fix(favorite): 统一收藏状态与互动图标

lib/core/data/services/favorite_controller.dart

@@ -18,6 +18,7 @@ class FavoriteController extends ChangeNotifier {
   final FavoriteRepository _repository;
   final int pageSize;
   final Set<String> _saved = {};
+  final Map<String, int> _favoriteCounts = {};
   List<Drama> cards = const [];
   int total = 0;
   bool loading = false;
@@ -34,17 +35,53 @@ class FavoriteController extends ChangeNotifier {
 
   bool isSaved(String dramaId) => _saved.contains(dramaId);
 
-  /// 用统计快照校准收藏状态；已有列表卡片结构不因一次状态同步而改动。
+  /// 当前剧收藏数；包含本地 toggle 增量。
-  void applyServerState(String dramaId, {required bool saved}) {
+  int? favoriteCount(String dramaId) => _favoriteCounts[dramaId];
-    final changed = _saved.contains(dramaId) != saved;
+
+  /// 首次展示时缓存卡片基数；之后统一由本控制器维护，避免页面各存一份。
+  int? favoriteCountFor(Drama drama) {
+    final current = _favoriteCounts[drama.id];
+    if (current != null) return current;
+    final fallback = drama.favoriteCount;
+    if (fallback == null) return null;
+    final normalized = fallback < 0 ? 0 : fallback;
+    _favoriteCounts[drama.id] = normalized;
+    return normalized;
+  }
+
+  /// 用 stats/detail 的服务端快照校准唯一状态和计数。
+  void applyServerState(
+    String dramaId, {
+    required bool saved,
+    int? favoriteCount,
+  }) {
+    var changed = _saved.contains(dramaId) != saved;
     if (saved) {
       _saved.add(dramaId);
     } else {
       _saved.remove(dramaId);
     }
+    if (favoriteCount != null) {
+      final normalized = favoriteCount < 0 ? 0 : favoriteCount;
+      changed = changed || _favoriteCounts[dramaId] != normalized;
+      _favoriteCounts[dramaId] = normalized;
+    }
     if (changed) notify();
   }
 
