diff --git a/lib/core/data/models/drama.dart b/lib/core/data/models/drama.dart
index adf6f75..a2f024f 100644
--- a/lib/core/data/models/drama.dart
+++ b/lib/core/data/models/drama.dart
@@ -15,6 +15,8 @@ class Episode {
     this.videoUrl = '',
     this.durationSec = 0,
     this.locked = false,
+    this.likeCount,
+    this.commentCount,
   });
 
   final String id;
@@ -28,16 +30,21 @@ class Episode {
 
   /// 后端判定需要解锁；解锁能力（金币/VIP）在 M3 接入。
   final bool locked;
+  final int? likeCount;
+  final int? commentCount;
 
-  Episode withVideoUrl(String url) => Episode(
-    id: id,
-    number: number,
-    title: title,
-    isFree: isFree,
-    videoUrl: url,
-    durationSec: durationSec,
-    locked: locked,
-  );
+  Episode withVideoUrl(String url, {int? likeCount, int? commentCount}) =>
+      Episode(
+        id: id,
+        number: number,
+        title: title,
+        isFree: isFree,
+        videoUrl: url,
+        durationSec: durationSec,
+        locked: locked,
+        likeCount: likeCount ?? this.likeCount,
+        commentCount: commentCount ?? this.commentCount,
+      );
 
   factory Episode.fromJson(Map<String, dynamic> json) {
     return Episode(
@@ -48,6 +55,8 @@ class Episode {
       durationSec: (json['durationSec'] as num?)?.toInt() ?? 0,
       locked: json['locked'] == true,
       videoUrl: json['playUrl'] as String? ?? '',
+      likeCount: _optionalInt(json['likeCount']),
+      commentCount: _optionalInt(json['commentCount']),
     );
   }
 }
diff --git a/lib/core/data/models/interaction.dart b/lib/core/data/models/interaction.dart
index d1413e5..b00700f 100644
--- a/lib/core/data/models/interaction.dart
+++ b/lib/core/data/models/interaction.dart
@@ -2,9 +2,10 @@
 
 import 'json_numbers.dart';
 
-/// 互动目标类型，契约只允许短剧与评论。
+/// 互动目标类型。
 enum InteractionTargetType {
   drama('DRAMA'),
+  episode('EPISODE'),
   comment('COMMENT');
 
   const InteractionTargetType(this.apiValue);
diff --git a/lib/core/data/models/play_ticket.dart b/lib/core/data/models/play_ticket.dart
index a585079..b613e05 100644
--- a/lib/core/data/models/play_ticket.dart
+++ b/lib/core/data/models/play_ticket.dart
@@ -14,6 +14,8 @@ class PlayTicket {
     this.unlockCoin = 0,
     this.previewSeconds = 0,
     this.qualities = const [],
+    this.likeCount,
+    this.commentCount,
   });
 
   static const String free = 'FREE';
@@ -38,6 +40,8 @@ class PlayTicket {
 
   /// 后端下发的清晰度档位（如 AUTO / 720P / 1080P），HLS 由播放器自动切换。
   final List<String> qualities;
+  final int? likeCount;
+  final int? commentCount;
 
   bool get needsUnlock =>
       accessType == coinRequired || accessType == vipRequired;
@@ -58,6 +62,12 @@ class PlayTicket {
           .whereType<String>()
           .where((quality) => quality.isNotEmpty)
           .toList(),
+      likeCount: json['likeCount'] == null
+          ? null
+          : jsonToInt(json['likeCount']),
+      commentCount: json['commentCount'] == null
+          ? null
+          : jsonToInt(json['commentCount']),
     );
   }
 }
diff --git a/lib/core/data/remote/comment_api.dart b/lib/core/data/remote/comment_api.dart
index 536523d..3d05e57 100644
--- a/lib/core/data/remote/comment_api.dart
+++ b/lib/core/data/remote/comment_api.dart
@@ -13,6 +13,7 @@ class CommentApi {
   /// 拉取游标分页；`rootId` 用于加载某一楼层的回复。
   Future<CommentPage> page({
     required String dramaId,
+    String? episodeId,
     String? rootId,
     String? cursor,
     int size = commentPageSize,
@@ -21,6 +22,7 @@ class CommentApi {
       '/app/comments',
       query: {
         'dramaId': dramaId,
+        'episodeId': ?episodeId,
         'rootId': ?rootId,
         'cursor': ?cursor,
         'size': '$size',
@@ -31,10 +33,10 @@ class CommentApi {
   }
 
   /// 查询单部剧的有效评论总数；后端 Long 兼容数字与字符串。
-  Future<int> count(String dramaId) async {
+  Future<int> count(String dramaId, {String? episodeId}) async {
     final data = await _client.get(
       '/app/comments/count',
-      query: {'dramaId': dramaId},
+      query: {'dramaId': dramaId, 'episodeId': ?episodeId},
     );
     return jsonToInt(data);
   }
diff --git a/lib/core/data/repositories/comment_repository.dart b/lib/core/data/repositories/comment_repository.dart
index 744daf9..1bd08f0 100644
--- a/lib/core/data/repositories/comment_repository.dart
+++ b/lib/core/data/repositories/comment_repository.dart
@@ -8,13 +8,14 @@ abstract interface class CommentRepository {
   /// 拉取评论或回复的分页。
   Future<CommentPage> page({
     required String dramaId,
+    String? episodeId,
     String? rootId,
     String? cursor,
     int size = commentPageSize,
   });
 
