diff --git a/webui/src/components/setting/config-access.vue b/webui/src/components/setting/config-access.vue
index 97987bab..c940b0fc 100644
--- a/webui/src/components/setting/config-access.vue
+++ b/webui/src/components/setting/config-access.vue
@@ -7,6 +7,7 @@ import {
   ref,
 } from 'vue';
 import { storeToRefs } from 'pinia';
+import { useClipboard } from '@vueuse/core';
 import type {
   ApiTokenPublic,
   ApiTokenStatus,
@@ -137,8 +138,11 @@ async function handleCreateToken(): Promise<void> {
   }
 }
 
+// legacy: 非安全上下文（HTTP）下 navigator.clipboard 不可用，回落到 execCommand
+const { copy } = useClipboard({ legacy: true });
+
 async function copyIssuedToken(): Promise<void> {
-  await navigator.clipboard.writeText(issuedToken.value);
+  await copy(issuedToken.value);
   message.success(t('access.token_copied'));
 }
 
diff --git a/webui/src/components/setting/config-notification.vue b/webui/src/components/setting/config-notification.vue
index b6464bc5..5609597f 100644
--- a/webui/src/components/setting/config-notification.vue
+++ b/webui/src/components/setting/config-notification.vue
@@ -1,4 +1,18 @@
 <script lang="ts" setup>
+import {
+  Bell,
+  BellRing,
+  Eye,
+  EyeOff,
+  LoaderCircle,
+  Pencil,
+  Play,
+  Plus,
+  Smartphone,
+  Trash2,
+  Webhook,
+} from '@lucide/vue';
+import type { Component } from 'vue';
 import { NSelect } from 'naive-ui';
 import { useConfirm } from '@/hooks/useConfirm';
 import type { NotificationProviderConfig, NotificationType } from '#/config';
@@ -146,19 +160,19 @@ function getProviderLabel(type: string): string {
   return providerTypes.value.find((p) => p.value === type)?.label || type;
 }
 
-function getProviderIcon(type: string): string {
-  const icons: Record<string, string> = {
-    telegram: 'i-simple-icons-telegram',
-    discord: 'i-simple-icons-discord',
-    bark: 'i-carbon-notification',
-    'server-chan': 'i-simple-icons-wechat',
-    wecom: 'i-simple-icons-wechat',
-    gotify: 'i-carbon-notification-filled',
-    pushover: 'i-carbon-mobile',
-    webhook: 'i-carbon-webhook',
-  };
-  return icons[type] || 'i-carbon-notification';
-}
+// 品牌图标走 simple-icons，其余类型用 Lucide，未知（插件）类型回落到 Bell
+const brandIcons: Record<string, string> = {
+  telegram: 'i-simple-icons-telegram',
+  discord: 'i-simple-icons-discord',
+  'server-chan': 'i-simple-icons-wechat',
+  wecom: 'i-simple-icons-wechat',
+};
+const lucideIcons: Record<string, Component> = {
+  bark: Bell,
+  gotify: BellRing,
+  pushover: Smartphone,
+  webhook: Webhook,
+};
 
