diff --git a/lib/l10n/arb/app_id.arb b/lib/l10n/arb/app_id.arb
index de9d90d..bab66bf 100644
--- a/lib/l10n/arb/app_id.arb
+++ b/lib/l10n/arb/app_id.arb
@@ -2755,6 +2755,47 @@
   "@trackReEnrichFfmpegFailed": {
     "description": "Snackbar when FFmpeg embed fails for MP3/Opus"
   },
+  "queueFlacAction": "Antrekan FLAC",
+  "@queueFlacAction": {
+    "description": "Action/button label for queueing FLAC redownloads for local tracks"
+  },
+  "queueFlacConfirmMessage": "Cari kecocokan online untuk track yang dipilih lalu antrekan download FLAC.\n\nFile yang sudah ada tidak akan diubah atau dihapus.\n\nHanya kecocokan dengan keyakinan tinggi yang akan diantrikan otomatis.\n\n{count} dipilih",
+  "@queueFlacConfirmMessage": {
+    "description": "Confirmation dialog body before queueing FLAC redownloads for local tracks",
+    "placeholders": {
+      "count": {
+        "type": "int"
+      }
+    }
+  },
+  "queueFlacFindingProgress": "Mencari kecocokan FLAC... ({current}/{total})",
+  "@queueFlacFindingProgress": {
+    "description": "Snackbar while resolving remote matches for local FLAC redownloads",
+    "placeholders": {
+      "current": {
+        "type": "int"
+      },
+      "total": {
+        "type": "int"
+      }
+    }
+  },
+  "queueFlacNoReliableMatches": "Tidak ada kecocokan online yang cukup meyakinkan untuk pilihan ini",
+  "@queueFlacNoReliableMatches": {
+    "description": "Snackbar when no safe FLAC redownload matches were found"
+  },
+  "queueFlacQueuedWithSkipped": "Menambahkan {addedCount} track ke antrean, melewati {skippedCount}",
+  "@queueFlacQueuedWithSkipped": {
+    "description": "Snackbar when some selected local tracks were queued for FLAC redownload and some were skipped",
+    "placeholders": {
+      "addedCount": {
+        "type": "int"
+      },
+      "skippedCount": {
+        "type": "int"
+      }
+    }
+  },
   "trackSaveFailed": "Failed: {error}",
   "@trackSaveFailed": {
     "description": "Snackbar when save operation fails",
@@ -3114,4 +3155,4 @@
   "@downloadUseAlbumArtistForFoldersTrackSubtitle": {
     "description": "Subtitle when Track Artist is used for folder naming"
   }
-}
\ No newline at end of file
+}
diff --git a/lib/screens/local_album_screen.dart b/lib/screens/local_album_screen.dart
index e5584b3..122a4ba 100644
--- a/lib/screens/local_album_screen.dart
+++ b/lib/screens/local_album_screen.dart
@@ -4,11 +4,15 @@ import 'package:flutter/services.dart';
 import 'package:flutter_riverpod/flutter_riverpod.dart';
 import 'package:path_provider/path_provider.dart';
 import 'package:spotiflac_android/l10n/l10n.dart';
+import 'package:spotiflac_android/models/track.dart';
+import 'package:spotiflac_android/providers/download_queue_provider.dart';
+import 'package:spotiflac_android/providers/extension_provider.dart';
 import 'package:spotiflac_android/providers/settings_provider.dart';
 import 'package:spotiflac_android/utils/file_access.dart';
 import 'package:spotiflac_android/utils/lyrics_metadata_helper.dart';
 import 'package:spotiflac_android/services/library_database.dart';
 import 'package:spotiflac_android/services/ffmpeg_service.dart';
+import 'package:spotiflac_android/services/local_track_redownload_service.dart';
 import 'package:spotiflac_android/services/platform_bridge.dart';
 import 'package:spotiflac_android/providers/local_library_provider.dart';
 import 'package:spotiflac_android/providers/playback_provider.dart';
@@ -41,11 +45,10 @@ class _LocalAlbumScreenState extends ConsumerState<LocalAlbumScreen> {
 
   void _showCueVirtualTrackSnackBar() {
     ScaffoldMessenger.of(context).showSnackBar(
-      const SnackBar(
-        content: Text(cueVirtualTrackRequiresSplitMessage),
-      ),
+      const SnackBar(content: Text(cueVirtualTrackRequiresSplitMessage)),
     );
   }
+
   late List<int> _sortedDiscNumbersCache;
   late bool _hasMultipleDiscsCache;
   String? _commonQualityCache;