+  /// 详情等只有计数、没有当前收藏状态的接口使用。
+  void applyServerCount(
+    String dramaId,
+    int? favoriteCount, {
+    bool notify = true,
+  }) {
+    if (favoriteCount == null) return;
+    final normalized = favoriteCount < 0 ? 0 : favoriteCount;
+    if (_favoriteCounts[dramaId] == normalized) return;
+    _favoriteCounts[dramaId] = normalized;
+    if (notify) this.notify();
+  }
+
   void notify() {
     if (!_disposed) notifyListeners();
   }
@@ -65,6 +102,7 @@ class FavoriteController extends ChangeNotifier {
       _saved
         ..clear()
         ..addAll(list.map((drama) => drama.id));
+      _rememberCardCounts(list);
       total = page.total;
       _pageIndex = 1;
       hasMore = page.list.isNotEmpty && cards.length < total;
@@ -99,6 +137,7 @@ class FavoriteController extends ChangeNotifier {
       ).where((drama) => known.add(drama.id)).toList(growable: false);
       cards = [...cards, ...appended];
       _saved.addAll(appended.map((drama) => drama.id));
+      _rememberCardCounts(appended);
       total = page.total;
       _pageIndex += 1;
       hasMore = page.list.isNotEmpty && cards.length < total;
@@ -121,12 +160,16 @@ class FavoriteController extends ChangeNotifier {
   Future<bool> toggle(String dramaId, {Drama? card}) async {
     lastErrorCode = null;
     final wasSaved = _saved.contains(dramaId);
+    final previousCount = card == null
+        ? favoriteCount(dramaId)
+        : favoriteCountFor(card);
     final previousCards = cards;
     final previousTotal = total;
     final previousHasMore = hasMore;
     // 乐观更新
     if (wasSaved) {
       _saved.remove(dramaId);
+      _stepCount(dramaId, -1);
       if (cards.any((drama) => drama.id == dramaId)) {
         cards = cards.where((drama) => drama.id != dramaId).toList();
         total = total > 0 ? total - 1 : 0;
@@ -134,6 +177,7 @@ class FavoriteController extends ChangeNotifier {
       }
     } else {
       _saved.add(dramaId);
+      _stepCount(dramaId, 1);
     }
     notify();
     try {
@@ -142,6 +186,7 @@ class FavoriteController extends ChangeNotifier {
       if (saved) {
         _saved.add(dramaId);
         if (wasSaved) {
+          _restoreCount(dramaId, previousCount);
           cards = previousCards;
           total = previousTotal;
           hasMore = previousHasMore;
@@ -152,6 +197,9 @@ class FavoriteController extends ChangeNotifier {
         }
       } else {
         _saved.remove(dramaId);
+        if (!wasSaved) {
+          _restoreCount(dramaId, previousCount);
+        }
         if (cards.any((drama) => drama.id == dramaId)) {
           cards = cards.where((drama) => drama.id != dramaId).toList();
           total = total > 0 ? total - 1 : 0;
@@ -170,6 +218,7 @@ class FavoriteController extends ChangeNotifier {
       } else {
         _saved.remove(dramaId);
       }
+      _restoreCount(dramaId, previousCount);
       notify();
       if (failure is ApiException) lastErrorCode = failure.code;
       return false;
@@ -185,9 +234,13 @@ class FavoriteController extends ChangeNotifier {
     final previousHasMore = hasMore;
     final removed = cards.where((drama) => ids.contains(drama.id)).toList();
     if (removed.isEmpty) return true;
+    final previousCounts = {
+      for (final drama in removed) drama.id: _favoriteCounts[drama.id],
+    };
     cards = cards.where((drama) => !ids.contains(drama.id)).toList();
     for (final id in ids) {
       _saved.remove(id);
+      _stepCount(id, -1);
     }
     total = total > removed.length ? total - removed.length : 0;
     hasMore = cards.length < total;
@@ -202,6 +255,9 @@ class FavoriteController extends ChangeNotifier {
       for (final drama in removed) {
         _saved.add(drama.id);
       }
+      for (final entry in previousCounts.entries) {
+        _restoreCount(entry.key, entry.value);
+      }
       notify();
       return false;
     }
@@ -212,7 +268,9 @@ class FavoriteController extends ChangeNotifier {
     final index = cards.indexWhere((drama) => drama.id == dramaId);
     if (index < 0) return true;
     final removed = cards[index];
+    final previousCount = _favoriteCounts[dramaId];
     _saved.remove(dramaId);
+    _stepCount(dramaId, -1);
     final next = [...cards]..removeAt(index);
     cards = next;
     total = total > 0 ? total - 1 : 0;
@@ -229,6 +287,7 @@ class FavoriteController extends ChangeNotifier {
       );
       cards = restored;
       _saved.add(dramaId);
+      _restoreCount(dramaId, previousCount);
       total += 1;
       hasMore = cards.length < total;
       notify();
@@ -259,6 +318,30 @@ class FavoriteController extends ChangeNotifier {
     ];
   }
 
+  void _rememberCardCounts(List<Drama> dramas) {
+    for (final drama in dramas) {
+      final count = drama.favoriteCount;
+      if (count != null && !_favoriteCounts.containsKey(drama.id)) {
+        _favoriteCounts[drama.id] = count < 0 ? 0 : count;
+      }
+    }
+  }
+
+  void _stepCount(String dramaId, int delta) {
+    final current = _favoriteCounts[dramaId];
+    if (current == null) return;
+    final next = current + delta;
+    _favoriteCounts[dramaId] = next < 0 ? 0 : next;
+  }
+
+  void _restoreCount(String dramaId, int? count) {
+    if (count == null) {
+      _favoriteCounts.remove(dramaId);
+    } else {
+      _favoriteCounts[dramaId] = count;
+    }
+  }
+
   @override
   void dispose() {
     _disposed = true;

lib/pages/drama_detail/drama_detail_logic.dart

@@ -38,7 +38,6 @@ class DramaDetailLogic extends ChangeNotifier {
   int? continueIndex;
   WatchProgress? progress;
   String? progressError;
-  int _favoriteCountDelta = 0;
   bool _disposed = false;
 
   void notify() {
@@ -47,6 +46,7 @@ class DramaDetailLogic extends ChangeNotifier {
 
   /// 列表卡片只带一集可播预览，进详情时补一次完整剧集列表。
   Future<void> load(Future<Drama> Function() fetch) async {
+    favorites.applyServerCount(drama.id, drama.favoriteCount, notify: false);
     if (drama.detailLoaded) {
       await loadContinue();
       return;
@@ -57,6 +57,7 @@ class DramaDetailLogic extends ChangeNotifier {
     notify();
     try {
       drama = await fetch();
+      favorites.applyServerCount(drama.id, drama.favoriteCount);
       await loadContinue();
     } on ApiException catch (exception) {
       failed = true;
@@ -139,25 +140,12 @@ class DramaDetailLogic extends ChangeNotifier {
     await loadContinue();
   }
 