 function openAddDialog() {
   newProvider.value = {
@@ -291,7 +305,8 @@ function getFieldsForType(type: string) {
         >
           <div class="provider-info">
             <div class="provider-name">
-              <div :class="getProviderIcon(provider.type)" />
+              <div v-if="brandIcons[provider.type]" :class="brandIcons[provider.type]" />
+              <component :is="lucideIcons[provider.type] ?? Bell" v-else :size="16" />
               {{ getProviderLabel(provider.type) }}
               <span v-if="!provider.enabled" class="disabled-badge">
                 {{ $t('config.notification_set.disabled') }}
@@ -305,18 +320,15 @@ function getFieldsForType(type: string) {
               :label="$t('config.notification_set.test')"
               @click="testProvider(index)"
             >
-              <div
-                v-if="testingIndex === index"
-                class="i-carbon-circle-dash animate-spin"
-              />
-              <div v-else class="i-carbon-play" />
+              <LoaderCircle v-if="testingIndex === index" :size="16" class="animate-spin" />
+              <Play v-else :size="16" />
             </ab-icon-button>
             <ab-icon-button
               size="sm"
               :label="$t('config.notification_set.edit')"
               @click="openEditDialog(index)"
             >
-              <div class="i-carbon-edit" />
+              <Pencil :size="16" />
             </ab-icon-button>
             <ab-icon-button
               size="sm"
@@ -327,11 +339,7 @@ function getFieldsForType(type: string) {
               "
               @click="toggleProvider(index)"
             >
-              <div
-                :class="
-                  provider.enabled ? 'i-carbon-view' : 'i-carbon-view-off'
-                "
-              />
+              <component :is="provider.enabled ? Eye : EyeOff" :size="16" />
             </ab-icon-button>
             <ab-icon-button
               size="sm"
@@ -339,7 +347,7 @@ function getFieldsForType(type: string) {
               :label="$t('config.notification_set.remove')"
               @click="onRemoveProvider(index)"
             >
-              <div class="i-carbon-trash-can" />
+              <Trash2 :size="16" />
             </ab-icon-button>
           </div>
         </div>
@@ -358,7 +366,7 @@ function getFieldsForType(type: string) {
         <!-- Add provider button -->
         <div class="flex justify-end">
           <ab-button size="sm" variant="primary" @click="openAddDialog">
-            <div class="i-carbon-add" />
+            <Plus :size="16" />
             {{ $t('config.notification_set.add_provider') }}
           </ab-button>
         </div>
@@ -420,11 +428,8 @@ function getFieldsForType(type: string) {
           :disabled="testingIndex === -999"
           @click="testNewProvider"
         >
-          <div
-            v-if="testingIndex === -999"
-            class="i-carbon-circle-dash animate-spin"
-          />
-          <div v-else class="i-carbon-play" />
+          <LoaderCircle v-if="testingIndex === -999" :size="16" class="animate-spin" />
+          <Play v-else :size="16" />
           {{ $t('config.notification_set.test') }}
         </ab-button>
         <ab-button size="sm" @click="showAddDialog = false">
@@ -492,11 +497,8 @@ function getFieldsForType(type: string) {
           :disabled="testingIndex === -999"
           @click="testNewProvider"
         >
-          <div
-            v-if="testingIndex === -999"
-            class="i-carbon-circle-dash animate-spin"
-          />
-          <div v-else class="i-carbon-play" />
+          <LoaderCircle v-if="testingIndex === -999" :size="16" class="animate-spin" />
+          <Play v-else :size="16" />
           {{ $t('config.notification_set.test') }}
         </ab-button>
         <ab-button size="sm" @click="showEditDialog = false">
diff --git a/webui/src/pages/index/config.vue b/webui/src/pages/index/config.vue
index 4f00c4f3..873dc741b 100644
--- a/webui/src/pages/index/config.vue
+++ b/webui/src/pages/index/config.vue
@@ -20,6 +20,7 @@ import ConfigAccess from '@/components/setting/config-access.vue';
 import UpdateCard from '@/components/setting/update-card.vue';
 import ConfigPlugins from '@/components/setting/config-plugins.vue';
 import { configSectionMatches } from '@/utils/config-search';
+import { SCROLL_BOTTOM_EPSILON, pickActiveSection } from '@/utils/scroll-spy';
 
 definePage({
   name: 'Config',
@@ -271,21 +272,44 @@ function setSectionEl(id: string, el: unknown) {
   else sectionEls.delete(id);
 }
 
+// 程序化平滑滚动期间暂停 scroll-spy，避免高亮在途经的分区间跳动
+let isProgrammaticScroll = false;
+let scrollTimer: ReturnType<typeof setTimeout> | null = null;
+
+function endProgrammaticScroll() {
+  isProgrammaticScroll = false;
+  if (scrollTimer) clearTimeout(scrollTimer);
+  scrollTimer = null;
+}
+
 function onScroll() {
   const container = scrollEl.value;
-  if (!container) return;
-  const anchor = container.scrollTop + 80;
-  let current = visibleSections.value[0]?.id ?? baseSections[0].id;
-  for (const section of visibleSections.value) {
-    const el = sectionEls.get(section.id);
-    if (el && el.offsetTop <= anchor) current = section.id;
-  }
-  activeSection.value = current;
+  if (!container || isProgrammaticScroll) return;
+  const containerTop = container.getBoundingClientRect().top;
+  const tops = visibleSections.value.flatMap(({ id }) => {
+    const el = sectionEls.get(id);
+    return el ? [{ id, top: el.getBoundingClientRect().top - containerTop }] : [];
+  });
+  const atBottom =
+    container.scrollHeight - container.scrollTop - container.clientHeight <=
+    SCROLL_BOTTOM_EPSILON;
+  activeSection.value =
+    pickActiveSection(tops, atBottom) ??
+    visibleSections.value[0]?.id ??
+    baseSections[0].id;
 }
 