   /// 查询单部剧的有效评论总数。
-  Future<int> count(String dramaId);
+  Future<int> count(String dramaId, {String? episodeId});
 
   /// 发表评论或回复。
   Future<DramaComment> publish({
@@ -37,18 +38,21 @@ class HttpCommentRepository implements CommentRepository {
   @override
   Future<CommentPage> page({
     required String dramaId,
+    String? episodeId,
     String? rootId,
     String? cursor,
     int size = commentPageSize,
   }) => _api.page(
     dramaId: dramaId,
+    episodeId: episodeId,
     rootId: rootId,
     cursor: cursor,
     size: size,
   );
 
   @override
-  Future<int> count(String dramaId) => _api.count(dramaId);
+  Future<int> count(String dramaId, {String? episodeId}) =>
+      _api.count(dramaId, episodeId: episodeId);
 
   @override
   Future<DramaComment> publish({
diff --git a/lib/core/data/services/comment_controller.dart b/lib/core/data/services/comment_controller.dart
index a81b066..26213cb 100644
--- a/lib/core/data/services/comment_controller.dart
+++ b/lib/core/data/services/comment_controller.dart
@@ -75,6 +75,7 @@ class CommentController extends ChangeNotifier {
     try {
       final page = await _commentRepository.page(
         dramaId: dramaId,
+        episodeId: episodeId,
         size: commentPageSize,
       );
       _comments
@@ -101,6 +102,7 @@ class CommentController extends ChangeNotifier {
     try {
       final page = await _commentRepository.page(
         dramaId: dramaId,
+        episodeId: episodeId,
         cursor: cursor,
         size: commentPageSize,
       );
@@ -128,6 +130,7 @@ class CommentController extends ChangeNotifier {
     try {
       final page = await _commentRepository.page(
         dramaId: dramaId,
+        episodeId: episodeId,
         rootId: rootId,
         size: commentPageSize,
       );
@@ -157,6 +160,7 @@ class CommentController extends ChangeNotifier {
     try {
       final page = await _commentRepository.page(
         dramaId: dramaId,
+        episodeId: episodeId,
         rootId: rootId,
         cursor: cursor,
         size: commentPageSize,
diff --git a/lib/core/data/services/interaction_controller.dart b/lib/core/data/services/interaction_controller.dart
index 539ee5d..fa585ea 100644
--- a/lib/core/data/services/interaction_controller.dart
+++ b/lib/core/data/services/interaction_controller.dart
@@ -17,6 +17,9 @@ class InteractionController extends ChangeNotifier {
   final Set<String> _likedDramaIds = {};
   final Set<String> _busyDramaIds = {};
   final Map<String, int> _likeCounts = {};
+  final Set<String> _likedEpisodeIds = {};
+  final Set<String> _busyEpisodeIds = {};
+  final Map<String, int> _episodeLikeCounts = {};
   bool _disposed = false;
 
   /// 当前会话内该剧是否已点赞。
@@ -28,42 +31,75 @@ class InteractionController extends ChangeNotifier {
   /// 服务端最新点赞数，仅在点赞接口成功返回后可用。
   int? likeCount(String dramaId) => _likeCounts[dramaId];
 
