{"id":8768,"date":"2025-10-09T11:13:23","date_gmt":"2025-10-09T11:13:23","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=8768"},"modified":"2025-10-09T11:13:23","modified_gmt":"2025-10-09T11:13:23","slug":"mcp-x-gemini-%e3%82%92%e6%b4%bb%e7%94%a8%e3%81%97%e3%81%9f%e3%82%b5%e3%83%bc%e3%83%90%e3%83%bc%e3%83%ac%e3%82%b9-slack-%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e6%a7%8b","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/8768\/","title":{"rendered":"MCP \u00d7 Gemini \u3092\u6d3b\u7528\u3057\u305f\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9 Slack \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u69cb\u7bc9\u3092\u8a66\u3057\u3066\u307f\u305f"},"content":{"rendered":"\n<\/p>\n<div>\n<p data-line=\"1\" class=\"code-line\">\u3053\u3093\u306b\u3061\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30a8\u30fc\u30b9\u306e\u30b8\u30f3\u3067\u3059\u3002<\/p>\n<p data-line=\"3\" class=\"code-line\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001MCP (Model Calling Protocol) \u3092\u6d3b\u7528\u3057\u3066\u3001Google \u306e\u751f\u6210 AI \u3067\u3042\u308b Gemini \u3068\u9023\u643a\u3059\u308b\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u306a Slack \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p data-line=\"7\" class=\"code-line\">\u4eca\u56de\u5b8c\u6210\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u306b\u306a\u308b\u306e\u3067\u3057\u3087\u3046\u304b? \u6b21\u306b\u30c7\u30e2\u3092\u4f7f\u3063\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p data-line=\"9\" class=\"code-line\">Slack \u30c1\u30e3\u30f3\u30cd\u30eb\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u30e1\u30f3\u30b7\u30e7\u30f3\u3059\u308b\u3068\u3001Gemini \u304c\u5fdc\u7b54\u3092\u751f\u6210\u3057\u3001\u30b9\u30ec\u30c3\u30c9\u306b\u8fd4\u4fe1\u3057\u3066\u304f\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c1\u30fc\u30e0\u5185\u3067\u306e\u7c21\u5358\u306a\u8cea\u554f\u5fdc\u7b54\u3084\u30d6\u30ec\u30a4\u30f3\u30b9\u30c8\u30fc\u30df\u30f3\u30b0\u306e\u58c1\u6253\u3061\u76f8\u624b\u3068\u3057\u3066 AI \u3092\u624b\u8efd\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p data-line=\"11\" class=\"code-line\"><img decoding=\"async\" src=\"https:\/\/storage.googleapis.com\/zenn-user-upload\/deployed-images\/ff51fa6129368d2fd65d6471.gif?sha=d973f9186365c0bae68d88fb360d350ac95e4ed5\" class=\"md-img\" loading=\"lazy\"\/><\/p>\n<h2 id=\"2.1-mcp-%E3%81%A8%E3%81%AF%EF%BC%9F\" data-line=\"16\" class=\"code-line\">\n 2.1 MCP \u3068\u306f\uff1f<\/h2>\n<p data-line=\"17\" class=\"code-line\">MCP\uff08Model Calling Protocol\uff09\u306f\u3001\u751f\u6210AI\u30e2\u30c7\u30eb\u304c\u5916\u90e8\u306e\u30c4\u30fc\u30eb\u3084\u30b5\u30fc\u30d3\u30b9\u3068\u9023\u643a\u3059\u308b\u305f\u3081\u306e\u6a19\u6e96\u5316\u3055\u308c\u305f\u901a\u4fe1\u898f\u7d04\uff08\u30d7\u30ed\u30c8\u30b3\u30eb\uff09\u3067\u3059\u3002AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u3001AI \u304c\u5229\u7528\u3059\u308b\u69d8\u3005\u306a\u30c4\u30fc\u30eb\uff08\u95a2\u6570\u3084 API \u306a\u3069\uff09\u3068\u306e\u9593\u306e\u3084\u308a\u53d6\u308a\u3092\u4ef2\u4ecb\u3059\u308b\u5f79\u5272\u3092\u62c5\u3044\u307e\u3059\u3002<\/p>\n<p data-line=\"19\" class=\"code-line\">MCP\u306e\u57fa\u790e\u7684\u306a\u6982\u5ff5\u306b\u3064\u3044\u3066\u306f\u3001\u5f0a\u793e\u306e\u30e1\u30f3\u30d0\u30fc\u304c\u57f7\u7b46\u3057\u305f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3055\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n<p data-line=\"21\" class=\"code-line\">\u53c2\u8003\u8a18\u4e8b\uff1a<a target=\"_blank\" href=\"https:\/\/zenn.dev\/cloud_ace\/articles\/model-context-protocol\" target=\"_blank\">Model Context Protocol\uff08MCP\uff09\u3068\u306f\uff1f\u751f\u6210 AI \u306e\u53ef\u80fd\u6027\u3092\u5e83\u3052\u308b\u65b0\u3057\u3044\u6a19\u6e96<\/a><\/p>\n<h2 id=\"2.2-%E3%81%AA%E3%81%9C-mcp-%E3%82%92%E4%BD%BF%E3%81%86%E3%81%AE%E3%81%8B%3F\" data-line=\"25\" class=\"code-line\">\n 2.2 \u306a\u305c MCP \u3092\u4f7f\u3046\u306e\u304b?<\/h2>\n<p data-line=\"27\" class=\"code-line\">\u300cSlack \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304b\u3089 Gemini \u3092\u547c\u3073\u51fa\u3059\u3060\u3051\u306a\u3089\u3001\u76f4\u63a5 API \u3092\u53e9\u3051\u3070\u826f\u3044\u306e\u3067\u306f?