-  /// 详情页展示用的收藏数；没有服务端计数时继续保持缺省展示。
+  /// 详情页展示用的收藏数，统一从全局 FavoriteController 读取。
-  int? get adjustedFavoriteCount {
+  int? get adjustedFavoriteCount => favorites.favoriteCountFor(drama);
-    final base = drama.favoriteCount;
-    if (base == null) return null;
-    final adjusted = base + _favoriteCountDelta;
-    return adjusted < 0 ? 0 : adjusted;
-  }
 
-  /// 收藏切换：乐观状态由控制器负责回滚，这里只在成功后同步计数。
+  /// 收藏切换：状态与计数均由全局控制器维护。
   Future<bool> toggleFavorite() async {
-    final wasSaved = favorites.isSaved(drama.id);
+    return favorites.toggle(drama.id, card: drama);
-    final ok = await favorites.toggle(drama.id, card: drama);
-    if (!ok) return false;
-    final nowSaved = favorites.isSaved(drama.id);
-    if (nowSaved != wasSaved) {
-      _favoriteCountDelta += nowSaved ? 1 : -1;
-      notify();
-    }
-    return true;
   }
 
   @override

lib/pages/player/player_logic.dart

@@ -119,7 +119,6 @@ class PlayerLogic extends ChangeNotifier {
   final Map<String, Future<void>> _episodeStatsInFlight = {};
   final Map<String, int> _episodeStatsRevision = {};
   final Map<String, int> _dramaStatsRevision = {};
-  final Map<String, int> _dramaFavoriteCounts = {};
 
   /// 解锁中的集 id 与失败文案；空表示没有进行中的解锁。
   String? unlockingEpisodeId;
@@ -185,8 +184,6 @@ class PlayerLogic extends ChangeNotifier {
 
   EpisodeStats? episodeStats(String episodeId) => _episodeStats[episodeId];
 
-  int? dramaFavoriteCount(String dramaId) => _dramaFavoriteCounts[dramaId];
-
   void notify() {
     if (!_disposed) notifyListeners();
   }
@@ -621,9 +618,6 @@ class PlayerLogic extends ChangeNotifier {
       );
       _episodeStats[episodeId] = stats;
       _episodeStatsFetchedAt[episodeId] = _clock();
-      if (stats.dramaId.isNotEmpty) {
-        _dramaFavoriteCounts[stats.dramaId] = stats.favoriteCount;
-      }
       final episodeIndex = sessionEpisodes.indexWhere(
         (episode) => episode.id == episodeId,
       );
@@ -703,29 +697,13 @@ class PlayerLogic extends ChangeNotifier {
     notify();
   }
 
-  /// 收藏成功时同时修正剧级计数和所有已缓存的同剧互动状态。
+  /// 收藏成功后让旧 stats 请求失效，计数本身只写 FavoriteController。
-  void applyDramaFavoriteState(
+  void markDramaFavoriteChanged(String dramaId) {
-    String dramaId, {
-    required bool favorited,
-    int? favoriteCount,
-  }) {
     _dramaStatsRevision.update(
       dramaId,
       (value) => value + 1,
       ifAbsent: () => 1,
     );
-    if (favoriteCount != null) {
-      _dramaFavoriteCounts[dramaId] = favoriteCount;
-    }
-    for (final entry in _episodeStats.entries.toList()) {
-      final stats = entry.value;
-      if (stats.dramaId != dramaId) continue;
-      _episodeStats[entry.key] = stats.copyWith(
-        favorited: favorited,
-        favoriteCount: favoriteCount,
-      );
-    }
-    notify();
   }
 
   String _fileUrl(String path) =>

lib/pages/player/player_view.dart

@@ -564,6 +564,7 @@ class _PlayerPageState extends State<PlayerPage>
       context.read<FavoriteController>().applyServerState(
         stats.dramaId,
         saved: stats.favorited,
+        favoriteCount: stats.favoriteCount,
       );
     }
     setState(() {
@@ -571,21 +572,6 @@ class _PlayerPageState extends State<PlayerPage>
     });
   }
 