+  /// 当前会话内该集是否已点赞。
+  bool isEpisodeLiked(String episodeId) => _likedEpisodeIds.contains(episodeId);
+
+  /// 该集点赞请求是否进行中。
+  bool isEpisodeBusy(String episodeId) => _busyEpisodeIds.contains(episodeId);
+
+  /// 该集服务端最新点赞数。
+  int? episodeLikeCount(String episodeId) => _episodeLikeCounts[episodeId];
+
   /// 乐观切换剧集点赞，失败时回滚并以服务端返回状态校准。
-  Future<OperationResult<LikeToggleResult>> toggleDramaLike(
-    String dramaId,
-  ) async {
-    if (_busyDramaIds.contains(dramaId)) {
+  Future<OperationResult<LikeToggleResult>> toggleDramaLike(String dramaId) =>
+      _toggleLike(
+        id: dramaId,
+        targetType: InteractionTargetType.drama,
+        likedIds: _likedDramaIds,
+        busyIds: _busyDramaIds,
+        counts: _likeCounts,
+      );
+
+  /// 乐观切换分集点赞，失败时回滚并以服务端返回状态校准。
+  Future<OperationResult<LikeToggleResult>> toggleEpisodeLike(
+    String episodeId,
+  ) => _toggleLike(
+    id: episodeId,
+    targetType: InteractionTargetType.episode,
+    likedIds: _likedEpisodeIds,
+    busyIds: _busyEpisodeIds,
+    counts: _episodeLikeCounts,
+  );
+
+  Future<OperationResult<LikeToggleResult>> _toggleLike({
+    required String id,
+    required InteractionTargetType targetType,
+    required Set<String> likedIds,
+    required Set<String> busyIds,
+    required Map<String, int> counts,
+  }) async {
+    if (busyIds.contains(id)) {
       return const OperationResult.failure(null);
     }
-    final wasLiked = _likedDramaIds.contains(dramaId);
-    _busyDramaIds.add(dramaId);
+    final wasLiked = likedIds.contains(id);
+    busyIds.add(id);
     if (wasLiked) {
-      _likedDramaIds.remove(dramaId);
+      likedIds.remove(id);
     } else {
-      _likedDramaIds.add(dramaId);
+      likedIds.add(id);
     }
     _notify();
     try {
       final result = await _repository.toggleLike(
-        targetType: InteractionTargetType.drama,
-        targetId: dramaId,
+        targetType: targetType,
+        targetId: id,
       );
       if (result.liked) {
-        _likedDramaIds.add(dramaId);
+        likedIds.add(id);
       } else {
-        _likedDramaIds.remove(dramaId);
+        likedIds.remove(id);
       }
-      _likeCounts[dramaId] = result.count;
+      counts[id] = result.count;
       return OperationResult.success(result);
     } catch (failure) {
       if (wasLiked) {
-        _likedDramaIds.add(dramaId);
+        likedIds.add(id);
       } else {
-        _likedDramaIds.remove(dramaId);
+        likedIds.remove(id);
       }
       return OperationResult.failure(_errorMessage(failure));
     } finally {
-      _busyDramaIds.remove(dramaId);
+      busyIds.remove(id);
       _notify();
     }
   }
@@ -93,12 +129,18 @@ class InteractionController extends ChangeNotifier {
   void clear() {
     if (_likedDramaIds.isEmpty &&
         _busyDramaIds.isEmpty &&
-        _likeCounts.isEmpty) {
+        _likeCounts.isEmpty &&
+        _likedEpisodeIds.isEmpty &&
+        _busyEpisodeIds.isEmpty &&
+        _episodeLikeCounts.isEmpty) {
       return;
     }
     _likedDramaIds.clear();
     _busyDramaIds.clear();
     _likeCounts.clear();
+    _likedEpisodeIds.clear();
+    _busyEpisodeIds.clear();
+    _episodeLikeCounts.clear();
     _notify();
   }
 
diff --git a/lib/pages/drama_detail/drama_detail_view.dart b/lib/pages/drama_detail/drama_detail_view.dart
index b995301..de2ae86 100644
--- a/lib/pages/drama_detail/drama_detail_view.dart
+++ b/lib/pages/drama_detail/drama_detail_view.dart
@@ -116,6 +116,12 @@ class _DramaDetailPageState extends State<DramaDetailPage> {
     final saved = context.watch<FavoriteController>().isSaved(drama.id);
     final continueIndex = logic.continueIndex;
     final episodesReady = drama.detailLoaded && drama.episodes.isNotEmpty;
+    final statsEpisode = episodesReady
+        ? drama.episodes[continueIndex != null &&
+                  continueIndex < drama.episodes.length
+              ? continueIndex
+              : 0]
+        : null;
     return Scaffold(
       backgroundColor: AppColors.ink,
       bottomNavigationBar: DramaDetailBottomBar(
@@ -146,6 +152,7 @@ class _DramaDetailPageState extends State<DramaDetailPage> {
               l10n: l10n,
               drama: drama,
               favoriteCount: logic.adjustedFavoriteCount,
+              likeCount: statsEpisode?.likeCount,
             ),
           ),
           SliverToBoxAdapter(
diff --git a/lib/pages/drama_detail/widgets/drama_detail_sections.dart b/lib/pages/drama_detail/widgets/drama_detail_sections.dart
index 8c5eda1..9b2e559 100644
--- a/lib/pages/drama_detail/widgets/drama_detail_sections.dart
+++ b/lib/pages/drama_detail/widgets/drama_detail_sections.dart
@@ -34,11 +34,13 @@ class DramaStatsCard extends StatelessWidget {
     required this.l10n,
     required this.drama,
     this.favoriteCount,
+    this.likeCount,
   });
 
   final AppLocalizations l10n;
   final Drama drama;
   final int? favoriteCount;
+  final int? likeCount;
 
   @override
   Widget build(BuildContext context) {
@@ -46,9 +48,9 @@ class DramaStatsCard extends StatelessWidget {
     final favorite = currentFavoriteCount == null
         ? l10n.episodeCountLabel(drama.episodeCount)
         : '${formatInteractionCount(currentFavoriteCount)} ${l10n.favorite}';
-    final like = drama.likeCount == null
+    final like = likeCount == null
         ? '—'
-        : '${formatInteractionCount(drama.likeCount!)} ${l10n.like}';
+        : '${formatInteractionCount(likeCount!)} ${l10n.like}';
     return Container(
       key: const Key('detail-stats'),
       margin: const EdgeInsets.fromLTRB(
diff --git a/lib/pages/player/player_logic.dart b/lib/pages/player/player_logic.dart
index 43b248a..37095af 100644
--- a/lib/pages/player/player_logic.dart
+++ b/lib/pages/player/player_logic.dart
@@ -230,7 +230,11 @@ class PlayerLogic extends ChangeNotifier {
       qualities = ticket.qualities;
       if (ticket.accessible && ticket.playUrl.isNotEmpty) {
         // 签名地址原样写回，不做任何拼接/改写（AppConfig.mediaUrl 只补 host）
-        sessionEpisodes[index] = episode.withVideoUrl(ticket.playUrl);
+        sessionEpisodes[index] = episode.withVideoUrl(
+          ticket.playUrl,
+          likeCount: ticket.likeCount,
+          commentCount: ticket.commentCount,
+        );
         return true;
       }
       blockedTicket = ticket;
@@ -797,7 +801,11 @@ class PlayerLogic extends ChangeNotifier {
     notify();
   }
 