@@ -897,6 +900,127 @@ class _LocalAlbumScreenState extends ConsumerState<LocalAlbumScreen> {
     return false;
   }
 
+  Future<void> _queueSelectedAsFlac(List<LocalLibraryItem> allTracks) async {
+    final tracksById = {for (final t in allTracks) t.id: t};
+    final selected = <LocalLibraryItem>[];
+
+    for (final id in _selectedIds) {
+      final item = tracksById[id];
+      if (item != null) {
+        selected.add(item);
+      }
+    }
+
+    if (selected.isEmpty) {
+      return;
+    }
+
+    final confirmed = await showDialog<bool>(
+      context: context,
+      builder: (ctx) => AlertDialog(
+        title: Text(context.l10n.queueFlacAction),
+        content: Text(context.l10n.queueFlacConfirmMessage(selected.length)),
+        actions: [
+          TextButton(
+            onPressed: () => Navigator.pop(ctx, false),
+            child: Text(context.l10n.dialogCancel),
+          ),
+          FilledButton(
+            onPressed: () => Navigator.pop(ctx, true),
+            child: Text(context.l10n.queueFlacAction),
+          ),
+        ],
+      ),
+    );
+
+    if (confirmed != true || !mounted) {
+      return;
+    }
+
+    final settings = ref.read(settingsProvider);
+    final extensionState = ref.read(extensionProvider);
+    final includeExtensions =
+        settings.useExtensionProviders &&
+        extensionState.extensions.any(
+          (ext) => ext.enabled && ext.hasMetadataProvider,
+        );
+    final targetService = LocalTrackRedownloadService.preferredFlacService(
+      settings,
+    );
+    final targetQuality =
+        LocalTrackRedownloadService.preferredFlacQualityForService(
+          targetService,
+        );
+
+    final matchedTracks = <Track>[];
+    var skippedCount = 0;
+    final total = selected.length;
+
+    for (var i = 0; i < total; i++) {
+      if (!mounted) break;
+
+      ScaffoldMessenger.of(context).clearSnackBars();
+      ScaffoldMessenger.of(context).showSnackBar(
+        SnackBar(
+          content: Text(
+            context.l10n.queueFlacFindingProgress(i + 1, total),
+          ),
+          duration: const Duration(seconds: 30),
+        ),
+      );
+
+      try {
+        final resolution = await LocalTrackRedownloadService.resolveBestMatch(
+          selected[i],
+          includeExtensions: includeExtensions,
+        );
+        if (resolution.canQueue && resolution.match != null) {
+          matchedTracks.add(resolution.match!);
+        } else {
+          skippedCount++;
+        }
+      } catch (_) {
+        skippedCount++;
+      }
+    }
+
+    if (!mounted) {
+      return;
+    }
+
+    ScaffoldMessenger.of(context).clearSnackBars();
+
+    if (matchedTracks.isEmpty) {
+      ScaffoldMessenger.of(context).showSnackBar(
+        SnackBar(content: Text(context.l10n.queueFlacNoReliableMatches)),
+      );
+      return;
+    }
+
+    ref
+        .read(downloadQueueProvider.notifier)
+        .addMultipleToQueue(
+          matchedTracks,
+          targetService,
+          qualityOverride: targetQuality,
+        );
+
+    final summary = skippedCount == 0
+        ? context.l10n.snackbarAddedTracksToQueue(matchedTracks.length)
+        : context.l10n.queueFlacQueuedWithSkipped(
+            matchedTracks.length,
+            skippedCount,
+          );
+
+    ScaffoldMessenger.of(
+      context,
+    ).showSnackBar(SnackBar(content: Text(summary)));
+    setState(() {
+      _selectedIds.clear();
+      _isSelectionMode = false;
+    });
+  }
+
   Future<void> _reEnrichSelected(List<LocalLibraryItem> allTracks) async {
     final tracksById = {for (final t in allTracks) t.id: t};
     final selected = <LocalLibraryItem>[];
@@ -1525,6 +1649,17 @@ class _LocalAlbumScreenState extends ConsumerState<LocalAlbumScreen> {
 
               Row(
                 children: [
+                  Expanded(
+                    child: _LocalAlbumSelectionActionButton(
+                      icon: Icons.download_for_offline_outlined,
