diff --git a/core/init/migration/helper/menu.go b/core/init/migration/helper/menu.go
index b09471ab3..7765a0076 100644
--- a/core/init/migration/helper/menu.go
+++ b/core/init/migration/helper/menu.go
@@ -149,8 +149,8 @@ func LoadMenus() string {
 					IsShow:   true,
 					Label:    "AIProxyManagement",
 					Path:     "/ai/ai-proxy/model-pool",
-					Sort:     75,
-				}, "AIModel")
+					Sort:     150,
+				}, "Agents")
 				item[i].Children = UpsertMenuByLabel(item[i].Children, dto.ShowMenu{
 					ID:       "47",
 					Disabled: false,
@@ -158,8 +158,8 @@ func LoadMenus() string {
 					IsShow:   true,
 					Label:    "SkillsHub",
 					Path:     "/ai/skills-hub",
-					Sort:     225,
-				}, "MCPServer")
+					Sort:     175,
+				}, "AIProxyManagement")
 				item[i].Children = UpsertMenuByLabel(item[i].Children, dto.ShowMenu{
 					ID:       "45",
 					Disabled: false,
@@ -167,8 +167,8 @@ func LoadMenus() string {
 					IsShow:   true,
 					Label:    "AIBenchmark",
 					Path:     "/ai/benchmark",
-					Sort:     250,
-				}, "SkillsHub")
+					Sort:     350,
+				}, "GPU")
 				continue
 			}
 			if item[i].Label != "Xpack-Menu" {
@@ -205,12 +205,12 @@ func MenuSort() []dto.MenuLabelSort {
 		{Label: "App-Menu", Sort: 200},
 		{Label: "AI-Menu", Sort: 300},
 		{Label: "AIModel", Sort: 50},
-		{Label: "AIProxyManagement", Sort: 75},
 		{Label: "Agents", Sort: 100},
+		{Label: "AIProxyManagement", Sort: 150},
+		{Label: "SkillsHub", Sort: 175},
 		{Label: "MCPServer", Sort: 200},
-		{Label: "SkillsHub", Sort: 225},
-		{Label: "AIBenchmark", Sort: 250},
 		{Label: "GPU", Sort: 300},
+		{Label: "AIBenchmark", Sort: 350},
 		{Label: "Website-Menu", Sort: 400},
 		{Label: "Website", Sort: 100},
 		{Label: "SSL", Sort: 200},
diff --git a/core/init/migration/migrate.go b/core/init/migration/migrate.go
index b0f1aa5e0..cab382c9f 100644
--- a/core/init/migration/migrate.go
+++ b/core/init/migration/migrate.go
@@ -70,5 +70,6 @@ func coreMigrations() []*gormigrate.Migration {
 		migrations.AddAPIKeys,
 		migrations.AddOperationLogAPIKey,
 		migrations.UpdateAiMenuOrder,
+		migrations.UpdateAiMenuOrderV2,
 	}
 }
diff --git a/core/init/migration/migrations/init.go b/core/init/migration/migrations/init.go
index 4c505c219..c500ddcd6 100644
--- a/core/init/migration/migrations/init.go
+++ b/core/init/migration/migrations/init.go
@@ -1391,6 +1391,21 @@ var UpdateAiMenuOrder = &gormigrate.Migration{
 	},
 }
 
+var UpdateAiMenuOrderV2 = &gormigrate.Migration{
+	ID: "20261026-update-ai-menu-order-v2",
+	Migrate: func(tx *gorm.DB) error {
+		return helper.UpdateChildMenuSortByLabel(tx, "AI-Menu", []dto.MenuLabelSort{
+			{Label: "AIModel", Sort: 50},
+			{Label: "Agents", Sort: 100},
+			{Label: "AIProxyManagement", Sort: 150},
+			{Label: "SkillsHub", Sort: 175},
+			{Label: "MCPServer", Sort: 200},
+			{Label: "GPU", Sort: 300},
+			{Label: "AIBenchmark", Sort: 350},
+		})
+	},
+}
+
 var UpdateFirewallMenuPath = &gormigrate.Migration{
 	ID: "20260819-update-firewall-menu-path",
 	Migrate: func(tx *gorm.DB) error {
diff --git a/frontend/src/lang/modules/en.ts b/frontend/src/lang/modules/en.ts
index c4f20f1f6..addeffb76 100644
--- a/frontend/src/lang/modules/en.ts
+++ b/frontend/src/lang/modules/en.ts
@@ -468,7 +468,7 @@ const message = {