-  /// 收藏状态确认后同步右侧剧级计数。
-  void _applyFavoriteDelta(Drama drama, {required bool nowSaved}) {
-    final current = logic.dramaFavoriteCount(drama.id) ?? drama.favoriteCount;
-    final next = current == null
-        ? null
-        : nowSaved
-        ? current + 1
-        : (current > 0 ? current - 1 : 0);
-    logic.applyDramaFavoriteState(
-      drama.id,
-      favorited: nowSaved,
-      favoriteCount: next,
-    );
-  }
-
   Future<void> _openComments(
     BuildContext context,
     Drama drama,
@@ -1026,6 +1012,7 @@ class _PlayerPageState extends State<PlayerPage>
     InteractionController interactions,
   ) {
     final l10n = AppLocalizations.of(context)!;
+    final favorites = context.watch<FavoriteController>();
     final entry = logic.queue.entryAt(index);
     final drama = entry.drama;
     final episode = _resolvedEpisode(index);
@@ -1194,13 +1181,12 @@ class _PlayerPageState extends State<PlayerPage>
             liked: interactions.isEpisodeLiked(episode.id),
             likeCount:
                 interactions.episodeLikeCount(episode.id) ?? episode.likeCount,
-            favoriteCount:
+            favoriteCount: favorites.favoriteCountFor(drama),
-                logic.dramaFavoriteCount(drama.id) ?? drama.favoriteCount,
             commentCount:
                 logic.episodeStats(episode.id)?.commentCount ??
                 _commentCounts[episode.id] ??
                 episode.commentCount,
-            saved: context.watch<FavoriteController>().isSaved(drama.id),
+            saved: favorites.isSaved(drama.id),
             onLike: () async {
               await _toggleLike(context, interactions, episode);
             },
@@ -1277,6 +1263,7 @@ class _PlayerPageState extends State<PlayerPage>
   ) {
     if (logic.pip || logic.pipPreparing) return const SizedBox.expand();
     final l10n = AppLocalizations.of(context)!;
+    final favorites = context.watch<FavoriteController>();
     final entry = logic.queue.entryAt(index);
     final drama = entry.drama;
     final episode = _resolvedEpisode(index);
@@ -1306,9 +1293,8 @@ class _PlayerPageState extends State<PlayerPage>
             logic.episodeStats(episode.id)?.commentCount ??
             _commentCounts[episode.id] ??
             episode.commentCount,
-        favoriteCount:
+        favoriteCount: favorites.favoriteCountFor(drama),
-            logic.dramaFavoriteCount(drama.id) ?? drama.favoriteCount,
+        saved: favorites.isSaved(drama.id),
-        saved: context.watch<FavoriteController>().isSaved(drama.id),
         playing: logic.session.userWantsPlay,
         playbackSpeed: _playbackSpeed,
         totalEpisodes: logic.visibleIndices.length,

lib/pages/player/player_view_actions.dart

@@ -166,7 +166,7 @@ extension _PlayerViewActions on _PlayerPageState {
     if (ok) {
       final nowSaved = favorites.isSaved(drama.id);
       if (nowSaved != wasSaved) {
-        _applyFavoriteDelta(drama, nowSaved: nowSaved);
+        logic.markDramaFavoriteChanged(drama.id);
       }
       return;
     }

lib/pages/player/widgets/home_feed_overlay.dart

@@ -269,8 +269,11 @@ class _HomeFeedOverlayState extends State<HomeFeedOverlay> {
       liked: widget.liked,
       favoriteCount: widget.favoriteCount,
       likeCount: widget.likeCount,
+      commentCount: widget.commentCount,
       onSave: widget.onSave,
       onLike: widget.onLike,
+      onComments: widget.onComments,
+      onShare: widget.onShare,
       onEpisodes: widget.onEpisodes ?? widget.onOpenFullPlayer,
     );
   }

lib/pages/player/widgets/home_feed_recommend_panel.dart

@@ -5,19 +5,16 @@ import 'dart:math' as math;
 import 'package:flutter/material.dart';
 
 import '../../../core/data/models/drama.dart';
-import '../../../core/formatting/count_format.dart';
 import '../../../core/formatting/localized_content.dart';
 import '../../../core/theme/app_colors.dart';
 import '../../../l10n/app_localizations.dart';
 import '../../home/widgets/home_drama_classification.dart';
+import 'interaction_rail.dart';
 
 const double _seriesFont = 19;
 const double _tagFont = 13;
 const double _synopsisFont = 13;
 const double _watchAllHeight = 44;
-const double _actionGap = 28;
-const double _actionIcon = 32;
-const double _actionWidth = 64;
 const List<Shadow> _textShadows = [
   Shadow(color: AppColors.shadow, blurRadius: 6, offset: Offset(0, 1)),
 ];
@@ -307,112 +304,71 @@ class HomeFeedActionRail extends StatelessWidget {
     required this.liked,
     required this.onSave,
     required this.onLike,
+    required this.onComments,
+    required this.onShare,
     required this.onEpisodes,
     this.favoriteCount,
     this.likeCount,
+    this.commentCount,
   });
 
   final bool saved;
   final bool liked;
   final int? favoriteCount;
   final int? likeCount;
+  final int? commentCount;
   final VoidCallback onSave;
   final VoidCallback onLike;
+  final VoidCallback onComments;
+  final VoidCallback onShare;
   final VoidCallback onEpisodes;
 