-  Future<void> showComments(BuildContext context, Drama drama) async {
+  Future<void> showComments(
+    BuildContext context,
+    Drama drama, {
+    String? episodeId,
+  }) async {
     session.setOverlayOpen(true);
     await session.playbackSettled;
     if (!context.mounted) {
@@ -812,7 +820,7 @@ class PlayerLogic extends ChangeNotifier {
         showDragHandle: false,
         isDismissible: false,
         enableDrag: false,
-        builder: (_) => DramaCommentsSheet(drama: drama),
+        builder: (_) => DramaCommentsSheet(drama: drama, episodeId: episodeId),
       );
     } finally {
       session.setOverlayOpen(false);
diff --git a/lib/pages/player/player_view.dart b/lib/pages/player/player_view.dart
index b17ea9f..5f860d7 100644
--- a/lib/pages/player/player_view.dart
+++ b/lib/pages/player/player_view.dart
@@ -205,13 +205,22 @@ class _PlayerPageState extends State<PlayerPage>
     });
   }
 
-  Future<void> _openComments(BuildContext context, Drama drama) async {
+  Future<void> _openComments(
+    BuildContext context,
+    Drama drama,
+    Episode episode,
+  ) async {
     final comments = context.read<CommentRepository>();
-    await openCommentsWithAuth(context, drama, show: logic.showComments);
+    await openCommentsWithAuth(
+      context,
+      drama,
+      show: (context, drama) =>
+          logic.showComments(context, drama, episodeId: episode.id),
+    );
     try {
-      final count = await comments.count(drama.id);
+      final count = await comments.count(drama.id, episodeId: episode.id);
       if (!mounted) return;
-      setState(() => _commentCounts[drama.id] = count);
+      setState(() => _commentCounts[episode.id] = count);
     } catch (_) {
       // 评论面板已经关闭，计数刷新失败时保留旧值即可。
     }
@@ -456,18 +465,19 @@ class _PlayerPageState extends State<PlayerPage>
             onBoostEnd: _endBoost,
             onTogglePlay: () =>
                 logic.session.setUserWantsPlay(!logic.session.userWantsPlay),
-            liked: interactions.isLiked(drama.id),
-            likeCount: interactions.likeCount(drama.id) ?? drama.likeCount,
+            liked: interactions.isEpisodeLiked(episode.id),
+            likeCount:
+                interactions.episodeLikeCount(episode.id) ?? episode.likeCount,
             favoriteCount: drama.favoriteCount == null
                 ? null
                 : drama.favoriteCount! + (_favoriteDelta[drama.id] ?? 0),
-            commentCount: _commentCounts[drama.id] ?? drama.commentCount,
+            commentCount: _commentCounts[episode.id] ?? episode.commentCount,
             saved: context.watch<FavoriteController>().isSaved(drama.id),
             onLike: () async {
               if (await ensureSignedIn(context)) {
                 if (!context.mounted) return;
                 unawaited(context.read<Haptics>().lightImpact());
-                final result = await interactions.toggleDramaLike(drama.id);
+                final result = await interactions.toggleEpisodeLike(episode.id);
                 if (!result.isSuccess && context.mounted) {
                   ScaffoldMessenger.of(context).showSnackBar(
                     SnackBar(
@@ -481,7 +491,7 @@ class _PlayerPageState extends State<PlayerPage>
               }
             },
             onSave: () => unawaited(_toggleSave(context, drama)),
-            onComments: () => unawaited(_openComments(context, drama)),
+            onComments: () => unawaited(_openComments(context, drama, episode)),
             onShare: () => logic.shareDrama(context, drama),
             onDetail: () => unawaited(logic.openDetail(context)),
             onOpenFullPlayer: () async {
@@ -502,9 +512,11 @@ class _PlayerPageState extends State<PlayerPage>
               drama: drama,
               episode: episode,
               controller: ready ? videoPort!.controller : null,
-              liked: interactions.isLiked(drama.id),
-              likeCount: interactions.likeCount(drama.id) ?? drama.likeCount,
-              commentCount: _commentCounts[drama.id] ?? drama.commentCount,
+              liked: interactions.isEpisodeLiked(episode.id),
+              likeCount:
+                  interactions.episodeLikeCount(episode.id) ??
+                  episode.likeCount,
+              commentCount: _commentCounts[episode.id] ?? episode.commentCount,
               favoriteCount: drama.favoriteCount == null
                   ? null
                   : drama.favoriteCount! + (_favoriteDelta[drama.id] ?? 0),
@@ -525,9 +537,10 @@ class _PlayerPageState extends State<PlayerPage>
               onDetail: () => unawaited(logic.openDetail(context)),
               onSpeed: () => unawaited(_openSpeedSheet(context)),
               onEpisodes: () => logic.showEpisodes(context),
-              onComments: () => unawaited(_openComments(context, drama)),
+              onComments: () =>
+                  unawaited(_openComments(context, drama, episode)),
               onLike: () =>
-                  unawaited(_toggleLike(context, interactions, drama)),
+                  unawaited(_toggleLike(context, interactions, episode)),
               onSave: () => unawaited(_toggleSave(context, drama)),
               onShare: () => logic.shareDrama(context, drama),
               onMore: () => _openMore(context, episode),
diff --git a/lib/pages/player/player_view_actions.dart b/lib/pages/player/player_view_actions.dart
index 3f9fd81..ead3fe0 100644
--- a/lib/pages/player/player_view_actions.dart
+++ b/lib/pages/player/player_view_actions.dart
@@ -81,11 +81,11 @@ extension _PlayerViewActions on _PlayerPageState {
   Future<void> _toggleLike(
     BuildContext context,
     InteractionController interactions,
-    Drama drama,
+    Episode episode,
   ) async {
     if (!await ensureSignedIn(context) || !context.mounted) return;
     unawaited(context.read<Haptics>().lightImpact());
-    final result = await interactions.toggleDramaLike(drama.id);
+    final result = await interactions.toggleEpisodeLike(episode.id);
     if (result.isSuccess || !context.mounted) return;
     ScaffoldMessenger.of(context).showSnackBar(
       SnackBar(
diff --git a/lib/pages/player/widgets/drama_comments_sheet.dart b/lib/pages/player/widgets/drama_comments_sheet.dart
index 0cdf480..794a7fe 100644
--- a/lib/pages/player/widgets/drama_comments_sheet.dart
+++ b/lib/pages/player/widgets/drama_comments_sheet.dart
@@ -31,9 +31,10 @@ const double _composerTopGap = 8;
 