         ssl: 'Certificate | Certificates',
         database: 'Database | Databases',
         aiTools: 'AI',
-        mcp: 'MCP',
+        mcp: 'MCP Management',
         container: 'Container | Containers',
         cronjob: 'Cron Job | Cron Jobs',
         system: 'System',
@@ -1387,7 +1387,7 @@ const message = {
             sampleImportPlaceholder: 'One sample per line',
         },
         skillsHub: {
-            title: 'Skills Hub',
+            title: 'Skills Repository',
             upload: 'Upload Skill',
             importSkill: 'Import Skill',
             repositoryAddress: 'Repository Address',
@@ -2719,7 +2719,7 @@ const message = {
         detail: {
             dashboard: 'Overview',
             ai: 'AI',
-            skills_hub: 'Skills Hub',
+            skills_hub: 'Skills Repository',
             ai_proxy: 'AI Proxy',
             ai_benchmark: 'Benchmark',
             groups: 'Group',
diff --git a/frontend/src/lang/modules/es-es.ts b/frontend/src/lang/modules/es-es.ts
index 3c3ea5398..28b35685c 100644
--- a/frontend/src/lang/modules/es-es.ts
+++ b/frontend/src/lang/modules/es-es.ts
@@ -467,7 +467,7 @@ const message = {
         ssl: 'Certificado | Certificados',
         database: 'Base de datos | Bases de datos',
         aiTools: 'IA',
-        mcp: 'MCP',
+        mcp: 'Gestión de MCP',
         container: 'Contenedor | Contenedores',
         cronjob: 'Tarea programada | Tareas programadas',
         system: 'Sistema',
@@ -1393,7 +1393,7 @@ const message = {
             apiKeyCount: 'Cantidad',
         },
         skillsHub: {
-            title: 'Skills Hub',
+            title: 'Repositorio de Skills',
             upload: 'Subir Skill',
             importSkill: 'Importar Skill',
             repositoryAddress: 'Dirección del repositorio',
@@ -2762,7 +2762,7 @@ const message = {
         detail: {
             dashboard: 'Resumen general',
             ai: 'IA',
-            skills_hub: 'Skills Hub',
+            skills_hub: 'Repositorio de Skills',
             ai_proxy: 'Proxy de IA',
             ai_benchmark: 'Benchmark',
             groups: 'Grupo',
diff --git a/frontend/src/lang/modules/fa.ts b/frontend/src/lang/modules/fa.ts
index 331f32ef5..29c263112 100644
--- a/frontend/src/lang/modules/fa.ts
+++ b/frontend/src/lang/modules/fa.ts
@@ -463,7 +463,7 @@ const message = {
         ssl: 'گواهی | گواهی‌ها',
         database: 'پایگاه داده | پایگاه‌های داده',
         aiTools: 'هوش مصنوعی',
-        mcp: 'MCP',
+        mcp: 'مدیریت MCP',
         container: 'کانتینر | کانتینرها',
         cronjob: 'وظیفه زمان‌بندی شده | وظایف زمان‌بندی شده',
         system: 'سیستم',
@@ -1371,7 +1371,7 @@ const message = {
             sampleImportPlaceholder: 'هر خط یک نمونه',
         },
         skillsHub: {
-            title: 'مرکز مهارت',
+            title: 'مخزن مهارت‌ها',
             upload: 'بارگذاری مهارت',
             importSkill: 'واردات مهارت',
             repositoryAddress: 'آدرس مخزن',
@@ -2691,7 +2691,7 @@ const message = {
         detail: {
             dashboard: 'نمای کلی',
             ai: 'هوش مصنوعی',
-            skills_hub: 'مرکز مهارت',
+            skills_hub: 'مخزن مهارت‌ها',
             ai_proxy: 'پروکسی هوش مصنوعی',
             ai_benchmark: 'معیار سنجش',