\u300d\u3068\u601d\u308f\u308c\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p data-line=\"29\" class=\"code-line\">\u4ee5\u524d\u306f\u3001\u985e\u4f3c\u30b7\u30b9\u30c6\u30e0\u3067\u306f Pub\/Sub \u3092\u4ecb\u3057\u3066\u975e\u540c\u671f\u3067\u51e6\u7406\u3092\u9023\u643a\u3059\u308b\u65b9\u6cd5\u3092\u3088\u304f\u4f7f\u3044\u307e\u3057\u305f\u3002 Pub\/Sub \u3092\u7528\u3044\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3068\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u5bfe\u5fdc\u304c\u8907\u96d1\u306b\u306a\u308a\u304c\u3061\u3067\u3001\u30c4\u30fc\u30eb\u306e\u7ba1\u7406\u3082\u5206\u6563\u3057\u3084\u3059\u3044\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p data-line=\"31\" class=\"code-line\">\u3057\u304b\u3057\u3001\u4eca\u56de\u306f\u3042\u3048\u3066 MCP \u3092\u4e2d\u9593\u306b\u631f\u307f\u307e\u3057\u305f\u3002MCP \u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul data-line=\"33\" class=\"code-line\">\n<li data-line=\"33\" class=\"code-line\">\n<strong>\u30ed\u30b8\u30c3\u30af\u306e\u5206\u96e2:<\/strong> AI \u30e2\u30c7\u30eb\u3092\u547c\u3073\u51fa\u3059\u30ed\u30b8\u30c3\u30af\u3092\u30b5\u30fc\u30d0\u30fc\u3068\u3057\u3066\u5206\u96e2\u3067\u304d\u308b\u305f\u3081\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5074\uff08\u4eca\u56de\u306f Slack Bot\uff09\u306f\u3001\u30c4\u30fc\u30eb\u306e\u547c\u3073\u51fa\u3057\u65b9\u3055\u3048\u77e5\u3063\u3066\u3044\u308c\u3070\u3088\u304f\u3001\u30b5\u30fc\u30d0\u30fc\u5185\u90e8\u306e\u5b9f\u88c5\u3092\u610f\u8b58\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n<li data-line=\"34\" class=\"code-line\">\n<strong>\u30c4\u30fc\u30eb\u306e\u96c6\u4e2d\u7ba1\u7406:<\/strong> AI \u304c\u5229\u7528\u3059\u308b\u30c4\u30fc\u30eb\u3092 MCP \u30b5\u30fc\u30d0\u30fc\u3067\u4e00\u5143\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002\u65b0\u3057\u3044\u30c4\u30fc\u30eb\u3092\u8ffd\u52a0\u3057\u305f\u308a\u4fee\u6b63\u3057\u305f\u308a\u3059\u308b\u969b\u3082\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5074\u306b\u6539\u4fee\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001\u30b5\u30fc\u30d0\u30fc\u5074\u306e\u4fee\u6b63\u3060\u3051\u3067\u5b8c\u7d50\u3057\u307e\u3059\u3002<\/li>\n<li data-line=\"35\" class=\"code-line\">\n<strong>\u62e1\u5f35\u6027:<\/strong> \u4e00\u5ea6\u3053\u306e MCP \u30b5\u30fc\u30d0\u30fc\u3092\u69cb\u7bc9\u3059\u308c\u3070\u3001Slack Bot \u3060\u3051\u3067\u306a\u304f\u3001\u5c06\u6765\u4ed6\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8(Web \u30a2\u30d7\u30ea\u3001CLI \u30c4\u30fc\u30eb\u306a\u3069)\u3092\u8ffd\u52a0\u3057\u305f\u3044\u5834\u5408\u3001\u540c\u3058 MCP \u30b5\u30fc\u30d0\u30fc\u3092\u518d\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<p data-line=\"37\" class=\"code-line\">\u3053\u306e\u3088\u3046\u306b\u3001MCP \u306f AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u3088\u308a\u758e\u7d50\u5408\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u8a2d\u8a08\u306b\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30d7\u30ed\u30c8\u30b3\u30eb\u3067\u3059\u3002<\/p>\n<h2 id=\"2.3-%E4%BB%8A%E5%9B%9E%E4%BD%BF%E7%94%A8%E3%81%99%E3%82%8B%E6%8A%80%E8%A1%93%E3%82%B9%E3%82%BF%E3%83%83%E3%82%AF\" data-line=\"39\" class=\"code-line\">\n 2.3 \u4eca\u56de\u4f7f\u7528\u3059\u308b\u6280\u8853\u30b9\u30bf\u30c3\u30af<\/h2>\n<h3 id=\"%E4%BD%BF%E7%94%A8%E6%8A%80%E8%A1%93%E3%82%B9%E3%82%BF%E3%83%83%E3%82%AF\" data-line=\"41\" class=\"code-line\">\n \u4f7f\u7528\u6280\u8853\u30b9\u30bf\u30c3\u30af<\/h3>\n<div class=\"s_table\"><table data-line=\"43\" class=\"code-line\">\n<thead data-line=\"43\" class=\"code-line\">\n<tr data-line=\"43\" class=\"code-line\">\n<th style=\"text-align:left\">\u6280\u8853\u5206\u985e<\/th>\n<th style=\"text-align:left\">\u540d\u79f0\u30fb\u30b5\u30fc\u30d3\u30b9\u540d<\/th>\n<th style=\"text-align:left\">\u4e3b\u306a\u5f79\u5272\u30fb\u4f7f\u7528\u30e9\u30a4\u30d6\u30e9\u30ea<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"45\" class=\"code-line\">\n<tr data-line=\"45\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>AI \u30c4\u30fc\u30eb\u9023\u643a<\/strong><\/td>\n<td style=\"text-align:left\">MCP (Model Calling Protocol)<\/td>\n<td style=\"text-align:left\">AI \u30e2\u30c7\u30eb\u3068\u5916\u90e8\u30c4\u30fc\u30eb\u3092\u9023\u643a\u3055\u305b\u308b\u305f\u3081\u306e\u30d7\u30ed\u30c8\u30b3\u30eb\u3002<br \/>\uff08<code>fastmcp<\/code>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\uff09<\/td>\n<\/tr>\n<tr data-line=\"46\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u751f\u6210 AI \u30e2\u30c7\u30eb<\/strong><\/td>\n<td style=\"text-align:left\">Gemini (Google Generative AI)<\/td>\n<td style=\"text-align:left\">Google \u306e\u751f\u6210 AI \u30e2\u30c7\u30eb\u3002Slack Bot \u306e\u5fdc\u7b54\u751f\u6210\u306b\u4f7f\u7528\u3002<br \/>\uff08<code>Vertex AI SDK<\/code> \u7d4c\u7531\u3067\u5229\u7528\uff09<\/td>\n<\/tr>\n<tr data-line=\"47\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u30c1\u30e3\u30c3\u30c8\u9023\u643a<\/strong><\/td>\n<td style=\"text-align:left\">Slack API<\/td>\n<td style=\"text-align:left\">Slack