   @override
   Widget build(BuildContext context) {
     final l10n = AppLocalizations.of(context)!;
-    return SizedBox(
+    return InteractionRail(
-      width: _actionWidth,
+      items: [
-      child: Column(
+        InteractionRailItem(
-        mainAxisSize: MainAxisSize.min,
-        children: [
-          _action(
           key: const Key('rail-save'),
-            icon: saved
+          asset: 'assets/icon/rail/rail_save.png',
-                ? Icons.bookmark_rounded
+          label: l10n.favorite,
-                : Icons.bookmark_border_rounded,
+          count: favoriteCount,
-            label: favoriteCount == null
+          countKey: const Key('rail-save-count'),
-                ? l10n.favorite
+          selected: saved,
-                : formatInteractionCount(favoriteCount!),
-            labelKey: const Key('rail-save-count'),
           onTap: onSave,
         ),
-          const SizedBox(height: _actionGap),
+        InteractionRailItem(
-          _action(
+          key: const Key('rail-comments'),
+          asset: 'assets/icon/rail/rail_comment.png',
+          label: l10n.comments,
+          count: commentCount,
+          countKey: const Key('rail-comments-count'),
+          onTap: onComments,
+        ),
+        InteractionRailItem(
           key: const Key('rail-like'),
-            icon: liked
+          asset: 'assets/icon/rail/rail_like.png',
-                ? Icons.favorite_rounded
+          label: l10n.like,
-                : Icons.favorite_border_rounded,
+          count: likeCount,
-            iconColor: liked
+          countKey: const Key('rail-like-count'),
-                ? AppColors.doubleTapHeartRed
+          selected: liked,
-                : AppColors.textPrimary,
+          selectedColor: AppColors.doubleTapHeartRed,
-            label: likeCount == null
-                ? l10n.like
-                : formatInteractionCount(likeCount!),
-            labelKey: const Key('rail-like-count'),
           onTap: onLike,
         ),
-          const SizedBox(height: _actionGap),
+        InteractionRailItem(
-          _action(
+          key: const Key('rail-share'),
+          asset: 'assets/icon/rail/rail_share.png',
+          label: l10n.share,
+          onTap: onShare,
+        ),
+        InteractionRailItem(
           key: const Key('rail-episodes'),
           icon: Icons.layers_rounded,
           label: l10n.episodes,
-            labelKey: const Key('rail-episodes-label'),
+          countKey: const Key('rail-episodes-label'),
-            labelFontSize: 11,
           onTap: onEpisodes,
         ),
       ],
-      ),
-    );
-  }
-
-  Widget _action({
-    required Key key,
-    required IconData icon,
-    required String label,
-    required Key labelKey,
-    required VoidCallback onTap,
-    Color iconColor = AppColors.textPrimary,
-    double labelFontSize = 12,
-  }) {
-    return GestureDetector(
-      key: key,
-      behavior: HitTestBehavior.opaque,
-      onTap: onTap,
-      child: Column(
-        mainAxisSize: MainAxisSize.min,
-        children: [
-          Icon(
-            icon,
-            size: _actionIcon,
-            color: iconColor,
-            shadows: const [
-              Shadow(
-                color: AppColors.shadowSoft,
-                blurRadius: 4,
-                offset: Offset(0, 1),
-              ),
-            ],
-          ),
-          const SizedBox(height: 2),
-          Text(
-            label,
-            key: labelKey,
-            maxLines: 1,
-            overflow: TextOverflow.ellipsis,
-            textAlign: TextAlign.center,
-            style: TextStyle(
-              color: AppColors.textPrimary,
-              fontSize: labelFontSize,
-              fontWeight: FontWeight.w500,
-              height: 1,
-              shadows: _textShadows,
-            ),
-          ),
-        ],
-      ),
     );
   }
 }