+                      label: '${context.l10n.queueFlacAction} ($selectedCount)',
+                      onPressed: selectedCount > 0
+                          ? () => _queueSelectedAsFlac(tracks)
+                          : null,
+                      colorScheme: colorScheme,
+                    ),
+                  ),
+                  const SizedBox(width: 8),
                   Expanded(
                     child: _LocalAlbumSelectionActionButton(
                       icon: Icons.auto_fix_high_outlined,
diff --git a/lib/screens/queue_tab.dart b/lib/screens/queue_tab.dart
index 5b14ff2..52ca330 100644
--- a/lib/screens/queue_tab.dart
+++ b/lib/screens/queue_tab.dart
@@ -17,11 +17,13 @@ import 'package:spotiflac_android/utils/lyrics_metadata_helper.dart';
 import 'package:spotiflac_android/models/download_item.dart';
 import 'package:spotiflac_android/models/track.dart';
 import 'package:spotiflac_android/providers/download_queue_provider.dart';
+import 'package:spotiflac_android/providers/extension_provider.dart';
 import 'package:spotiflac_android/providers/library_collections_provider.dart';
 import 'package:spotiflac_android/providers/settings_provider.dart';
 import 'package:spotiflac_android/providers/local_library_provider.dart';
 import 'package:spotiflac_android/providers/playback_provider.dart';
 import 'package:spotiflac_android/services/library_database.dart';
+import 'package:spotiflac_android/services/local_track_redownload_service.dart';
 import 'package:spotiflac_android/services/history_database.dart';
 import 'package:spotiflac_android/services/downloaded_embedded_cover_resolver.dart';
 import 'package:spotiflac_android/screens/track_metadata_screen.dart';
@@ -1321,8 +1323,10 @@ class _QueueTabState extends ConsumerState<QueueTab> {
         .where((p) => _selectedPlaylistIds.contains(p.id))
         .toList();
 
-    final totalTracks =
-        selectedPlaylists.fold<int>(0, (sum, p) => sum + p.tracks.length);
+    final totalTracks = selectedPlaylists.fold<int>(
+      0,
+      (sum, p) => sum + p.tracks.length,
+    );
 
     if (totalTracks == 0) {
       ScaffoldMessenger.of(context).showSnackBar(
@@ -1336,7 +1340,10 @@ class _QueueTabState extends ConsumerState<QueueTab> {
       builder: (ctx) => AlertDialog(
         title: Text(ctx.l10n.dialogDownloadAllTitle),
         content: Text(
-          ctx.l10n.dialogDownloadPlaylistsMessage(totalTracks, selectedPlaylists.length),
+          ctx.l10n.dialogDownloadPlaylistsMessage(
+            totalTracks,
+            selectedPlaylists.length,
+          ),
         ),
         actions: [
           TextButton(
@@ -1392,9 +1399,7 @@ class _QueueTabState extends ConsumerState<QueueTab> {
       _exitPlaylistSelectionMode();
       ScaffoldMessenger.of(context).showSnackBar(
         SnackBar(
-          content: Text(
-            context.l10n.snackbarAddedTracksToQueue(totalTracks),
-          ),
+          content: Text(context.l10n.snackbarAddedTracksToQueue(totalTracks)),
         ),
       );
     }
@@ -1547,7 +1552,9 @@ class _QueueTabState extends ConsumerState<QueueTab> {
                   icon: const Icon(Icons.download_rounded),
                   label: Text(
                     selectedCount > 0
-                        ? context.l10n.bulkDownloadPlaylistsButton(selectedCount)
+                        ? context.l10n.bulkDownloadPlaylistsButton(
+                            selectedCount,
+                          )
                         : context.l10n.bulkDownloadSelectPlaylists,
                   ),
                   style: FilledButton.styleFrom(
@@ -4477,6 +4484,127 @@ class _QueueTabState extends ConsumerState<QueueTab> {
     return false;
   }
 
+  Future<void> _queueSelectedLocalAsFlac(
+    List<UnifiedLibraryItem> allItems,
+  ) async {
+    final selectedItems = _selectedItemsFromAll(allItems);
+    final selectedLocalItems = selectedItems
