diff --git a/src/renderer/components/lyric/MusicFullMobile.vue b/src/renderer/components/lyric/MusicFullMobile.vue
index de3c57c..71220eb 100644
--- a/src/renderer/components/lyric/MusicFullMobile.vue
+++ b/src/renderer/components/lyric/MusicFullMobile.vue
@@ -962,6 +962,12 @@ onBeforeUnmount(() => {
     clearTimeout(autoScrollTimer.value);
   }
 
+  // 清理睡眠定时器倒计时刷新 interval，避免组件卸载后残留、闭包持有 store 无法回收
+  if (sleepTimerInterval) {
+    clearInterval(sleepTimerInterval);
+    sleepTimerInterval = null;
+  }
+
   // 清理鼠标事件监听
   document.removeEventListener('mousemove', handleMouseMove);
   document.removeEventListener('mouseup', handleMouseUp);
@@ -1084,7 +1090,7 @@ const { getLrcStyle: originalLrcStyle } = useLyricProgress();
 
 // 修改 getLrcStyle 函数
 const getLrcStyle = (index: number) => {
-  const colors = textColors.value || getTextColors;
+  const colors = textColors.value || getTextColors();
   const originalStyle = originalLrcStyle(index);
 
   if (index === nowIndex.value) {
diff --git a/src/renderer/directive/loading/index.ts b/src/renderer/directive/loading/index.ts
index 37f099a..ca7efc4 100644
--- a/src/renderer/directive/loading/index.ts
+++ b/src/renderer/directive/loading/index.ts
@@ -2,39 +2,46 @@ import { createVNode, render, VNode } from 'vue';
 
 import Loading from './index.vue';
 
-const vnode: VNode = createVNode(Loading) as VNode;
+// 每个使用 v-loading 的元素独立持有一个 Loading 实例，
+// 避免此前"模块级单例 vnode"导致的多个 v-loading 争用同一实例、
+// spinner 只出现在最后挂载元素上的问题。
+const instanceMap = new WeakMap<HTMLElement, VNode>();
 
-export const vLoading = {
-  // 在绑定元素的父组件 及他自己的所有子节点都挂载完成后调用
-  mounted: (el: HTMLElement) => {
-    render(vnode, el);
-  },
-  // 在绑定元素的父组件 及他自己的所有子节点都更新后调用
-  updated: (el: HTMLElement, binding: any) => {
-    if (binding.value) {
-      vnode?.component?.exposed?.show();
-    } else {
-      vnode?.component?.exposed?.hide();
-    }
-    // 动态添加删除自定义class: loading-parent
-    formatterClass(el, binding);
-  },
-  // 绑定元素的父组件卸载后调用
-  unmounted: () => {
+const setLoading = (el: HTMLElement, visible: boolean) => {
+  const vnode = instanceMap.get(el);
+  if (visible) {
+    vnode?.component?.exposed?.show();
+  } else {
     vnode?.component?.exposed?.hide();
   }
 };
 
+export const vLoading = {
+  // 在绑定元素的父组件及他自己的所有子节点都挂载完成后调用
+  mounted: (el: HTMLElement, binding: any) => {
+    const vnode = createVNode(Loading);
+    render(vnode, el);
+    instanceMap.set(el, vnode);
+    setLoading(el, !!binding.value);
+    formatterClass(el, binding);
+  },
+  // 在绑定元素的父组件及他自己的所有子节点都更新后调用
+  updated: (el: HTMLElement, binding: any) => {
+    setLoading(el, !!binding.value);
+    // 动态添加删除自定义class: loading-parent
+    formatterClass(el, binding);
+  },
+  // 绑定元素的父组件卸载后调用：真正卸载组件实例，释放资源
+  unmounted: (el: HTMLElement) => {
+    render(null, el);
+    instanceMap.delete(el);
+  }
+};
+
 function formatterClass(el: HTMLElement, binding: any) {
-  const classStr = el.getAttribute('class');
-  const tagetClass: number = classStr?.indexOf('loading-parent') as number;
   if (binding.value) {
-    if (tagetClass === -1) {
-      el.setAttribute('class', `${classStr} loading-parent`);
-    }
-  } else if (tagetClass > -1) {
-    const classArray: Array<string> = classStr?.split('') as string[];
-    classArray.splice(tagetClass - 1, tagetClass + 15);
-    el.setAttribute('class', classArray?.join(''));
+    el.classList.add('loading-parent');
+  } else {
+    el.classList.remove('loading-parent');
   }
 }
diff --git a/src/renderer/layout/components/SearchBar.vue b/src/renderer/layout/components/SearchBar.vue
index c9afe66..fab065e 100644
--- a/src/renderer/layout/components/SearchBar.vue
+++ b/src/renderer/layout/components/SearchBar.vue
@@ -382,14 +382,22 @@ const showSuggestions = ref(false);
 const suggestionsLoading = ref(false);
 const highlightedIndex = ref(-1);
 