lib/pages/player/widgets/interaction_rail.dart

@@ -13,17 +13,19 @@ const double _itemGap = 24;
 class InteractionRailItem {
   const InteractionRailItem({
     required this.key,
-    required this.asset,
     required this.label,
     required this.onTap,
+    this.asset,
+    this.icon,
     this.count,
     this.countKey,
     this.selected = false,
     this.selectedColor = AppColors.blue,
-  });
+  }) : assert((asset == null) != (icon == null));
 
   final Key key;
-  final String asset;
+  final String? asset;
+  final IconData? icon;
   final String label;
   final VoidCallback onTap;
   final int? count;
@@ -68,13 +70,23 @@ class _RailButton extends StatelessWidget {
           child: IconButton(
             onPressed: item.onTap,
             padding: EdgeInsets.zero,
-            icon: Image.asset(
+            icon: item.asset != null
-              item.asset,
+                ? Image.asset(
+                    item.asset!,
                     width: _iconSize,
                     height: _iconSize,
                     fit: BoxFit.contain,
-              color: item.selected ? item.selectedColor : AppColors.onPrimary,
+                    color: item.selected
+                        ? item.selectedColor
+                        : AppColors.onPrimary,
                     colorBlendMode: BlendMode.srcIn,
+                  )
+                : Icon(
+                    item.icon,
+                    size: _iconSize,
+                    color: item.selected
+                        ? item.selectedColor
+                        : AppColors.onPrimary,
                   ),
           ),
         ),

test/drama_detail/drama_detail_logic_test.dart

@@ -16,8 +16,7 @@ DramaDetailLogic _logic(
   FakeWatchHistory history, {
   FavoriteController? favorites,
   PlaybackPositionCache? positionCache,
-}) =>
+}) => DramaDetailLogic(
-    DramaDetailLogic(
   drama: drama,
   history: history,
   playback: FakePlaybackRepository(),
@@ -25,11 +24,12 @@ DramaDetailLogic _logic(
   positionCache: positionCache ?? PlaybackPositionCache(),
 );
 
-Drama _card(String id) => Drama(
+Drama _card(String id, {int? favoriteCount}) => Drama(
   id: id,
   title: id,
   synopsis: 'synopsis',
   posterUrl: '/files/$id.jpg',
+  favoriteCount: favoriteCount,
   totalEpisodes: 3,
   episodes: [
     Episode(
@@ -42,11 +42,12 @@ Drama _card(String id) => Drama(
   ],
 );
 
-Drama _detail(String id) => Drama(
+Drama _detail(String id, {int? favoriteCount}) => Drama(
   id: id,
   title: id,
   synopsis: 'synopsis',
   posterUrl: '/files/$id.jpg',
+  favoriteCount: favoriteCount,
   totalEpisodes: 3,
   detailLoaded: true,
   episodes: [
@@ -62,7 +63,9 @@ Drama _detail(String id) => Drama(
 );
 
 void main() {
-  test('should_upgrade_to_full_episode_list_when_detail_loads_for_list_card', () async {
+  test(
+    'should_upgrade_to_full_episode_list_when_detail_loads_for_list_card',
+    () async {
       var calls = 0;
       final logic = _logic(_card('signal'), FakeWatchHistory());
 
@@ -76,7 +79,8 @@ void main() {
       expect(logic.failed, isFalse);
       expect(logic.drama.episodes, hasLength(3));
       logic.dispose();
-  });
+    },
+  );
 
   test('should_keep_card_and_report_reason_when_load_fails', () async {
     final logic = _logic(_card('signal'), FakeWatchHistory());
@@ -107,6 +111,19 @@ void main() {
     logic.dispose();
   });
 
+  test('should_use_detail_favorite_count_as_authoritative', () async {
+    final favorites = FavoriteController(InMemoryFavoriteRepository());
+    final card = _card('signal', favoriteCount: 2);
+    expect(favorites.favoriteCountFor(card), 2);
+    final logic = _logic(card, FakeWatchHistory(), favorites: favorites);
+
+    await logic.load(() async => _detail('signal', favoriteCount: 9));
+
+    expect(favorites.favoriteCount('signal'), 9);
+    expect(logic.adjustedFavoriteCount, 9);
+    logic.dispose();
+  });
+
   test('should_prefer_recent_local_position_when_loading_continue', () async {
     final cache = PlaybackPositionCache();
     cache.save(