App\uff08Bot\uff09\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306eAPI\u3002<br \/>\uff08<code>slack_sdk<\/code>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\uff09<\/td>\n<\/tr>\n<tr data-line=\"48\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>Web \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/strong><\/td>\n<td style=\"text-align:left\">FastAPI<\/td>\n<td style=\"text-align:left\">Slack \u304b\u3089\u306e\u30a4\u30d9\u30f3\u30c8\uff08\u30e1\u30f3\u30b7\u30e7\u30f3\uff09\u3092\u53d7\u3051\u53d6\u308b API \u30b5\u30fc\u30d0\u30fc\u3092\u69cb\u7bc9\u3002<\/td>\n<\/tr>\n<tr data-line=\"49\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u30db\u30b9\u30c6\u30a3\u30f3\u30b0<\/strong><\/td>\n<td style=\"text-align:left\">Cloud Run<\/td>\n<td style=\"text-align:left\">\u4f5c\u6210\u3057\u305f\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u30b5\u30fc\u30d0\u30fc\u3092\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3059\u308b\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u74b0\u5883\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h2 id=\"3.1-%E5%85%A8%E4%BD%93%E6%A7%8B%E6%88%90%E5%9B%B3\" data-line=\"53\" class=\"code-line\">\n 3.1 \u5168\u4f53\u69cb\u6210\u56f3<\/h2>\n<p data-line=\"55\" class=\"code-line\">\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u30c7\u30fc\u30bf\u306e\u6d41\u308c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p data-line=\"57\" class=\"code-line\"><img decoding=\"async\" src=\"https:\/\/res.cloudinary.com\/zenn\/image\/fetch\/s--f_le5IgZ--\/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_1200\/https:\/\/storage.googleapis.com\/zenn-user-upload\/deployed-images\/6b53ddfc93c7d7704bf0464d.png%3Fsha%3De0900257670170f9b7447afc97ae62cb8427ba76\" class=\"md-img\" loading=\"lazy\"\/><\/p>\n<h2 id=\"3.2-%E5%90%84%E3%82%B3%E3%83%B3%E3%83%9D%E3%83%BC%E3%83%8D%E3%83%B3%E3%83%88%E3%81%AE%E5%BD%B9%E5%89%B2\" data-line=\"59\" class=\"code-line\">\n 3.2 \u5404\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u5f79\u5272<\/h2>\n<div class=\"s_table\"><table data-line=\"61\" class=\"code-line\">\n<thead data-line=\"61\" class=\"code-line\">\n<tr data-line=\"61\" class=\"code-line\">\n<th style=\"text-align:left\">\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/th>\n<th style=\"text-align:left\">\u4e3b\u306a\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"63\" class=\"code-line\">\n<tr data-line=\"63\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>Slack App<\/strong><\/td>\n<td style=\"text-align:left\">\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30e1\u30f3\u30b7\u30e7\u30f3\u3092\u30c8\u30ea\u30ac\u30fc\u306b\u3001MCP Client \u3078 HTTP \u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr data-line=\"64\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>MCP Client (FastAPI)<\/strong><\/td>\n<td style=\"text-align:left\">Slack \u304b\u3089\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u53d7\u3051\u53d6\u308b\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002\u7f72\u540d\u691c\u8a3c\u5f8c\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u5185\u5bb9\u3092 MCP Tool Server \u3078\u554f\u3044\u5408\u308f\u305b\u3001\u5fdc\u7b54\u3092 Slack \u306b\u8fd4\u4fe1\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr data-line=\"65\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>MCP Tool Server<\/strong><\/td>\n<td style=\"text-align:left\">AI \u304c\u5229\u7528\u3059\u308b\u30c4\u30fc\u30eb\uff08Gemini \u547c\u3073\u51fa\u3057\u95a2\u6570\uff09\u3092\u767b\u9332\u30fb\u516c\u958b\u3059\u308b\u30b5\u30fc\u30d0\u30fc\u3067\u3059\u3002Client \u304b\u3089\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u5fdc\u3058\u3066\u30c4\u30fc\u30eb\u3092\u5b9f\u884c\u3057\u3001\u7d50\u679c\u3092\u8fd4\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr data-line=\"66\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>Cloud Run<\/strong><\/td>\n<td style=\"text-align:left\">MCP Client \u3068 MCP Tool Server \u3092\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3059\u308b\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u74b0\u5883\u3067\u3059\u3002\u81ea\u52d5\u3067\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u305f\u3081\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p data-line=\"72\" class=\"code-line\">\u307e\u305a\u3001Gemini \u3092\u547c\u3073\u51fa\u3059\u30c4\u30fc\u30eb\u3092\u516c\u958b\u3059\u308b\u30b5\u30fc\u30d0\u30fc\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"4.1.1-%40mcp.tool-%E3%81%AB%E3%82%88%E3%82%8B-gemini-tool-%E5%AE%9A%E7%BE%A9\" data-line=\"74\" class=\"code-line\">\n 4.1.1 @mcp.tool \u306b\u3088\u308b Gemini Tool \u5b9a\u7fa9<\/h3>\n<p