+// 竞态守卫：记录最后一次请求的关键词，响应乱序返回时丢弃过期结果
+let lastSuggestKeyword = '';
 const debouncedSuggest = useDebounceFn(async (kw: string) => {
   if (!kw.trim()) {
     suggestions.value = [];
     showSuggestions.value = false;
     return;
   }
+  lastSuggestKeyword = kw;
   suggestionsLoading.value = true;
-  suggestions.value = await getSearchSuggestions(kw);
+  const result = await getSearchSuggestions(kw);
+  // 若期间输入已变化，丢弃这次结果，避免旧关键词建议覆盖新关键词
+  if (kw !== lastSuggestKeyword) {
+    return;
+  }
+  suggestions.value = result;
   suggestionsLoading.value = false;
   showSuggestions.value = suggestions.value.length > 0;
   highlightedIndex.value = -1;
diff --git a/src/renderer/utils/index.ts b/src/renderer/utils/index.ts
index 4e7141b..0203731 100644
--- a/src/renderer/utils/index.ts
+++ b/src/renderer/utils/index.ts
@@ -45,16 +45,19 @@ export const calculateAnimationDelay = (index: any, baseDelay: number = 0.03): s
   return `${delay.toFixed(3)}s`;
 };
 
-// 将秒转换为分钟和秒
+// 将秒转换为时长字符串：<1 小时为 mm:ss，>=1 小时进位为 h:mm:ss
 export const secondToMinute = (s: number) => {
-  if (!s) {
+  if (!s || s < 0) {
     return '00:00';
   }
-  const minute: number = Math.floor(s / 60);
+  const hour: number = Math.floor(s / 3600);
+  const minute: number = Math.floor((s % 3600) / 60);
   const second: number = Math.floor(s % 60);
-  const minuteStr: string = minute > 9 ? minute.toString() : `0${minute.toString()}`;
-  const secondStr: string = second > 9 ? second.toString() : `0${second.toString()}`;
-  return `${minuteStr}:${secondStr}`;
+  const pad = (n: number): string => (n > 9 ? `${n}` : `0${n}`);
+  if (hour > 0) {
+    return `${hour}:${pad(minute)}:${pad(second)}`;
+  }
+  return `${pad(minute)}:${pad(second)}`;
 };
 
 // 格式化数字 千,万, 百万, 千万,亿
diff --git a/src/renderer/utils/linearColor.ts b/src/renderer/utils/linearColor.ts
index 272a330..b8ec54d 100644
--- a/src/renderer/utils/linearColor.ts
+++ b/src/renderer/utils/linearColor.ts
@@ -115,6 +115,10 @@ const getAverageColor = (data: Uint8ClampedArray): number[] => {
     b += data[i + 2];
     count++;
   }
+  // 0 尺寸图片（count 为 0）会得到 NaN，回退为中性灰避免生成 rgb(NaN,...)
+  if (count === 0) {
+    return [128, 128, 128];
+  }
   return [Math.round(r / count), Math.round(g / count), Math.round(b / count)];
 };
 