test/home/home_preview_layout_test.dart

@@ -323,19 +323,59 @@ void main() {
       tester.widget<Text>(find.byKey(const Key('rail-save-count'))).data,
       '3.2万',
     );
-    expect(
+    final likeImage = tester.widget<Image>(
       find.descendant(
         of: find.byKey(const Key('rail-like')),
-        matching: find.byIcon(Icons.favorite_rounded),
+        matching: find.byType(Image),
       ),
-      findsOneWidget,
     );
-    expect(
+    final saveImage = tester.widget<Image>(
       find.descendant(
         of: find.byKey(const Key('rail-save')),
-        matching: find.byIcon(Icons.bookmark_border_rounded),
+        matching: find.byType(Image),
       ),
-      findsOneWidget,
+    );
+    expect(
+      (likeImage.image as AssetImage).assetName,
+      'assets/icon/rail/rail_like.png',
+    );
+    expect(likeImage.color, AppColors.doubleTapHeartRed);
+    expect(
+      (saveImage.image as AssetImage).assetName,
+      'assets/icon/rail/rail_save.png',
+    );
+    expect(saveImage.color, AppColors.onPrimary);
+    expect(find.byKey(const Key('rail-comments')), findsOneWidget);
+    expect(find.byKey(const Key('rail-share')), findsOneWidget);
+    expect(
+      tester.widget<Text>(find.byKey(const Key('rail-comments-count'))).data,
+      '12',
+    );
+    expect(
+      (tester
+                  .widget<Image>(
+                    find.descendant(
+                      of: find.byKey(const Key('rail-comments')),
+                      matching: find.byType(Image),
+                    ),
+                  )
+                  .image
+              as AssetImage)
+          .assetName,
+      'assets/icon/rail/rail_comment.png',
+    );
+    expect(
+      (tester
+                  .widget<Image>(
+                    find.descendant(
+                      of: find.byKey(const Key('rail-share')),
+                      matching: find.byType(Image),
+                    ),
+                  )
+                  .image
+              as AssetImage)
+          .assetName,
+      'assets/icon/rail/rail_share.png',
     );
     expect(find.byKey(const Key('rail-episodes')), findsOneWidget);
     expect(
@@ -345,9 +385,6 @@ void main() {
       ),
       findsOneWidget,
     );
-    expect(find.byKey(const Key('rail-comments')), findsNothing);
-    expect(find.byKey(const Key('rail-share')), findsNothing);
-    expect(find.text('Comments'), findsNothing);
     expect(
       tester.getRect(find.byKey(const Key('home-feed-action-rail'))).right,
       closeTo(
@@ -672,7 +709,10 @@ void main() {
     final previewDecoration = previewContainer.decoration! as BoxDecoration;
     expect(previewDecoration.color, AppColors.card);
     expect(previewDecoration.borderRadius, BorderRadius.circular(8));
-    expect((previewDecoration.border! as Border).top.color, AppColors.onPrimary);
+    expect(
+      (previewDecoration.border! as Border).top.color,
+      AppColors.onPrimary,
+    );
     await gesture.moveBy(const Offset(-600, 0));
     await tester.pump();
     expect(

test/library/favorite_controller_test.dart

@@ -6,11 +6,12 @@ import 'package:fruitshorts/core/data/models/page_result.dart';
 import 'package:fruitshorts/core/data/repositories/favorite_repository.dart';
 import 'package:fruitshorts/core/data/services/favorite_controller.dart';
 
-Drama _card(String id) => Drama(
+Drama _card(String id, {int? favoriteCount}) => Drama(
   id: id,
   title: 'Drama $id',
   synopsis: 'synopsis',
   posterUrl: '/files/$id.png',
+  favoriteCount: favoriteCount,
 );
 
 void main() {
@@ -37,6 +38,31 @@ void main() {
     expect(controller.cards.map((drama) => drama.id), ['signal']);
   });
 
+  test(
+    'should_adjust_the_single_favorite_count_when_toggle_succeeds',
+    () async {
+      final controller = FavoriteController(InMemoryFavoriteRepository());
+      final card = _card('signal', favoriteCount: 12);
+
+      expect(controller.favoriteCountFor(card), 12);
+      expect(await controller.toggle('signal', card: card), isTrue);
+      expect(controller.favoriteCount('signal'), 13);
+      expect(await controller.toggle('signal', card: card), isTrue);
+      expect(controller.favoriteCount('signal'), 12);
+    },
+  );
+
+  test('should_apply_server_count_and_roll_back_toggle_failure', () async {
+    final repository = InMemoryFavoriteRepository()..failToggle = true;
+    final controller = FavoriteController(repository);
+
+    controller.applyServerState('signal', saved: false, favoriteCount: 20);
+    expect(controller.favoriteCount('signal'), 20);
+    expect(await controller.toggle('signal'), isFalse);
+    expect(controller.isSaved('signal'), isFalse);
+    expect(controller.favoriteCount('signal'), 20);
+  });
+
   test('should_remove_card_and_state_when_toggled_off', () async {
     final repository = InMemoryFavoriteRepository(saved: {'signal'});
     final controller = FavoriteController(repository);