 function jumpTo(id: string) {
   const el = sectionEls.get(id);
   if (!el) return;
+  activeSection.value = id;
+  isProgrammaticScroll = true;
+  // scrollend 不可用（Safari）或未触发时，由定时器兜底解除
+  if (scrollTimer) clearTimeout(scrollTimer);
+  scrollTimer = setTimeout(endProgrammaticScroll, 600);
+  scrollEl.value?.addEventListener('scrollend', endProgrammaticScroll, {
+    once: true,
+  });
   const reduceMotion = window.matchMedia(
     '(prefers-reduced-motion: reduce)'
   ).matches;
@@ -293,7 +317,6 @@ function jumpTo(id: string) {
     behavior: reduceMotion ? 'auto' : 'smooth',
     block: 'start',
   });
-  activeSection.value = id;
 }
 
 // --- 保存 / 放弃 ---
@@ -370,7 +393,14 @@ onBeforeRouteLeave(() => {
         </button>
       </nav>
 
-      <div ref="scrollEl" class="config-scroll" @scroll.passive="onScroll">
+      <div
+        ref="scrollEl"
+        class="config-scroll"
+        @scroll.passive="onScroll"
+        @wheel.passive="endProgrammaticScroll"
+        @touchmove.passive="endProgrammaticScroll"
+        @pointerdown.passive="endProgrammaticScroll"
+      >
         <div v-if="visibleSections.length === 0" class="config-no-match">
           <p>{{ $t('config.no_match') }}</p>
           <ab-button size="sm" @click="searchQuery = ''">
@@ -496,6 +526,7 @@ onBeforeRouteLeave(() => {
 }
 
