diff --git a/public/rules/headers/header-patterns.json b/public/rules/headers/header-patterns.json
index e0ba600..8c75ad3 100644
--- a/public/rules/headers/header-patterns.json
+++ b/public/rules/headers/header-patterns.json
@@ -138,6 +138,84 @@
           }
         ]
       },
+      {
+        "defaults": {
+          "category": "数据基础设施",
+          "confidence": "高"
+        },
+        "rules": [
+          {
+            "name": "Elasticsearch Kibana",
+            "patterns": [
+              "(?:^|\\n)kbn-name:",
+              "(?:^|\\n)kbn-version:",
+              "(?:^|\\n)x-app-name:\\s*kibana"
+            ],
+            "evidence": "响应头包含 Kibana 专属标识"
+          },
+          {
+            "name": "Grafana",
+            "patterns": [
+              "(?:^|\\n)set-cookie:[^\\n]*(?:^|[;,\\s])grafana_sess(?:=|[,;\\s]|$)"
+            ],
+            "evidence": "Set-Cookie 包含 Grafana 会话标识"
+          }
+        ]
+      },
+      {
+        "defaults": {
+          "category": "DevOps / 研发效能",
+          "confidence": "高"
+        },
+        "rules": [
+          {
+            "name": "Jenkins",
+            "patterns": [
+              "(?:^|\\n)x-hudson:",
+              "(?:^|\\n)x-hudson-cli-port:"
+            ],
+            "evidence": "响应头包含 Hudson / Jenkins 专属标识"
+          },
+          {
+            "name": "SonarQube",
+            "patterns": [
+              "(?:^|\\n)set-cookie:[^\\n]*(?:^|[;,\\s])_sonar_session(?:=|[,;\\s]|$)"
+            ],
+            "evidence": "Set-Cookie 包含 SonarQube 会话标识"
+          }
+        ]
+      },
+      {
+        "defaults": {
+          "category": "后端 / 服务器框架"
+        },
+        "rules": [
+          {
+            "name": "Sinatra",
+            "confidence": "中",
+            "patterns": [
+              "(?:^|\\n)x-cascade:\\s*pass",
+              "__sinatra__"
+            ],
+            "evidence": "响应头或资源路径包含 Sinatra 框架线索"
+          },
+          {
+            "name": "Perl Mojolicious",
+            "confidence": "中",
+            "patterns": [
+              "(?:^|\\n)x-powered-by:[^\\n]*mojolicious"
+            ],
+            "evidence": "X-Powered-By 包含 Mojolicious 框架标识"
+          }
+        ]
+      },
+      {
+        "category": "CMS / 电商平台",
+        "name": "Liferay Portal",
+        "confidence": "高",
+        "patterns": ["(?:^|\\n)liferay-portal:"],
+        "evidence": "响应头包含 Liferay Portal 专属标识"
+      },
       {
         "category": "CMS / 电商平台",
         "name": "Drupal",
@@ -248,7 +326,7 @@
               },
               {
                 "name": "Vercel",
-                "patterns": ["(?:^|\\n)x-vercel-id:", "(?:^|\\n)x-matched-path:", "server:.*vercel"],
+                "patterns": ["(?:^|\\n)x-vercel-id:", "server:.*vercel"],
                 "evidence": "存在 Vercel 响应头"
               },
               {
diff --git a/public/rules/headers/interesting-headers.json b/public/rules/headers/interesting-headers.json
index d14148c..9e9d31b 100644
--- a/public/rules/headers/interesting-headers.json
+++ b/public/rules/headers/interesting-headers.json
@@ -69,7 +69,14 @@
       "x-iinfo",
       "x-px",
       "x-hwcdn-cache",
-      "x-hwcdn-request-id"
+      "x-hwcdn-request-id",
+      "kbn-name",
+      "kbn-version",
+      "liferay-portal",
+      "x-hudson",
+      "x-hudson-cli-port",
+      "x-app-name",
+      "x-cascade"
     ]
   }
 }
diff --git a/public/rules/headers/powered-by-products.json b/public/rules/headers/powered-by-products.json
index 10d64fc..f7f515b 100644
--- a/public/rules/headers/powered-by-products.json
+++ b/public/rules/headers/powered-by-products.json
@@ -317,6 +317,30 @@
             "name": "Rust",
             "confidence": "中",
             "patterns": ["\\brust\\b|rustlang"]
+          },
+          {
+            "name": "Sinopia",
+            "patterns": ["\\bsinopia\\b"]
+          },
+          {
+            "name": "NodeBB",
+            "patterns": ["\\bnodebb\\b"]
+          },
+          {
+            "name": "RESTHeart",
+            "patterns": ["\\brestheart\\b"]
+          },
+          {
+            "name": "Payara Server",
+            "patterns": ["\\bpayara\\b"]
+          },
+          {
+            "name": "Servlet",
+            "patterns": ["\\bservlet\\b"]
+          },
+          {
+            "name": "JSP",
+            "patterns": ["\\bjsp\\b"]
           }
         ]
       }
diff --git a/public/rules/headers/server-products.json b/public/rules/headers/server-products.json
index 8ec6776..0449ca4 100644
--- a/public/rules/headers/server-products.json
+++ b/public/rules/headers/server-products.json
@@ -161,6 +161,42 @@
           {
             "name": "OpenSwoole",
             "patterns": ["openswoole|open\\s*swoole"]
+          },
+          {
+            "name": "WEBrick",
+            "patterns": ["\\bwebrick\\b"]
+          },
+          {
+            "name": "Python http.server",
+            "patterns": ["basehttp|python.*http\\.server"]
+          },
+          {
+            "name": "GoAhead WebServer",
+            "patterns": ["goahead[-\\s]?webs?"]