data-line=\"76\" class=\"code-line\"><code>fastmcp<\/code> \u30e9\u30a4\u30d6\u30e9\u30ea\u306e <code>@mcp.tool()<\/code> \u30c7\u30b3\u30ec\u30fc\u30bf\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001Python \u95a2\u6570\u3092\u7c21\u5358\u306b MCP \u30c4\u30fc\u30eb\u3068\u3057\u3066\u516c\u958b\u3067\u304d\u307e\u3059\u3002<\/p>\n<p data-line=\"78\" class=\"code-line\"><strong><code>server.py<\/code>:<\/strong><\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"80\"><span class=\"token keyword\">import<\/span> os\n<span class=\"token keyword\">import<\/span> asyncio\n<span class=\"token keyword\">import<\/span> sys\n<span class=\"token keyword\">from<\/span> fastmcp <span class=\"token keyword\">import<\/span> FastMCP\n<span class=\"token keyword\">import<\/span> vertexai\n<span class=\"token keyword\">from<\/span> vertexai<span class=\"token punctuation\">.<\/span>generative_models <span class=\"token keyword\">import<\/span> GenerativeModel\n\n\n<span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span>\n    gcp_project <span class=\"token operator\">=<\/span> os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"GCP_PROJECT\"<\/span><span class=\"token punctuation\">)<\/span>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> gcp_project<span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"FATAL: GCP_PROJECT environment variable is not set.\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">file<\/span><span class=\"token operator\">=<\/span>sys<span class=\"token punctuation\">.<\/span>stderr<span class=\"token punctuation\">)<\/span>\n        sys<span class=\"token punctuation\">.<\/span>exit<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f\"Initializing Vertex AI for project: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>gcp_project<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\"<\/span><\/span><span class=\"token punctuation\">)<\/span>\n    vertexai<span class=\"token punctuation\">.<\/span>init<span class=\"token punctuation\">(<\/span>project<span class=\"token operator\">=<\/span>gcp_project<span class=\"token punctuation\">,<\/span> location<span class=\"token operator\">=<\/span><span class=\"token string\">\"asia-northeast1\"<\/span><span class=\"token punctuation\">)<\/span>\n    chat_model <span class=\"token operator\">=<\/span> GenerativeModel<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"gemini-1.5-pro-002\"<\/span><span class=\"token punctuation\">)<\/span>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"Vertex AI initialized successfully.\"<\/span><span class=\"token punctuation\">)<\/span>\n\n<span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f\"FATAL: Failed to initialize Vertex AI: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>e<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\"<\/span><\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">file<\/span><span class=\"token operator\">=<\/span>sys<span class=\"token punctuation\">.<\/span>stderr<span class=\"token punctuation\">)<\/span>\n    sys<span class=\"token punctuation\">.<\/span>exit<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span>\n\n\nmcp <span class=\"token operator\">=<\/span> FastMCP<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"Gemini Tool Server\"<\/span><span class=\"token punctuation\">)<\/span>\n\n<span class=\"token decorator annotation punctuation\">@mcp<span class=\"token punctuation\">.<\/span>tool<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_reply<\/span><span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span> \n    \n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f\": Check_right: [TOOL CALLED] prompt=<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>prompt<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\"<\/span><\/span><span class=\"token punctuation\">)<\/span> \n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span> \n        chat <span class=\"token operator\">=<\/span> chat_model<span class=\"token punctuation\">.<\/span>start_chat<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n        resp <span class=\"token operator\">=<\/span> chat<span class=\"token punctuation\">.<\/span>send_message<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span> \n        <span class=\"token keyword\">return<\/span> resp<span class=\"token punctuation\">.