 /// 服务端评论底部弹窗：匿名列表、游标翻页、回复与登录发布。
 class DramaCommentsSheet extends StatefulWidget {
-  const DramaCommentsSheet({super.key, required this.drama});
+  const DramaCommentsSheet({super.key, required this.drama, this.episodeId});
 
   final Drama drama;
+  final String? episodeId;
 
   @override
   State<DramaCommentsSheet> createState() => _DramaCommentsSheetState();
@@ -56,6 +57,7 @@ class _DramaCommentsSheetState extends State<DramaCommentsSheet> {
       comments: _comments,
       interactions: context.read<InteractionRepository>(),
       dramaId: widget.drama.id,
+      episodeId: widget.episodeId,
     );
     unawaited(_controller.load());
     unawaited(_refreshCount());
@@ -77,7 +79,10 @@ class _DramaCommentsSheetState extends State<DramaCommentsSheet> {
   Future<void> _refreshCount() async {
     final request = ++_countRequest;
     try {
-      final count = await _comments.count(widget.drama.id);
+      final count = await _comments.count(
+        widget.drama.id,
+        episodeId: widget.episodeId,
+      );
       if (!mounted || request != _countRequest) return;
       setState(() => _serverCount = count);
     } catch (_) {
@@ -464,8 +469,9 @@ class _CommentThread extends StatelessWidget {
                   Text(
                     expanded
                         ? AppLocalizations.of(context)!.hideReplies
-                        : AppLocalizations.of(context)!
-                              .viewReplies(comment.replyCount),
+                        : AppLocalizations.of(
+                            context,
+                          )!.viewReplies(comment.replyCount),
                     style: const TextStyle(
                       color: AppColors.muted,
                       fontSize: 12,
diff --git a/test/catalog/drama_model_test.dart b/test/catalog/drama_model_test.dart
index bb99b81..ef2ea7f 100644
--- a/test/catalog/drama_model_test.dart
+++ b/test/catalog/drama_model_test.dart
@@ -20,12 +20,16 @@ void main() {
         'title': '第 1 集',
         'isFree': true,
         'playUrl': '/files/episode/9.mp4',
+        'likeCount': '18',
+        'commentCount': 4,
       },
     });
 
     expect(drama.detailLoaded, isFalse);
     expect(drama.episodes, hasLength(1));
     expect(drama.episodes.single.videoUrl, '/files/episode/9.mp4');
+    expect(drama.episodes.single.likeCount, 18);
+    expect(drama.episodes.single.commentCount, 4);
     expect(drama.episodeCount, 77);
     expect(drama.isHot, isTrue);
     expect(drama.language, 'zh-CN');
@@ -50,7 +54,14 @@ void main() {
       'cover': '/files/cover.jpg',
       'totalEpisodes': 77,
       'episodes': [
-        {'id': 9, 'number': 1, 'title': '第 1 集', 'isFree': true},
+        {
+          'id': 9,
+          'number': 1,
+          'title': '第 1 集',
+          'isFree': true,
+          'likeCount': '21',
+          'commentCount': '6',
+        },
         {'id': 10, 'number': 2, 'title': '第 2 集', 'isFree': false},
       ],
     });
@@ -58,5 +69,7 @@ void main() {
     expect(drama.detailLoaded, isTrue);
     expect(drama.episodeCount, 77);
     expect(drama.episodes.first.id, '9');
+    expect(drama.episodes.first.likeCount, 21);
+    expect(drama.episodes.first.commentCount, 6);
   });
 }
diff --git a/test/comment/comment_api_test.dart b/test/comment/comment_api_test.dart
index 6c25dbb..190f027 100644
--- a/test/comment/comment_api_test.dart
+++ b/test/comment/comment_api_test.dart
@@ -55,12 +55,18 @@ void main() {
       ApiClient(baseUrl: 'http://127.0.0.1:8081', adapter: adapter),
     );
 