+          },
+          {
+            "name": "lighttpd",
+            "patterns": ["\\blighttpd\\b"]
+          },
+          {
+            "name": "Payara Server",
+            "patterns": ["\\bpayara\\b"]
+          },
+          {
+            "name": "IBM HTTP Server",
+            "patterns": ["ibm[_-]http[_-]server|\\bihs\\b"]
+          },
+          {
+            "name": "Sinopia",
+            "patterns": ["\\bsinopia\\b"]
+          },
+          {
+            "name": "NodeBB",
+            "patterns": ["\\bnodebb\\b"]
+          },
+          {
+            "name": "RESTHeart",
+            "patterns": ["\\brestheart\\b"]
           }
         ]
       },
diff --git a/public/rules/page/frontend-extra.json b/public/rules/page/frontend-extra.json
index 8b21707..516ea4c 100644
--- a/public/rules/page/frontend-extra.json
+++ b/public/rules/page/frontend-extra.json
@@ -463,7 +463,7 @@
             "patterns": [
               "(?:^|/)react-router(?:-dom)?(?:@[\\d.]+)?(?:/[^\\s\"'<>]+)?\\.(?:m?js|cjs)(?:[?#\"'<>\\s]|$)"
             ],
-            "globals": ["ReactRouter", "ReactRouterDOM"]
+            "globals": ["ReactRouter", "ReactRouterDOM", "__reactRouterVersion"]
           },
           {
             "name": "Anime.js",
diff --git a/public/rules/page/frontend-frameworks.json b/public/rules/page/frontend-frameworks.json
index dbb3531..cd6cc37 100644
--- a/public/rules/page/frontend-frameworks.json
+++ b/public/rules/page/frontend-frameworks.json
@@ -18,7 +18,7 @@
             {
               "name": "Vue",
               "patterns": ["vue(?:\\.runtime)?(?:\\.global)?(?:\\.prod)?(?:\\.min)?\\.js", "vue-router", "pinia"],
-              "globals": ["Vue"],
+              "globals": ["Vue", "__VUE_DEVTOOLS_GLOBAL_HOOK__"],
               "selectors": ["[data-v-app]", "#app.__vue__"]
             },
             {
diff --git a/public/rules/page/website-programs.json b/public/rules/page/website-programs.json
index 6721bdb..5c97b80 100644
--- a/public/rules/page/website-programs.json
+++ b/public/rules/page/website-programs.json
@@ -155,11 +155,26 @@
         "kind": "论坛 / 社区",
         "patterns": [
           "<meta[^>]+name=[\"']?generator[\"']?[^>]+content=[\"'][^\"']*discourse",
+          "<meta[^>]+name=[\"']?discourse-version[\"']?",
           "__DISCOURSE",
           "/assets/discourse-",
           "discourse_theme"
         ],
-        "globals": ["Discourse"]
+        "globals": ["Discourse", "Discourse.SiteSettings", "Discourse.User"],
+        "selectors": [".discourse-application", "#discourse-modal"]
+      },
+      {
+        "name": "OpenList",
+        "kind": "文件列表",
+        "patterns": [
+          "<meta[^>]+name=[\"']?generator[\"']?[^>]+content=[\"'][^\"']*OpenList"
+        ],
+        "globals": ["OPENLIST_CONFIG"]
+      },
+      {
+        "name": "Cloudreve",
+        "kind": "网盘",
+        "patterns": ["cloudreve-frontend"]
       },
       {
         "name": "MediaWiki",
@@ -290,7 +305,7 @@
           },
           {
             "name": "VuePress",
-            "patterns": ["vuepress", "__VUEPRESS__"]
+            "patterns": ["<meta[^>]+name=[\"']?generator[\"']?[^>]+content=[\"'][^\"']*VuePress", "vuepress", "__VUEPRESS__"]
           },
           {
             "name": "Docsify",