<\/span>text\n    <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span> \n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f\"Error calling Vertex AI: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>e<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\"<\/span><\/span><span class=\"token punctuation\">)<\/span> \n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">\"\u7533\u3057\u8a33\u3042\u308a\u307e\u305b\u3093\u3001AI\u306e\u5fdc\u7b54\u751f\u6210\u3067\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u3002\"<\/span> \n\n<span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">==<\/span> <span class=\"token string\">\"__main__\"<\/span><span class=\"token punctuation\">:<\/span> \n    port <span class=\"token operator\">=<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"PORT\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">8080<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> \n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f\"Starting server on port <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>port<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\"<\/span><\/span><span class=\"token punctuation\">)<\/span> \n    asyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>mcp<span class=\"token punctuation\">.<\/span>run_async<span class=\"token punctuation\">(<\/span> \n        transport<span class=\"token operator\">=<\/span><span class=\"token string\">\"streamable-http\"<\/span><span class=\"token punctuation\">,<\/span> host<span class=\"token operator\">=<\/span><span class=\"token string\">\"0.0.0.0\"<\/span><span class=\"token punctuation\">,<\/span> port<span class=\"token operator\">=<\/span>port\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<p data-line=\"125\" class=\"code-line\"><code>generate_reply<\/code> \u95a2\u6570\u304c <code>prompt<\/code> \u3092\u5f15\u6570\u306b\u53d6\u308a\u3001Vertex AI \u306e Gemini \u30e2\u30c7\u30eb\u3092\u547c\u3073\u51fa\u3057\u3066\u7d50\u679c\u3092\u8fd4\u3059\u30b7\u30f3\u30d7\u30eb\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<h3 id=\"4.1.2-cloud-run%E3%81%B8%E3%81%AE%E3%83%87%E3%83%97%E3%83%AD%E3%82%A4%E6%96%B9%E6%B3%95\" data-line=\"127\" class=\"code-line\">\n 4.1.2 Cloud Run\u3078\u306e\u30c7\u30d7\u30ed\u30a4\u65b9\u6cd5<\/h3>\n<p data-line=\"129\" class=\"code-line\">\u30b5\u30fc\u30d0\u30fc\u306f\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u3068\u3057\u3066 Cloud Run \u306b\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002<code>Dockerfile<\/code> \u3092\u4f5c\u6210\u3057\u3001<code>gcloud run deploy<\/code> \u30b3\u30de\u30f3\u30c9\u3067\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002\u30c7\u30d7\u30ed\u30a4\u6642\u306b\u306f\u74b0\u5883\u5909\u6570 <code>GCP_PROJECT<\/code> \u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre><code class=\"code-line\" data-line=\"130\"># Cloud Build \u3067\u30b3\u30f3\u30c6\u30ca\u3092\u30d3\u30eb\u30c9\u3057\u3001Artifact Registry \u306b\u30d7\u30c3\u30b7\u30e5\ngcloud builds submit --tag asia-northeast1-docker.pkg.dev\/$GCP_PROJECT_ID\/docker-repo\/mcp-tool-server\n\n# Cloud Run\u306b\u30c7\u30d7\u30ed\u30a4\ngcloud run deploy mcp-tool-server \\\n  --image asia-northeast1-docker.pkg.dev\/$GCP_PROJECT_ID\/docker-repo\/mcp-tool-server \\\n  --set-env-vars=\"GCP_PROJECT=$GCP_PROJECT_ID\" \\\n  --service-account=$SERVICE_ACCOUNT_EMAIL \\\n  --region asia-northeast1 \\\n  --no-allow-unauthenticated\n<\/code><\/pre>\n<\/div>\n<h3 id=\"4.1.3-%E3%82%BB%E3%82%AD%E3%83%A5%E3%83%AA%E3%83%86%E3%82%A3%E8%A8%AD%E5%AE%9A-(%E5%85%A8%E3%83%A6%E3%83%BC%E3%82%B6%E3%83%BC%E8%A8%B1%E5%8F%AF-or-id%E3%83%88%E3%83%BC%E3%82%AF%E3%83%B3)\" data-line=\"144\" class=\"code-line\">\n 4.1.3 \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8a2d\u5b9a (\u5168\u30e6\u30fc\u30b6\u30fc\u8a31\u53ef or ID\u30c8\u30fc\u30af\u30f3)<\/h3>\n<p data-line=\"146\" class=\"code-line\">Cloud Run \u306e Ingress \u8a2d\u5b9a\u3067\u3001\u8ab0\u304b\u3089\u306e\u30a2\u30af\u30bb\u30b9\u3092\u8a31\u53ef\u3059\u308b\u304b\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002 \u4eca\u56de\u306f Client \u304b\u3089\u306e\u30a2\u30af\u30bb\u30b9\u306e\u307f\u3092\u60f3\u5b9a\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u672c\u6765\u306f ID \u30c8\u30fc\u30af\u30f3\u306b\u3088\u308b\u8a8d\u8a3c\u3092\u30bb\u30ad\u30e5\u30a2\u306b\u3059\u308b\u3079\u304d\u3067\u3059\u3002(\u8a73\u7d30\u306f 5.1 \u3067\u5f8c\u8ff0)<\/p>\n<h2 id=\"4.2-mcp-client-%E3%81%AE%E6%A7%8B%E7%AF%89-(fastapi)\" data-line=\"148\" class=\"code-line\">\n 4.2 MCP Client \u306e\u69cb\u7bc9 (FastAPI)<\/h2>\n<p data-line=\"150\" class=\"code-line\">\u6b21\u306b\u3001Slack \u3068 MCP Tool Server \u3092\u4ef2\u4ecb\u3059\u308b\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"4.2.1-slack%E3%82%A4%E3%83%99%E3%83%B3%E3%83%88%E3%83%8F%E3%83%B3%E3%83%89%E3%83%AA%E3%83%B3%E3%82%B0\" data-line=\"152\" class=\"code-line\">\n 4.2.1 Slack\u30a4\u30d9\u30f3\u30c8\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0<\/h3>\n<p data-line=\"154\" class=\"code-line\">FastAPI \u3092\u4f7f\u3044\u3001Slack \u304b\u3089\u306e <code>app_mention<\/code> \u30a4\u30d9\u30f3\u30c8\u3092\u53d7\u3051\u53d6\u308b\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002Slack \u304b\u3089\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306f\u7f72\u540d\u691c\u8a3c\u3092\u884c\u3044\u3001\u6b63\u898f\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002AI \u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306f\u6642\u9593\u304c\u304b\u304b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001Background Tasks \u3092\u4f7f\u3044\u3001Slack \u306b\u306f\u5373\u5ea7\u306b <code>200 OK<\/code> \u3092\u8fd4\u3057\u3064\u3064\u3001\u5b9f\u969b\u306e\u51e6\u7406\u306f\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u884c\u3044\u307e\u3059\u3002<\/p>\n<p data-line=\"156\" class=\"code-line\"><strong><code>client.py<\/code>:<\/strong><\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"158\"><span class=\"token decorator annotation punctuation\">@app<span class=\"token punctuation\">.<\/span>post<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\/slack\/events\"<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">slack_events<\/span><span class=\"token punctuation\">(<\/span>req<span class=\"token punctuation\">:<\/span> Request<span class=\"token punctuation\">,<\/span> background_tasks<span class=\"token punctuation\">:<\/span> BackgroundTasks<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    body <span class=\"token operator\">=<\/span> <span class=\"token keyword\">await<\/span> req<span class=\"token punctuation\">.<\/span>body<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> verifier<span class=\"token punctuation\">.<\/span>is_valid_request<span class=\"token punctuation\">(<\/span>body<span class=\"token punctuation\">,<\/span> req<span class=\"token punctuation\">.<\/span>headers<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">\"error\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"invalid signature\"<\/span><span class=\"token punctuation\">}<\/span>\n    data <span class=\"token operator\">=<\/span> <span class=\"token keyword\">await<\/span> req<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n    <span class=\"token keyword\">if<\/span> <span class=\"token string\">\"challenge\"<\/span> <span class=\"token keyword\">in<\/span> data<span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">\"challenge\"<\/span><span class=\"token punctuation\">:<\/span> data<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"challenge\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span>\n    event <span class=\"token operator\">=<\/span> data<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"event\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span>\n    \n    <span class=\"token keyword\">if<\/span> event<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"type\"<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">==<\/span> <span class=\"token string\">\"app_mention\"<\/span><span class=\"token punctuation\">:<\/span>\n        \n        text <span class=\"token operator\">=<\/span> event<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"text\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>split<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"&gt;\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n        channel <span class=\"token operator\">=<\/span> event<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"channel\"<\/span><span class=\"token punctuation\">]<\/span>\n        \n        background_tasks<span class=\"token punctuation\">.<\/span>add_task<span class=\"token punctuation\">(<\/span>process_message_and_reply<span class=\"token punctuation\">,<\/span> text<span class=\"token punctuation\">,<\/span> channel<span class=\"token punctuation\">)<\/span>\n        \n    \n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">\"ok\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">}<\/span>\n<\/code><\/pre>\n<\/div>\n<h3 id=\"4.2.2-fastmcp.client-%E3%81%AB%E3%82%88%E3%82%8B-tool-%E5%91%BC%E3%81%B3%E5%87%BA%E3%81%97\" data-line=\"180\" class=\"code-line\">\n 4.2.2 fastmcp.Client \u306b\u3088\u308b Tool \u547c\u3073\u51fa\u3057<\/h3>\n<p data-line=\"182\" class=\"code-line\"><code>fastmcp.Client<\/code> \u3092\u4f7f\u3044\u3001MCP Tool Server \u306b\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u3057\u307e\u3059\u3002 <code>MCP_SERVER_URL<\/code> (Tool Server \u306e URL) \u3092\u6307\u5b9a\u3057\u3001<code>call_tool<\/code> \u30e1\u30bd\u30c3\u30c9\u3067\u30c4\u30fc\u30eb\u540d\u3068\u5f15\u6570\u3092\u6e21\u3057\u307e\u3059\u3002<\/p>\n<p