             groups: 'گروه',
diff --git a/frontend/src/lang/modules/ja.ts b/frontend/src/lang/modules/ja.ts
index 02fc155dd..592b8b4c1 100644
--- a/frontend/src/lang/modules/ja.ts
+++ b/frontend/src/lang/modules/ja.ts
@@ -465,7 +465,7 @@ const message = {
         ssl: '証明書|証明書',
         database: 'データベース|データベース',
         aiTools: 'AI',
-        mcp: 'MCP',
+        mcp: 'MCP 管理',
         container: 'コンテナ|コンテナ',
         cronjob: 'クロンジョブ|クロンの仕事',
         system: 'システム',
@@ -1375,7 +1375,7 @@ const message = {
             apiKeyCount: 'API キー数',
         },
         skillsHub: {
-            title: 'Skills Hub',
+            title: 'Skills リポジトリ',
             upload: 'Skill をアップロード',
             importSkill: 'Skill をインポート',
             repositoryAddress: 'リポジトリアドレス',
@@ -2701,7 +2701,7 @@ const message = {
         detail: {
             dashboard: '概要',
             ai: 'AI',
-            skills_hub: 'Skills Hub',
+            skills_hub: 'Skills リポジトリ',
             ai_proxy: 'AIプロキシ',
             ai_benchmark: 'ベンチマーク',
             groups: 'グループ',
diff --git a/frontend/src/lang/modules/ko.ts b/frontend/src/lang/modules/ko.ts
index d4723d156..66d4a4644 100644
--- a/frontend/src/lang/modules/ko.ts
+++ b/frontend/src/lang/modules/ko.ts
@@ -460,7 +460,7 @@ const message = {
         ssl: '인증서 | 인증서들',
         database: '데이터베이스 | 데이터베이스들',
         aiTools: 'AI',
-        mcp: 'MCP',
+        mcp: 'MCP 관리',
         container: '컨테이너 | 컨테이너들',
         cronjob: '크론 작업 | 크론 작업들',
         system: '시스템',
@@ -1363,7 +1363,7 @@ const message = {
             apiKeyCount: 'API 키 수',
         },
         skillsHub: {
-            title: 'Skills Hub',
+            title: 'Skills 저장소',
             upload: 'Skill 업로드',
             importSkill: 'Skill 가져오기',
             repositoryAddress: '저장소 주소',
@@ -2658,7 +2658,7 @@ const message = {
         detail: {
             dashboard: '개요',
             ai: 'AI',
-            skills_hub: 'Skills Hub',
+            skills_hub: 'Skills 저장소',
             ai_proxy: 'AI 프록시',
             ai_benchmark: '벤치마크',
             groups: '그룹',
diff --git a/frontend/src/lang/modules/lo.ts b/frontend/src/lang/modules/lo.ts
index 72115ccb4..c22af1d5d 100644
--- a/frontend/src/lang/modules/lo.ts
+++ b/frontend/src/lang/modules/lo.ts
@@ -461,7 +461,7 @@ const message = {
         ssl: 'ໃບຢັ້ງຢືນ | ໃບຢັ້ງຢືນ',
         database: 'ຖານຂໍ້ມູນ | ຖານຂໍ້ມູນ',
         aiTools: 'AI',
-        mcp: 'MCP',
+        mcp: 'ການຈັດການ MCP',
         container: 'ຄອນເທນເນີ | ຄອນເທນເນີ',
         cronjob: 'ໜ້າວຽກຕັ້ງເວລາ | ໜ້າວຽກຕັ້ງເວລາ',
         system: 'ລະບົບ',
@@ -1358,7 +1358,7 @@ const message = {
             sampleImportPlaceholder: 'ໜຶ່ງຕົວຢ່າງຕໍ່ແຖວ',
         },
         skillsHub: {
-            title: 'ສູນລວມທັກສະ (Skills Hub)',
+            title: 'ຄັງທັກສະ',
             upload: 'ອັບໂຫຼດທັກສະ',
             importSkill: 'ນຳເຂົ້າທັກສະ',
             repositoryAddress: 'ທີ່ຢູ່ຄັງເກັບ (Repository)',
@@ -2634,7 +2634,7 @@ const message = {
         detail: {
             dashboard: 'ພາບລວມ',
             ai: 'AI',
-            skills_hub: 'ສູນລວມທັກສະ',
+            skills_hub: 'ຄັງທັກສະ',
             ai_proxy: 'AI Proxy',
             ai_benchmark: 'ການທົດສອບປະສິດທິພາບ',
             groups: 'ກຸ່ມ',