-    final page = await api.page(dramaId: '5', cursor: '99', size: 20);
+    final page = await api.page(
+      dramaId: '5',
+      episodeId: '7',
+      cursor: '99',
+      size: 20,
+    );
 
     expect(adapter.requests.single.method, 'GET');
     expect(adapter.requests.single.uri.path, '/app/comments');
     expect(adapter.requests.single.queryParameters, {
       'dramaId': '5',
+      'episodeId': '7',
       'cursor': '99',
       'size': '20',
     });
@@ -93,6 +99,7 @@ void main() {
 
     final reply = await api.publish(
       dramaId: '5',
+      episodeId: '7',
       content: 'great badword',
       parentId: '2111012753262120962',
     );
@@ -101,6 +108,7 @@ void main() {
     expect(adapter.requests.single.uri.path, '/app/comments');
     expect(adapter.requests.single.data, {
       'dramaId': '5',
+      'episodeId': '7',
       'content': 'great badword',
       'parentId': '2111012753262120962',
     });
@@ -135,12 +143,15 @@ void main() {
       ApiClient(baseUrl: 'http://127.0.0.1:8081', adapter: adapter),
     );
 
-    final count = await api.count('5');
+    final count = await api.count('5', episodeId: '7');
 
     expect(count, 17);
     expect(adapter.requests.single.method, 'GET');
     expect(adapter.requests.single.uri.path, '/app/comments/count');
-    expect(adapter.requests.single.queryParameters, {'dramaId': '5'});
+    expect(adapter.requests.single.queryParameters, {
+      'dramaId': '5',
+      'episodeId': '7',
+    });
   });
 
   test('should_parse_string_comment_count', () async {
diff --git a/test/comment/comment_controller_test.dart b/test/comment/comment_controller_test.dart
index 30b0868..35224db 100644
--- a/test/comment/comment_controller_test.dart
+++ b/test/comment/comment_controller_test.dart
@@ -12,10 +12,12 @@ void main() {
   CommentController controller(
     FakeCommentRepository comments, {
     FakeInteractionRepository? interactions,
+    String? episodeId,
   }) => CommentController(
     comments: comments,
     interactions: interactions ?? FakeInteractionRepository(),
     dramaId: '5',
+    episodeId: episodeId,
   );
 
   test('should_append_next_page_with_cursor_when_has_more_is_true', () async {
@@ -63,6 +65,42 @@ void main() {
     model.dispose();
   });
 
+  test('should_pass_episode_id_to_every_page_and_publish_request', () async {
+    final root = commentFixture(id: '10', replyCount: 1);
+    final repository = FakeCommentRepository(
+      pages: [
+        CommentPage(
+          comments: [root],
+          nextCursor: '10',
+          hasMore: true,
+        ),
+        CommentPage(comments: [commentFixture(id: '9')]),
+        CommentPage(
+          comments: [commentFixture(id: '11', rootId: '10')],
+          nextCursor: '11',
+          hasMore: true,
+        ),
+        CommentPage(comments: [commentFixture(id: '12', rootId: '10')]),
+      ],
+      publishResult: commentFixture(id: '13', mine: true),
+    );
+    final model = controller(repository, episodeId: 'episode-7');
+
+    await model.load();
+    await model.loadMore();
+    await model.loadReplies('10');
+    await model.loadMoreReplies('10');
+    await model.publish('Nice episode');
+
+    expect(
+      repository.pageCalls.map((call) => call.episodeId),
+      everyElement('episode-7'),
+    );
+    expect(repository.pageCalls, hasLength(4));
+    expect(repository.publishCalls.single.episodeId, 'episode-7');
+    model.dispose();
+  });
+
   test('should_use_server_content_and_pending_status_when_review_is_returned', () async {
     final repository = FakeCommentRepository(
       publishResult: commentFixture(
diff --git a/test/comment/drama_comments_sheet_test.dart b/test/comment/drama_comments_sheet_test.dart
index b65cb5d..b99cb7d 100644
--- a/test/comment/drama_comments_sheet_test.dart
+++ b/test/comment/drama_comments_sheet_test.dart
@@ -239,6 +239,36 @@ void main() {
     expect(repository.countCalls, ['5']);
   });
 