data-line=\"184\" class=\"code-line\"><strong><code>client.py<\/code>:<\/strong><\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"186\"><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">process_message_and_reply<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> channel<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token triple-quoted-string string\">\"\"\"AI\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3068Slack\u3078\u306e\u8fd4\u4fe1\u3092\u884c\u3046\u975e\u540c\u671f\u30bf\u30b9\u30af\"\"\"<\/span>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> Client<span class=\"token punctuation\">(<\/span>MCP_URL<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> mcp<span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span>\n            resp <span class=\"token operator\">=<\/span> <span class=\"token keyword\">await<\/span> mcp<span class=\"token punctuation\">.<\/span>call_tool<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"generate_reply\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">\"prompt\"<\/span><span class=\"token punctuation\">:<\/span> text<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span>\n            reply <span class=\"token operator\">=<\/span> resp<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>text\n        <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f\"Error calling MCP server: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>e<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\"<\/span><\/span><span class=\"token punctuation\">)<\/span>\n            reply <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\u3059\u307f\u307e\u305b\u3093\u3001\u30b5\u30fc\u30d0\u30fc\u3068\u306e\u901a\u4fe1\u3067\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u3002\"<\/span>\n    slack<span class=\"token punctuation\">.<\/span>chat_postMessage<span class=\"token punctuation\">(<\/span>channel<span class=\"token operator\">=<\/span>channel<span class=\"token punctuation\">,<\/span> text<span class=\"token operator\">=<\/span>reply<span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<h3 id=\"4.2.3-slack-%E3%81%B8%E3%81%AE%E8%BF%94%E4%BF%A1\" data-line=\"199\" class=\"code-line\">\n 4.2.3 Slack \u3078\u306e\u8fd4\u4fe1<\/h3>\n<p data-line=\"201\" class=\"code-line\">Tool Server \u304b\u3089\u306e\u5fdc\u7b54\u3092 <code>slack.chat_postMessage<\/code> \u3067 Slack \u306b\u6295\u7a3f\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"4.2.4-cloud-run-%E3%81%B8%E3%81%AE%E3%83%87%E3%83%97%E3%83%AD%E3%82%A4\" data-line=\"203\" class=\"code-line\">\n 4.2.4 Cloud Run \u3078\u306e\u30c7\u30d7\u30ed\u30a4<\/h3>\n<p data-line=\"205\" class=\"code-line\">\u3053\u3061\u3089\u3082 Tool Server \u3068\u540c\u69d8\u306b Cloud Run \u306b\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002<code>SLACK_BOT_TOKEN<\/code>\u3001<code>SLACK_SIGNING_SECRET<\/code>\u3001<code>MCP_SERVER_URL<\/code>\u306e3\u3064\u306e\u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre><code class=\"code-line\" data-line=\"206\"># Cloud Build\u3067\u30b3\u30f3\u30c6\u30ca\u3092\u30d3\u30eb\u30c9\ngcloud builds submit --tag asia-northeast1-docker.pkg.dev\/$GCP_PROJECT_ID\/docker-repo\/mcp-client\n\n# Cloud Run\u306b\u30c7\u30d7\u30ed\u30a4\ngcloud run deploy mcp-client \\\n  --image asia-northeast1-docker.pkg.dev\/$GCP_PROJECT_ID\/docker-repo\/mcp-client \\\n  --set-env-vars=\"MCP_SERVER_URL=YOUR_MCP_SERVER_URL\" \\\n  --set-secrets=\"SLACK_BOT_TOKEN=slack-bot-token:latest,SLACK_SIGNING_SECRET=slack-signing-secret:latest\" \\\n  --service-account=$SERVICE_ACCOUNT_EMAIL \\\n  --region asia-northeast1 \\\n  --allow-unauthenticated\n<\/code><\/pre>\n<\/div>\n<h2 id=\"4.3-slack-app-%E3%81%AE%E6%BA%96%E5%82%99\" data-line=\"220\" class=\"code-line\">\n 4.3 Slack App \u306e\u6e96\u5099<\/h2>\n<ol data-line=\"222\" class=\"code-line\">\n<li data-line=\"222\" class=\"code-line\">\n<strong>App \u306e\u4f5c\u6210:<\/strong> Slack API \u306e\u7ba1\u7406\u30b5\u30a4\u30c8\u3067\u65b0\u3057\u3044App\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<li data-line=\"223\" class=\"code-line\">\n<strong>OAuth \u30b9\u30b3\u30fc\u30d7\u306e\u8a2d\u5b9a:<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u5fc5\u8981\u306a\u6a29\u9650 (Scope) \u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002 \u4eca\u56de\u306f <code>chat:write<\/code> (\u30e1\u30c3\u30bb\u30fc\u30b8\u6295\u7a3f)\u3068 <code>app_mentions:read<\/code> (\u30e1\u30f3\u30b7\u30e7\u30f3\u8aad\u307f\u53d6\u308a)\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<li data-line=\"224\" class=\"code-line\">\n<strong>Event Subscription \u306e\u6709\u52b9\u5316:<\/strong> <code>Event Subscriptions<\/code> \u3092\u6709\u52b9\u306b\u3057\u3001<code>Request URL<\/code> \u306b\u30c7\u30d7\u30ed\u30a4\u3057\u305f