diff --git a/frontend/src/lang/modules/ms.ts b/frontend/src/lang/modules/ms.ts
index 2736736ae..de2cbd4a4 100644
--- a/frontend/src/lang/modules/ms.ts
+++ b/frontend/src/lang/modules/ms.ts
@@ -472,7 +472,7 @@ const message = {
         ssl: 'Sijil',
         database: 'Pangkalan Data',
         aiTools: 'AI',
-        mcp: 'MCP',
+        mcp: 'Pengurusan MCP',
         container: 'Kontena',
         cronjob: 'Tugas Berjadual',
         system: 'System',
@@ -1399,7 +1399,7 @@ const message = {
             apiKeyCount: 'Kuantiti',
         },
         skillsHub: {
-            title: 'Skills Hub',
+            title: 'Repositori Skills',
             upload: 'Muat naik Skill',
             importSkill: 'Import Kemahiran',
             repositoryAddress: 'Alamat repositori',
@@ -2759,7 +2759,7 @@ const message = {
         detail: {
             dashboard: 'Overview',
             ai: 'AI',
-            skills_hub: 'Skills Hub',
+            skills_hub: 'Repositori Skills',
             ai_proxy: 'Proksi AI',
             ai_benchmark: 'Penanda Aras',
             groups: 'Kumpulan',
diff --git a/frontend/src/lang/modules/pt-br.ts b/frontend/src/lang/modules/pt-br.ts
index b8b5a5315..7b57cf9d9 100644
--- a/frontend/src/lang/modules/pt-br.ts
+++ b/frontend/src/lang/modules/pt-br.ts
@@ -465,7 +465,7 @@ const message = {
         ssl: 'Certificado | Certificados',
         database: 'Banco de Dados | Bancos de Dados',
         aiTools: 'AI',
-        mcp: 'MCP',
+        mcp: 'Gerenciamento de MCP',
         container: 'Contêineres',
         cronjob: 'Tarefa Cron | Tarefas Cron',
         system: 'Sistema',
@@ -1395,7 +1395,7 @@ const message = {
             apiKeyCount: 'Quantidade',
         },
         skillsHub: {
-            title: 'Skills Hub',
+            title: 'Repositório de Skills',
             upload: 'Enviar Skill',
             importSkill: 'Importar Skill',
             repositoryAddress: 'Endereço do repositório',
@@ -2759,7 +2759,7 @@ const message = {
         detail: {
             dashboard: 'Visão Geral',
             ai: 'AI',
-            skills_hub: 'Skills Hub',
+            skills_hub: 'Repositório de Skills',
             ai_proxy: 'Proxy de IA',
             ai_benchmark: 'Benchmark',
             groups: 'Grupos',
diff --git a/frontend/src/lang/modules/ru.ts b/frontend/src/lang/modules/ru.ts
index b94418915..9805a0c10 100644
--- a/frontend/src/lang/modules/ru.ts
+++ b/frontend/src/lang/modules/ru.ts
@@ -464,7 +464,7 @@ const message = {
         ssl: 'Сертификат | Сертификаты',
         database: 'База данных | Базы данных',
         aiTools: 'AI',
-        mcp: 'MCP',
+        mcp: 'Управление MCP',
         container: 'Контейнер | Контейнеры',
         cronjob: 'Cron | Задачи Cron',
         system: 'Система',
@@ -1387,7 +1387,7 @@ const message = {
             apiKeyCount: 'Количество',
         },
         skillsHub: {
-            title: 'Skills Hub',
+            title: 'Репозиторий Skills',
             upload: 'Загрузить Skill',
             importSkill: 'Импортировать Skill',
             repositoryAddress: 'Адрес репозитория',
@@ -2743,7 +2743,7 @@ const message = {
         detail: {
             dashboard: 'Обзор',
             ai: 'AI',
-            skills_hub: 'Skills Hub',