+  testWidgets('should_scope_list_count_and_publish_to_episode', (tester) async {
+    final repository = FakeCommentRepository(
+      pages: [const CommentPage()],
+      countResult: 3,
+      publishResult: commentFixture(
+        id: '11',
+        content: 'Episode comment',
+        mine: true,
+      ),
+    );
+
+    await _pumpSheet(tester, repository: repository, episodeId: 'episode-7');
+
+    expect(repository.pageCalls.single.episodeId, 'episode-7');
+    expect(repository.countEpisodeCalls, ['episode-7']);
+
+    await tester.tap(find.byKey(const Key('comment-input-placeholder')));
+    await tester.pumpAndSettle();
+    await tester.enterText(
+      find.byKey(const Key('comment-composer-input')),
+      'Episode comment',
+    );
+    await tester.pump();
+    await tester.tap(find.byKey(const Key('comment-composer-post')));
+    await tester.pumpAndSettle();
+
+    expect(repository.publishCalls.single.episodeId, 'episode-7');
+    expect(repository.countEpisodeCalls, ['episode-7', 'episode-7']);
+  });
+
   testWidgets('should_fall_back_to_exact_count_when_server_total_fails', (
     tester,
   ) async {
@@ -964,6 +994,7 @@ Future<AuthController> _pumpSheet(
   required FakeCommentRepository repository,
   FakeHaptics? haptics,
   Locale locale = const Locale('en'),
+  String? episodeId,
 }) async {
   final auth = await _auth();
   await tester.pumpWidget(
@@ -983,12 +1014,12 @@ Future<AuthController> _pumpSheet(
         initialRoute: '/comments',
         routes: {
           '/': (_) => const Scaffold(backgroundColor: AppColors.ink),
-          '/comments': (_) => const Scaffold(
+          '/comments': (_) => Scaffold(
             backgroundColor: AppColors.ink,
             resizeToAvoidBottomInset: false,
             body: Align(
               alignment: Alignment.bottomCenter,
-              child: DramaCommentsSheet(drama: _drama),
+              child: DramaCommentsSheet(drama: _drama, episodeId: episodeId),
             ),
           ),
         },
diff --git a/test/drama_detail/drama_detail_first_frame_test.dart b/test/drama_detail/drama_detail_first_frame_test.dart
index 8ab2f78..91b769e 100644
--- a/test/drama_detail/drama_detail_first_frame_test.dart
+++ b/test/drama_detail/drama_detail_first_frame_test.dart
@@ -158,6 +158,8 @@ Drama _detailDrama(Drama card) => Drama(
         isFree: number == 1,
         videoUrl: number == 1 ? '/files/${card.id}-1.mp4' : '',
         locked: number > 1,
+        likeCount: card.likeCount,
+        commentCount: card.commentCount,
       ),
   ],
 );
diff --git a/test/drama_detail/drama_detail_view_test.dart b/test/drama_detail/drama_detail_view_test.dart
index 490e7bd..0123304 100644
--- a/test/drama_detail/drama_detail_view_test.dart
+++ b/test/drama_detail/drama_detail_view_test.dart
@@ -463,6 +463,8 @@ Drama _detailDrama({
           durationSec: 135,
           locked: number > 1,
           videoUrl: number == 1 ? '/files/detail-k38-1.mp4' : '',
+          likeCount: withCounts ? 12400 : null,
+          commentCount: withCounts ? 96 : null,
         ),
     ],
   );
diff --git a/test/interaction/interaction_controller_test.dart b/test/interaction/interaction_controller_test.dart
index e79b8cc..121deab 100644
--- a/test/interaction/interaction_controller_test.dart
+++ b/test/interaction/interaction_controller_test.dart
@@ -62,6 +62,56 @@ void main() {
     controller.dispose();
   });
 
+  test('should_toggle_episode_like_with_plus_one_and_minus_one', () async {
+    final repository = FakeInteractionRepository(
+      nextLikeResult: const LikeToggleResult(liked: true, count: 8),
+    );
+    final controller = InteractionController(repository);
+
+    await controller.toggleEpisodeLike('episode-5');
+
+    expect(repository.likeTargets, ['EPISODE:episode-5']);
+    expect(controller.isEpisodeLiked('episode-5'), isTrue);
+    expect(controller.episodeLikeCount('episode-5'), 8);
+    expect(controller.isLiked('episode-5'), isFalse);
+
+    repository.nextLikeResult = const LikeToggleResult(liked: false, count: 7);
+    await controller.toggleEpisodeLike('episode-5');
+
+    expect(controller.isEpisodeLiked('episode-5'), isFalse);
+    expect(controller.episodeLikeCount('episode-5'), 7);
+    controller.dispose();
+  });
+
+  test('should_isolate_episode_like_cache_by_episode_and_drama', () async {
+    final repository = FakeInteractionRepository(
+      nextLikeResult: const LikeToggleResult(liked: true, count: 8),
+    );
+    final controller = InteractionController(repository);
+
+    await controller.toggleEpisodeLike('episode-1');
+    repository.nextLikeResult = const LikeToggleResult(liked: true, count: 3);
+    await controller.toggleEpisodeLike('episode-2');
+    repository.nextLikeResult = const LikeToggleResult(liked: false, count: 7);
+    await controller.toggleEpisodeLike('episode-1');
+    repository.nextLikeResult = const LikeToggleResult(liked: true, count: 12);
+    await controller.toggleDramaLike('episode-1');
+
+    expect(controller.isEpisodeLiked('episode-1'), isFalse);
+    expect(controller.episodeLikeCount('episode-1'), 7);
+    expect(controller.isEpisodeLiked('episode-2'), isTrue);
+    expect(controller.episodeLikeCount('episode-2'), 3);
+    expect(controller.isLiked('episode-1'), isTrue);
+    expect(controller.likeCount('episode-1'), 12);
+    expect(repository.likeTargets, [
+      'EPISODE:episode-1',
+      'EPISODE:episode-2',
+      'EPISODE:episode-1',
+      'DRAMA:episode-1',
+    ]);
+    controller.dispose();
+  });
+
   test('should_clear_account_scoped_drama_likes_when_session_changes', () async {
     final repository = FakeInteractionRepository(
       nextLikeResult: const LikeToggleResult(liked: true, count: 1),
diff --git a/test/playback/play_ticket_quality_test.dart b/test/playback/play_ticket_quality_test.dart
index 809a7b5..14e0267 100644
--- a/test/playback/play_ticket_quality_test.dart
+++ b/test/playback/play_ticket_quality_test.dart
@@ -11,9 +11,13 @@ void main() {
       'accessType': 'FREE',
       'playUrl': '/files/episode/12.m3u8?e=1&s=abc',
       'qualities': ['AUTO', '720P', '1080P'],
+      'likeCount': '17',
+      'commentCount': 5,
     });
 