MCP Client \u306e URL (<code>\/slack\/events<\/code> \u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8)\u3092\u767b\u9332\u3057\u307e\u3059\u3002URL \u3092\u767b\u9332\u3059\u308b\u3068\u3001Slack \u304c\u758e\u901a\u78ba\u8a8d\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n<h2 id=\"4.4-%E5%8B%95%E4%BD%9C%E7%A2%BA%E8%AA%8D\" data-line=\"226\" class=\"code-line\">\n 4.4 \u52d5\u4f5c\u78ba\u8a8d<\/h2>\n<p data-line=\"228\" class=\"code-line\">\u5168\u3066\u306e\u6e96\u5099\u304c\u6574\u3063\u305f\u3089\u3001Slack App \u3092\u4efb\u610f\u306e\u30c1\u30e3\u30f3\u30cd\u30eb\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001<code>@<chatbot\/><\/code>\u306b\u30e1\u30f3\u30b7\u30e7\u30f3\u3057\u3066\u8cea\u554f\u3092\u6295\u3052\u304b\u3051\u3001Bot \u304b\u3089\u9069\u5207\u306a\u5fdc\u7b54\u304c\u8fd4\u3063\u3066\u304d\u305f\u3089\u6210\u529f\u3067\u3059\u3002<\/p>\n<h2 id=\"5.1-%E3%82%B5%E3%83%BC%E3%83%93%E3%82%B9%E3%82%A2%E3%82%AB%E3%82%A6%E3%83%B3%E3%83%88%E3%81%A8-id-%E3%83%88%E3%83%BC%E3%82%AF%E3%83%B3%E3%81%AE%E6%89%B1%E3%81%84\" data-line=\"232\" class=\"code-line\">\n 5.1 \u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u3068 ID \u30c8\u30fc\u30af\u30f3\u306e\u6271\u3044<\/h2>\n<p data-line=\"234\" class=\"code-line\">\u672c\u756a\u74b0\u5883\u3067\u306f\u3001Cloud Run \u30b5\u30fc\u30d3\u30b9\u9593\u306e\u901a\u4fe1\u3092\u30bb\u30ad\u30e5\u30a2\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul data-line=\"236\" class=\"code-line\">\n<li data-line=\"236\" class=\"code-line\">\n<p data-line=\"236\" class=\"code-line\"><strong>\u30b5\u30fc\u30d0\u30fc\u306e\u8a8d\u8a3c:<\/strong> MCP Tool Server \u306e Cloud Run \u30b5\u30fc\u30d3\u30b9\u306f\u3001Ingress \u8a2d\u5b9a\u3092\u300c\u5185\u90e8\u300d\u306b\u9650\u5b9a\u3057\u3001\u8a8d\u8a3c\u3055\u308c\u305f\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u307f\u3092\u53d7\u3051\u4ed8\u3051\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li data-line=\"238\" class=\"code-line\">\n<p data-line=\"238\" class=\"code-line\"><strong>\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u8a8d\u8a3c:<\/strong>  MCP Client \u306f\u3001Tool Server \u3092\u547c\u3073\u51fa\u3059\u969b\u306b\u3001\u81ea\u8eab\u306e\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u7d10\u3065\u304f ID \u30c8\u30fc\u30af\u30f3\u3092\u751f\u6210\u3057\u3001<code>Authorization<\/code> \u30d8\u30c3\u30c0\u30fc\u306b\u542b\u3081\u3066\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u610f\u56f3\u3057\u306a\u3044\u7b2c\u4e09\u8005\u304b\u3089\u306e\u30a2\u30af\u30bb\u30b9\u3092\u9632\u304e\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"5.2-%E7%A4%BE%E5%86%85%E7%94%A8%E3%83%81%E3%83%A3%E3%83%83%E3%83%88%E3%83%9C%E3%83%83%E3%83%88%E3%81%A8%E3%81%97%E3%81%A6%E3%81%AE%E3%82%A2%E3%82%AF%E3%82%BB%E3%82%B9%E7%AE%A1%E7%90%86\" data-line=\"240\" class=\"code-line\">\n 5.2 \u793e\u5185\u7528\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u3057\u3066\u306e\u30a2\u30af\u30bb\u30b9\u7ba1\u7406<\/h2>\n<p data-line=\"242\" class=\"code-line\">Slack App \u306e\u914d\u5e03\u8a2d\u5b9a\u3092\u8abf\u6574\u3057\u3001\u7279\u5b9a\u306e Slack \u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3084\u30c1\u30e3\u30f3\u30cd\u30eb\u5185\u3067\u306e\u307f\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u5236\u9650\u3059\u308b\u3053\u3068\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30b3\u30b9\u30c8\u7ba1\u7406\u3001\u305d\u3057\u3066\u610f\u56f3\u3057\u306a\u3044\u30c8\u30e9\u30d6\u30eb\u3092\u9632\u3050\u4e0a\u3067\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p data-line=\"244\" class=\"code-line\">Slack App \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5148\u30c1\u30e3\u30f3\u30cd\u30eb\u3092\u9650\u5b9a\u3057\u3066\u5229\u7528\u7bc4\u56f2\u3092\u5236\u9650\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u30b3\u30fc\u30c9\u5185\u3067\u30c1\u30e3\u30f3\u30cd\u30ebID\u3092\u5224\u5b9a\u3057\u3001\u8a31\u53ef\u3055\u308c\u305f\u5834\u6240\u4ee5\u5916\u3067\u306f\u52d5\u4f5c\u3057\u306a\u3044\u3088\u3046\u306b\u5236\u5fa1\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p data-line=\"247\" class=\"code-line\">\u672c\u8a18\u4e8b\u3067\u306f\u3001Slack \u304b\u3089\u306e\u30e1\u30f3\u30b7\u30e7\u30f3\u3092\u30c8\u30ea\u30ac\u30fc\u306b\u3001MCP\uff08Model Calling Protocol\uff09\u3092\u4ecb\u3057\u3066 Gemini \u3092\u547c\u3073\u51fa\u3059\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n<p data-line=\"249\" class=\"code-line\">MCP \u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001Slack \u3068\u901a\u4fe1\u3059\u308b\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u3001AI 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