@@ -306,8 +310,13 @@ export const createGradientString = (
   colors: { r: number; g: number; b: number }[],
   percentages = [0, 50, 100]
 ) => {
+  const count = colors.length;
   return `linear-gradient(to bottom, ${colors
-    .map((color, i) => `rgb(${color.r}, ${color.g}, ${color.b}) ${percentages[i]}%`)
+    .map((color, i) => {
+      // 当颜色数量与传入的 percentages 不一致时，按索引均匀分布，避免出现 undefined%
+      const percent = percentages[i] ?? (count > 1 ? Math.round((i / (count - 1)) * 100) : 0);
+      return `rgb(${color.r}, ${color.g}, ${color.b}) ${percent}%`;
+    })
     .join(', ')})`;
 };
 
diff --git a/src/renderer/views/list/index.vue b/src/renderer/views/list/index.vue
index 1bf3ee8..8075ec6 100644
--- a/src/renderer/views/list/index.vue
+++ b/src/renderer/views/list/index.vue
@@ -150,6 +150,10 @@ const loadList = async (type: string, isLoadMore = false) => {
       offset: page.value * TOTAL_ITEMS
     };
     const { data } = await getListByCat(params);
+    // 竞态守卫：返回时若分类已切换，丢弃过期结果，避免旧分类覆盖新分类
+    if (type !== currentType.value) {
+      return;
+    }
     if (isLoadMore) {
       recommendList.value.push(...data.playlists);
     } else {
diff --git a/src/renderer/views/lyric/index.vue b/src/renderer/views/lyric/index.vue
index 4704c95..1882866 100644
--- a/src/renderer/views/lyric/index.vue
+++ b/src/renderer/views/lyric/index.vue
@@ -343,6 +343,7 @@ const showTranslation = computed(() => lyricSetting.value.showTranslation);
 
 let hideControlsTimer: number | null = null;
 let removeMousePresenceListener: (() => void) | null = null;
+let removeReceiveLyricListener: (() => void) | null = null;
 
 const isHovering = ref(false);
 
@@ -806,8 +807,8 @@ onMounted(() => {
   updateContainerHeight();
   window.addEventListener('resize', updateContainerHeight);
 
-  // 监听歌词数据
-  windowData.electron.ipcRenderer.on('receive-lyric', (_, data) => {
+  // 监听歌词数据（保存移除函数，卸载时解绑，避免窗口复用/HMR 时监听器叠加）
+  const disposeReceiveLyric = windowData.electron.ipcRenderer.on('receive-lyric', (_, data) => {
     try {
       const parsedData = JSON.parse(data);
       handleDataUpdate(parsedData);
@@ -815,6 +816,9 @@ onMounted(() => {
       console.error('Error parsing lyric data:', error);
     }
   });
+  if (typeof disposeReceiveLyric === 'function') {
+    removeReceiveLyricListener = disposeReceiveLyric;
+  }
 
   // 通知主窗口歌词窗口已就绪，请求发送完整歌词数据
   windowData.electron.ipcRenderer.send('lyric-ready');
@@ -847,6 +851,10 @@ onUnmounted(() => {
     removeMousePresenceListener();
     removeMousePresenceListener = null;
   }
+  if (removeReceiveLyricListener) {
+    removeReceiveLyricListener();
+    removeReceiveLyricListener = null;
+  }
 });
 
 const checkTheme = () => {
diff --git a/src/renderer/views/search/SearchResult.vue b/src/renderer/views/search/SearchResult.vue
index 9c4d390..544af69 100644
--- a/src/renderer/views/search/SearchResult.vue
+++ b/src/renderer/views/search/SearchResult.vue
@@ -381,6 +381,11 @@ const loadSearch = async (isLoadMore = false) => {
       offset: page.value * ITEMS_PER_PAGE
     });
 
+    // 竞态守卫：请求返回时若关键词/类型已切换，丢弃这次过期结果
+    if (keywords !== currentKeyword.value || type !== searchType.value) {
+      return;
+    }
+
     const songs = data.result.songs || [];
     const albums = data.result.albums || [];
     const mvs = (data.result.mvs || []).map((item: any) => ({