     expect(ticket.qualities, ['AUTO', '720P', '1080P']);
+    expect(ticket.likeCount, 17);
+    expect(ticket.commentCount, 5);
   });
 
   test('should_default_to_empty_qualities_when_field_is_missing', () {
diff --git a/test/player/player_fullscreen_test.dart b/test/player/player_fullscreen_test.dart
index 9c36348..8b763c8 100644
--- a/test/player/player_fullscreen_test.dart
+++ b/test/player/player_fullscreen_test.dart
@@ -637,12 +637,10 @@ void main() {
           'auth.refreshToken': 'test-refresh',
           'auth.user': '{"uid":"9","nickname":"Me","avatarUrl":""}',
         });
-    await _pumpApp(
-      tester,
-      interactions: FakeInteractionRepository(
-        nextLikeResult: const LikeToggleResult(liked: true, count: 23000),
-      ),
+    final interactions = FakeInteractionRepository(
+      nextLikeResult: const LikeToggleResult(liked: true, count: 23000),
     );
+    await _pumpApp(tester, interactions: interactions);
     await _openSeriesPlayer(tester);
 
     String railLabel(Key key) => tester
@@ -659,6 +657,7 @@ void main() {
     await tester.tap(find.byKey(const Key('player-rail-like')));
     await tester.pumpAndSettle();
     expect(railLabel(const Key('player-rail-like')), '2.3万');
+    expect(interactions.likeTargets, contains('EPISODE:city-lights-demo-1'));
 
     await tester.tap(find.byKey(const Key('player-rail-save')));
     await tester.pumpAndSettle();
diff --git a/test/support/fake_catalog.dart b/test/support/fake_catalog.dart
index 8b5598c..075febe 100644
--- a/test/support/fake_catalog.dart
+++ b/test/support/fake_catalog.dart
@@ -95,6 +95,8 @@ Drama _drama(
         title: 'Episode ${index + 1}',
         isFree: true,
         videoUrl: 'https://example.test/$format-$index.mp4',
+        likeCount: likeCount,
+        commentCount: commentCount,
       ),
   ],
 );
diff --git a/test/support/fake_interaction_repositories.dart b/test/support/fake_interaction_repositories.dart
index 071a33b..6ded61e 100644
--- a/test/support/fake_interaction_repositories.dart
+++ b/test/support/fake_interaction_repositories.dart
@@ -10,12 +10,14 @@ import 'package:fruitshorts/core/data/repositories/interaction_repository.dart';
 class CommentPageCall {
   const CommentPageCall({
     required this.dramaId,
+    required this.episodeId,
     required this.rootId,
     required this.cursor,
     required this.size,
   });
 
   final String dramaId;
+  final String? episodeId;
   final String? rootId;
   final String? cursor;
   final int size;
@@ -57,11 +59,13 @@ class FakeCommentRepository implements CommentRepository {
   final List<PublishCall> publishCalls = [];
   final List<String> deleteCalls = [];
   final List<String> countCalls = [];
+  final List<String> countEpisodeCalls = [];
   int _pageIndex = 0;
 
   @override
   Future<CommentPage> page({
     required String dramaId,
+    String? episodeId,
     String? rootId,
     String? cursor,
     int size = commentPageSize,
@@ -69,6 +73,7 @@ class FakeCommentRepository implements CommentRepository {
     pageCalls.add(
       CommentPageCall(
         dramaId: dramaId,
+        episodeId: episodeId,
         rootId: rootId,
         cursor: cursor,
         size: size,
@@ -81,8 +86,11 @@ class FakeCommentRepository implements CommentRepository {
   }
 
   @override
-  Future<int> count(String dramaId) async {
+  Future<int> count(String dramaId, {String? episodeId}) async {
     countCalls.add(dramaId);
+    if (episodeId != null && episodeId.isNotEmpty) {
+      countEpisodeCalls.add(episodeId);
+    }
     final error = countError;
     if (error != null) throw error;
     final result = countResult;
diff --git a/test/widget_test.dart b/test/widget_test.dart
index 6ee71f8..43556a7 100644
--- a/test/widget_test.dart
+++ b/test/widget_test.dart
@@ -263,7 +263,7 @@ void main() {
 
     await tester.tap(find.byKey(const Key('player-rail-like')));
     await tester.pumpAndSettle();
-    expect(interactions.likeTargets, contains('DRAMA:city-lights-demo'));
+    expect(interactions.likeTargets, contains('EPISODE:city-lights-demo-1'));
 
     await tester.tap(find.byKey(const Key('player-rail-save')));
     await tester.pumpAndSettle();