test/player/double_tap_like_test.dart

@@ -3,6 +3,7 @@
 import 'package:flutter/material.dart';
 import 'package:flutter_test/flutter_test.dart';
 import 'package:fruitshorts/core/data/services/interaction_controller.dart';
+import 'package:fruitshorts/core/theme/app_colors.dart';
 import 'package:fruitshorts/core/theme/app_theme.dart';
 import 'package:fruitshorts/l10n/app_localizations.dart';
 import 'package:fruitshorts/pages/player/widgets/home_feed_overlay.dart';
@@ -41,13 +42,13 @@ void main() {
       );
       expect(repository.likeTargets, hasLength(1));
       expect(haptics.lightImpacts, 1);
-      expect(
+      final likeImage = tester.widget<Image>(
         find.descendant(
           of: find.byKey(const Key('rail-like')),
-          matching: find.byIcon(Icons.favorite_rounded),
+          matching: find.byType(Image),
         ),
-        findsOneWidget,
       );
+      expect(likeImage.color, AppColors.doubleTapHeartRed);
     }
   });
 

test/player/player_fullscreen_test.dart

@@ -630,6 +630,53 @@ void main() {
     expect(interactions.likeTargets, ['EPISODE:the-signal-demo-1']);
   });
 
+  testWidgets('should_keep_favorite_count_when_player_saves_and_returns', (
+    tester,
+  ) async {
+    await _pumpApp(tester);
+    await tester.tap(find.byKey(const Key('tab-recommend')));
+    await tester.pumpAndSettle();
+
+    final initialCount = _railLabel(tester, const Key('rail-save'));
+    await tester.tap(find.byKey(const Key('home-feed-series-name')));
+    await tester.pumpAndSettle();
+    expect(_railLabel(tester, const Key('player-rail-save')), initialCount);
+    await tester.tap(find.byKey(const Key('player-rail-save')));
+    await tester.pumpAndSettle();
+
+    final savedCount = _railLabel(tester, const Key('player-rail-save'));
+    expect(savedCount, isNot(initialCount));
+    await tester.tap(find.byKey(const Key('player-back')));
+    await tester.pumpAndSettle();
+
+    expect(find.byType(AuthPage), findsNothing);
+    expect(_railLabel(tester, const Key('rail-save')), savedCount);
+  });
+
+  testWidgets('should_keep_favorite_state_when_recommend_opens_player', (
+    tester,
+  ) async {
+    await _pumpApp(tester);
+    await tester.tap(find.byKey(const Key('tab-recommend')));
+    await tester.pumpAndSettle();
+
+    await tester.tap(find.byKey(const Key('rail-save')));
+    await tester.pumpAndSettle();
+    final savedCount = _railLabel(tester, const Key('rail-save'));
+
+    await tester.tap(find.byKey(const Key('home-feed-series-name')));
+    await tester.pumpAndSettle();
+
+    expect(_railLabel(tester, const Key('player-rail-save')), savedCount);
+    final saveImage = tester.widget<Image>(
+      find.descendant(
+        of: find.byKey(const Key('player-rail-save')),
+        matching: find.byType(Image),
+      ),
+    );
+    expect(saveImage.color, AppColors.blue);
+  });
+
   testWidgets('should_keep_video_surface_background_black', (tester) async {
     await _pumpApp(tester);
     await _openSeriesPlayer(tester);
@@ -646,9 +693,7 @@ void main() {
     expect(find.byKey(const Key('player-fallback-scrim')), findsNothing);
   });
 
-  testWidgets('should_open_comments_without_login', (
+  testWidgets('should_open_comments_without_login', (tester) async {
-    tester,
-  ) async {
     await _pumpApp(tester);
     await _openSeriesPlayer(tester);
 
@@ -1914,7 +1959,6 @@ void main() {
       find.text('Available unlock methods vary by title.'),
       findsOneWidget,
     );
-
   });
 
   testWidgets('should_require_login_before_opening_unlock_flow', (