diff --git a/src/components/skeletons/tags_skeleton.rs b/src/components/skeletons/tags_skeleton.rs
index 6fa0644..3595803 100644
--- a/src/components/skeletons/tags_skeleton.rs
+++ b/src/components/skeletons/tags_skeleton.rs
@@ -1,8 +1,54 @@
 use dioxus::prelude::*;
 
+use crate::components::skeletons::post_card_skeleton::PostCardSkeleton;
+
+/// 标签列表页骨架屏
+/// 结构：统计行("共 N 个标签，M 篇文章") + 标签云（flex wrap 的 pill 列表）
 #[component]
 pub fn TagsSkeleton() -> Element {
     rsx! {
-        div { class: "animate-pulse", "Loading..." }
+        div { class: "animate-pulse",
+            // 统计行占位
+            div { class: "mt-2 mb-6",
+                div { class: "h-5 w-48 bg-gray-200 dark:bg-[#2a2a2a] rounded" }
+            }
+
+            // 标签云占位 (flex wrap gap-4)
+            div { class: "flex flex-wrap gap-4 mt-6",
+                // 生成 24 个不同宽度的标签 pill
+                for i in 0..24 {
+                    div {
+                        class: "h-8 bg-gray-200 dark:bg-[#2a2a2a] rounded-lg",
+                        // 不同宽度模拟标签名长短
+                        style: match i % 6 {
+                            0 => "width: 60px;",
+                            1 => "width: 80px;",
+                            2 => "width: 50px;",
+                            3 => "width: 100px;",
+                            4 => "width: 70px;",
+                            _ => "width: 90px;",
+                        },
+                    }
+                }
+            }
+        }
+    }
+}
+
+/// 标签详情页骨架屏 - 与首页文章列表结构相同
+#[component]
+pub fn TagDetailSkeleton() -> Element {
+    rsx! {
+        div { class: "animate-pulse",
+            // 统计行占位
+            div { class: "mt-2 mb-6",
+                div { class: "h-5 w-32 bg-gray-200 dark:bg-[#2a2a2a] rounded" }
+            }
+
+            // 文章卡片列表
+            for _ in 0..5 {
+                PostCardSkeleton {}
+            }
+        }
     }
 }
diff --git a/src/pages/tags.rs b/src/pages/tags.rs
index e312130..4c93af6 100644
--- a/src/pages/tags.rs
+++ b/src/pages/tags.rs
@@ -4,7 +4,7 @@ use crate::api::posts::{get_posts_by_tag, list_tags, PostListResponse, TagListRe
 use crate::components::nav::use_nav_items;
 use crate::components::page_layout::PageLayout;
 use crate::components::post_card::PostCard;
-use crate::components::suspense_wrapper::SuspenseWrapper;
+use crate::components::skeletons::tags_skeleton::{TagsSkeleton, TagDetailSkeleton};
 use crate::router::Route;
 
 #[component]
@@ -19,7 +19,8 @@ pub fn Tags() -> Element {
                     "标签"
                 }
             }
-            SuspenseWrapper {
+            SuspenseBoundary {
+                fallback: |_| rsx! { TagsSkeleton {} },
                 TagsContent {}
             }
         }
@@ -73,9 +74,7 @@ fn TagsContent() -> Element {
         }
         _ => {
             rsx! {
-                div { class: "text-center text-gray-500 dark:text-[#9b9c9d] py-20",
-                    "加载中..."
-                }
+                // 骨架屏由 SuspenseBoundary fallback 处理
             }
         }
     }
@@ -93,7 +92,8 @@ pub fn TagDetail(tag: String) -> Element {
                     "{tag}"
                 }
             }
-            SuspenseWrapper {
+            SuspenseBoundary {
+                fallback: |_| rsx! { TagDetailSkeleton {} },
                 TagDetailContent { tag: tag.clone() }
             }
         }
@@ -131,9 +131,7 @@ fn TagDetailContent(tag: String) -> Element {
         }
         _ => {
             rsx! {
-                div { class: "text-center text-gray-500 dark:text-[#9b9c9d] py-20",
-                    "加载中..."
-                }
+                // 骨架屏由 SuspenseBoundary fallback 处理
             }
         }
     }