 .config-scroll {
+  position: relative;
   flex: 1;
   min-width: 0;
   overflow-y: auto;
diff --git a/webui/src/pages/index/rss.vue b/webui/src/pages/index/rss.vue
index 46efb16b..13658628 100644
--- a/webui/src/pages/index/rss.vue
+++ b/webui/src/pages/index/rss.vue
@@ -1,4 +1,5 @@
 <script lang="ts" setup>
+import { RefreshCw } from '@lucide/vue';
 import { type DataTableColumns, NDataTable, NTooltip } from 'naive-ui';
 import AbButton from '@/components/basic/ab-button.vue';
 import AbTag from '@/components/basic/ab-tag.vue';
@@ -119,10 +120,9 @@ const rssColumns = computed<DataTableColumns<RSS>>(() => [
           onClick: () => onRefreshOne(rss.id),
         },
         () =>
-          h('div', {
-            class: isRowRefreshing
-              ? 'i-carbon-renew animate-spin'
-              : 'i-carbon-renew',
+          h(RefreshCw, {
+            size: 14,
+            class: isRowRefreshing ? 'animate-spin' : undefined,
           })
       );
     },
@@ -147,13 +147,7 @@ function onSelectedRSSUpdate(keys: unknown[]) {
           @click="refreshAllRSS"
         >
           <template #icon>
-            <div
-              :class="
-                isRefreshingAll
-                  ? 'i-carbon-renew animate-spin'
-                  : 'i-carbon-renew'
-              "
-            />
+            <RefreshCw :size="14" :class="{ 'animate-spin': isRefreshingAll }" />
           </template>
           {{ $t('rss.refresh_all') }}
         </AbButton>
@@ -214,13 +208,7 @@ function onSelectedRSSUpdate(keys: unknown[]) {
                 :disabled="refreshingId === item.id"
                 @click="onRefreshOne(item.id)"
               >
-                <div
-                  :class="
-                    refreshingId === item.id
-                      ? 'i-carbon-renew animate-spin'
-                      : 'i-carbon-renew'
-                  "
-                />
+                <RefreshCw :size="14" :class="{ 'animate-spin': refreshingId === item.id }" />
                 {{ $t('rss.refresh') }}
               </AbButton>
             </div>
diff --git a/webui/src/utils/__tests__/scroll-spy.test.ts b/webui/src/utils/__tests__/scroll-spy.test.ts
new file mode 100644
index 00000000..4c02d253
--- /dev/null
+++ b/webui/src/utils/__tests__/scroll-spy.test.ts
@@ -0,0 +1,26 @@
+import { describe, expect, it } from 'vitest';
+import { pickActiveSection } from '../scroll-spy';
+
+const tops = [
+  { id: 'a', top: -300 },
+  { id: 'b', top: 40 },
+  { id: 'c', top: 500 },
+];
+
+describe('pickActiveSection', () => {
+  it('should return the last section crossing the anchor when not at bottom', () => {
+    expect(pickActiveSection(tops, false)).toBe('b');
+  });
+
+  it('should return the first section when none crossed the anchor', () => {
+    expect(pickActiveSection([{ id: 'a', top: 200 }], false)).toBe('a');
+  });
+
+  it('should return the last section when scrolled to the bottom', () => {
+    expect(pickActiveSection(tops, true)).toBe('c');
+  });
+
+  it('should return undefined when there are no sections', () => {
+    expect(pickActiveSection([], true)).toBeUndefined();
+  });
+});
diff --git a/webui/src/utils/scroll-spy.ts b/webui/src/utils/scroll-spy.ts
new file mode 100644
index 00000000..3eb05bd8
--- /dev/null
+++ b/webui/src/utils/scroll-spy.ts
@@ -0,0 +1,27 @@
+export interface SectionTop {
+  id: string;
+  /** 分区上缘相对滚动容器上缘的距离（px） */
+  top: number;
+}
+
+/** 滚动到底部的容差（px） */
+export const SCROLL_BOTTOM_EPSILON = 10;
+/** 分区上缘越过该锚线即视为当前分区（px） */
+export const SCROLL_ANCHOR_OFFSET = 80;
+
+/**
+ * 计算当前高亮分区：触底时取最后一个；否则取上缘已越过锚线的最后一个，
+ * 都未越过则取第一个。列表为空返回 undefined。
+ */
+export function pickActiveSection(
+  tops: SectionTop[],
+  atBottom: boolean
+): string | undefined {
+  if (tops.length === 0) return undefined;
+  if (atBottom) return tops[tops.length - 1].id;
+  let current = tops[0].id;
+  for (const { id, top } of tops) {
+    if (top <= SCROLL_ANCHOR_OFFSET) current = id;
+  }
+  return current;
+}
diff --git a/webui/types/dts/auto-imports.d.ts b/webui/types/dts/auto-imports.d.ts
index c323dc3c..02a71c6d 100644
--- a/webui/types/dts/auto-imports.d.ts
+++ b/webui/types/dts/auto-imports.d.ts
@@ -11,6 +11,8 @@ declare global {
   const EffectScope: typeof import('vue').EffectScope
   const MARKET_CATEGORIES: typeof import('../../src/utils/plugin-market').MARKET_CATEGORIES
   const MARKET_STATES: typeof import('../../src/utils/plugin-market').MARKET_STATES
+  const SCROLL_ANCHOR_OFFSET: typeof import('../../src/utils/scroll-spy').SCROLL_ANCHOR_OFFSET
+  const SCROLL_BOTTOM_EPSILON: typeof import('../../src/utils/scroll-spy').SCROLL_BOTTOM_EPSILON
   const acceptHMRUpdate: typeof import('pinia').acceptHMRUpdate
   const apiAuth: typeof import('../../src/api/auth').apiAuth
   const apiBangumi: typeof import('../../src/api/bangumi').apiBangumi
@@ -96,6 +98,7 @@ declare global {
   const onWatcherCleanup: typeof import('vue').onWatcherCleanup
   const parseLogLines: typeof import('../../src/utils/log-parse').parseLogLines
   const permissionDiff: typeof import('../../src/utils/plugin-market').permissionDiff
+  const pickActiveSection: typeof import('../../src/utils/scroll-spy').pickActiveSection
   const pluginDescription: typeof import('../../src/utils/plugin-text').pluginDescription
   const pluginName: typeof import('../../src/utils/plugin-text').pluginName
   const pluginReason: typeof import('../../src/utils/plugin-text').pluginReason
@@ -224,4 +227,7 @@ declare global {
   // @ts-ignore
   export type { SchemaFieldKind, SchemaField } from '../../src/utils/plugin-schema'
   import('../../src/utils/plugin-schema')
+  // @ts-ignore
+  export type { SectionTop } from '../../src/utils/scroll-spy'
+  import('../../src/utils/scroll-spy')
 }