+            skills_hub: 'Репозиторий Skills',
             ai_proxy: 'AI Proxy',
             ai_benchmark: 'Бенчмарк',
             groups: 'Группы',
diff --git a/frontend/src/lang/modules/tr.ts b/frontend/src/lang/modules/tr.ts
index eddc66f46..f55c8c95c 100644
--- a/frontend/src/lang/modules/tr.ts
+++ b/frontend/src/lang/modules/tr.ts
@@ -468,7 +468,7 @@ const message = {
         ssl: 'Sertifika | Sertifikalar',
         database: 'Veritabanı | Veritabanları',
         aiTools: 'AI',
-        mcp: 'MCP',
+        mcp: 'MCP Yönetimi',
         container: 'Konteyner | Konteynerler',
         cronjob: 'Cron İşi | Cron İşleri',
         system: 'Sistem',
@@ -1397,7 +1397,7 @@ const message = {
             apiKeyCount: 'Miktar',
         },
         skillsHub: {
-            title: 'Skills Hub',
+            title: 'Skills Deposu',
             upload: 'Skill yükle',
             importSkill: 'Skill içe aktar',
             repositoryAddress: 'Depo adresi',
@@ -2752,7 +2752,7 @@ const message = {
         detail: {
             dashboard: 'Genel Bakış',
             ai: 'AI',
-            skills_hub: 'Skills Hub',
+            skills_hub: 'Skills Deposu',
             ai_proxy: 'AI Proxy',
             ai_benchmark: 'Benchmark',
             groups: 'Grup',
diff --git a/frontend/src/lang/modules/zh-Hant.ts b/frontend/src/lang/modules/zh-Hant.ts
index 8125eb935..500f004f9 100644
--- a/frontend/src/lang/modules/zh-Hant.ts
+++ b/frontend/src/lang/modules/zh-Hant.ts
@@ -447,7 +447,7 @@ const message = {
         security: '安全',
         database: '資料庫',
         aiTools: 'AI',
-        mcp: 'MCP',
+        mcp: 'MCP 管理',
         container: '容器',
         cronjob: '計劃任務',
         system: '系統',
@@ -1314,7 +1314,7 @@ const message = {
             apiKeyCount: '數量',
         },
         skillsHub: {
-            title: 'Skills Hub',
+            title: 'Skills 倉庫',
             upload: '上傳 Skill',
             importSkill: '匯入 Skill',
             repositoryAddress: '倉庫地址',
@@ -2550,7 +2550,7 @@ const message = {
         detail: {
             dashboard: '概覽',
             ai: 'AI',
-            skills_hub: 'Skills Hub',
+            skills_hub: 'Skills 倉庫',
             ai_proxy: 'AI 網關',
             ai_benchmark: '基準測試',
             groups: '分組',
diff --git a/frontend/src/lang/modules/zh.ts b/frontend/src/lang/modules/zh.ts
index e62fd3dea..d7dec6126 100644
--- a/frontend/src/lang/modules/zh.ts
+++ b/frontend/src/lang/modules/zh.ts
@@ -448,7 +448,7 @@ const message = {
         security: '安全',
         database: '数据库',
         aiTools: 'AI',
-        mcp: 'MCP',
+        mcp: 'MCP 管理',
         container: '容器',
         cronjob: '计划任务',
         system: '系统',
@@ -1327,7 +1327,7 @@ const message = {
             sampleImportPlaceholder: '每行一个样本',
         },
         skillsHub: {
-            title: 'Skills Hub',
+            title: 'Skills 仓库',
             upload: '上传 Skill',
             importSkill: '导入 Skill',
             repositoryAddress: '仓库地址',
@@ -2581,7 +2581,7 @@ const message = {
         detail: {
             dashboard: '概览',
             ai: 'AI',
-            skills_hub: 'Skills Hub',
+            skills_hub: 'Skills 仓库',
             ai_proxy: 'AI 网关',
             ai_benchmark: '基准测试',
             groups: '分组',