\u77b0<\/strong><\/h3>\n\n\n\n<p><code>repo_map<\/code>\u3084<code>search_codebase_definitions<\/code>\u306b\u3088\u308a\u3001\u65b0\u898f\u53c2\u753b\u8005\u304c\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u300c\u4e3b\u8981\u306a\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u304c\u5b58\u5728\u3059\u308b\u5834\u6240\u300d\u3084\u300c\u6700\u3082\u5b9a\u7fa9\u6570\u306e\u591a\u3044\u30d5\u30a1\u30a4\u30eb\u300d\u3092\u77ed\u6642\u9593\u3067\u628a\u63e1\u3067\u304d\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9ad8\u5ea6\u306a\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u73fe<\/strong><\/h3>\n\n\n\n<p>Java 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class=\"wp-block-heading\"><strong>\u30d5\u30eb\u7d71\u5408\u578b\u30b5\u30fc\u30d3\u30b9\u306e\u5b9f\u73fe<\/strong><\/h3>\n\n\n\n<p>\u4eca\u56de\u691c\u8a3c\u3057\u305f\u30ed\u30fc\u30ab\u30eb\u3067\u5b9f\u884c\u3059\u308b\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30a8\u30c7\u30a3\u30b7\u30e7\u30f3 (gkg CLI) \u3092\u57fa\u76e4\u3068\u3057\u3066\u3001\u5c06\u6765\u7684\u306b\u306fGitLab.com \u304a\u3088\u3073 Self-Managed \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5185\u306b<strong>\u5b8c\u5168\u306b\u7d71\u5408\u3055\u308c\u305f Knowledge Graph Service<\/strong> \u304c\u63d0\u4f9b\u3055\u308c\u308b\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u63a8\u8ad6\u52a0\u901f<\/strong><\/h3>\n\n\n\n<p>Knowledge Graph 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\u304c\u4eba\u9593\u3068\u540c\u3058\u304f\u3089\u3044\u81ea\u7136\u306b\u4e00\u7dd2\u306b\u50cd\u304f\u30c1\u30fc\u30e0\u30e1\u30a4\u30c8\u3068\u306a\u308b\u3088\u3046\u306a\u3001\u771f\u306e\u4eba\u9593\u3068AI\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u74b0\u5883\u3068\u306a\u308b\u3053\u3068\u306b\u671f\u5f85\u3057\u305f\u3044\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u3093\u306b\u3061\u306f\u3001\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u4eca\u4e95\u3067\u3059\u3002\u4eca\u56de\u306f GitLab 18.4 \u3067\u30d9\u30fc\u30bf\u7248\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f Knowledge Graph \u3092\u691c\u8a3c\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002 \u306f\u3058\u3081\u306b \u672c\u8a18\u4e8b\u3067\u306f\u3001AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u63a8\u8ad6\u306e\u7cbe\u5ea6\u3092\u5287 [&#8230;]<\/p>\n","protected":false},"author":113,"featured_media":80086,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[779,985,109,958],"tags":[126,1027,100],"class_list":{"0":"post-79674","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","6":"hentry","7":"category-ai","8":"category-ai-driven-dev","9":"category-gitlab","10":"category-y-imai","11":"tag-ai","13":"tag-gitlab"},"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>GitLab Knowledge Graph \u306b\u3088\u308b AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30b3\u30fc\u30c9\u7406\u89e3\u3092\u691c\u8a3c\u3057\u3066\u307f\u305f - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3<\/title>\n<meta name=\"description\" content=\"AI, AI\u99c6\u52d5\u958b\u767a(AIDD), GitLab, y-imai |\u3053\u3093\u306b\u3061\u306f\u3001\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u4eca\u4e95\u3067\u3059\u3002\u4eca\u56de\u306f GitLab 18.4 \u3067\u30d9\u30fc\u30bf\u7248\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f Knowledge Graph\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.creationline.com\/tech-blog\/cloudnative\/gitlab\/79674\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"GitLab Knowledge Graph \u306b\u3088\u308b AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30b3\u30fc\u30c9\u7406\u89e3\u3092\u691c\u8a3c\u3057\u3066\u307f\u305f - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\" \/>\n<meta property=\"og:description\" content=\"AI, AI\u99c6\u52d5\u958b\u767a(AIDD), GitLab, y-imai |\u3053\u3093\u306b\u3061\u306f\u3001\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u4eca\u4e95\u3067\u3059\u3002\u4eca\u56de\u306f GitLab 18.4 \u3067\u30d9\u30fc\u30bf\u7248\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f Knowledge Graph\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.creationline.com\/tech-blog\/cloudnative\/gitlab\/79674\" \/>\n<meta property=\"og:site_name\" content=\"Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/creationline\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-19T23:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-10-29T04:13:15+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/knowlegde_graph_16.png\" \/>\n\t<meta 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