+        .map((item) => item.localItem)
+        .whereType<LocalLibraryItem>()
+        .toList(growable: false);
+
+    if (selectedLocalItems.isEmpty) {
+      return;
+    }
+
+    final confirmed = await showDialog<bool>(
+      context: context,
+      builder: (ctx) => AlertDialog(
+        title: Text(context.l10n.queueFlacAction),
+        content: Text(
+          context.l10n.queueFlacConfirmMessage(selectedLocalItems.length),
+        ),
+        actions: [
+          TextButton(
+            onPressed: () => Navigator.pop(ctx, false),
+            child: Text(context.l10n.dialogCancel),
+          ),
+          FilledButton(
+            onPressed: () => Navigator.pop(ctx, true),
+            child: Text(context.l10n.queueFlacAction),
+          ),
+        ],
+      ),
+    );
+
+    if (confirmed != true || !mounted) {
+      return;
+    }
+
+    final settings = ref.read(settingsProvider);
+    final extensionState = ref.read(extensionProvider);
+    final includeExtensions =
+        settings.useExtensionProviders &&
+        extensionState.extensions.any(
+          (ext) => ext.enabled && ext.hasMetadataProvider,
+        );
+    final targetService = LocalTrackRedownloadService.preferredFlacService(
+      settings,
+    );
+    final targetQuality =
+        LocalTrackRedownloadService.preferredFlacQualityForService(
+          targetService,
+        );
+
+    final matchedTracks = <Track>[];
+    var skippedCount = 0;
+    final total = selectedLocalItems.length;
+
+    for (var i = 0; i < total; i++) {
+      if (!mounted) break;
+
+      ScaffoldMessenger.of(context).clearSnackBars();
+      ScaffoldMessenger.of(context).showSnackBar(
+        SnackBar(
+          content: Text(
+            context.l10n.queueFlacFindingProgress(i + 1, total),
+          ),
+          duration: const Duration(seconds: 30),
+        ),
+      );
+
+      try {
+        final resolution = await LocalTrackRedownloadService.resolveBestMatch(
+          selectedLocalItems[i],
+          includeExtensions: includeExtensions,
+        );
+        if (resolution.canQueue && resolution.match != null) {
+          matchedTracks.add(resolution.match!);
+        } else {
+          skippedCount++;
+        }
+      } catch (_) {
+        skippedCount++;
+      }
+    }
+
+    if (!mounted) {
+      return;
+    }
+
+    ScaffoldMessenger.of(context).clearSnackBars();
+
+    if (matchedTracks.isEmpty) {
+      ScaffoldMessenger.of(context).showSnackBar(
+        SnackBar(content: Text(context.l10n.queueFlacNoReliableMatches)),
+      );
+      return;
+    }
+
+    ref
+        .read(downloadQueueProvider.notifier)
+        .addMultipleToQueue(
+          matchedTracks,
+          targetService,
+          qualityOverride: targetQuality,
+        );
+
+    final summary = skippedCount == 0
+        ? context.l10n.snackbarAddedTracksToQueue(matchedTracks.length)
+        : context.l10n.queueFlacQueuedWithSkipped(
+            matchedTracks.length,
+            skippedCount,
+          );
+
+    ScaffoldMessenger.of(
+      context,
+    ).showSnackBar(SnackBar(content: Text(summary)));
+    setState(() {
+      _selectedIds.clear();
+      _isSelectionMode = false;
+    });
+  }
+
   Future<void> _reEnrichSelectedLocalFromQueue(
     List<UnifiedLibraryItem> allItems,
   ) async {
@@ -5244,6 +5372,20 @@ class _QueueTabState extends ConsumerState<QueueTab> {
               // Action buttons row: Share/Re-enrich, Convert, Delete
               Row(
                 children: [
+                  if (localOnlySelection) ...[
+                    Expanded(
+                      child: _SelectionActionButton(
+                        icon: Icons.download_for_offline_outlined,
+                        label:
+                            '${context.l10n.queueFlacAction} ($selectedCount)',
+                        onPressed: selectedCount > 0
+                            ? () => _queueSelectedLocalAsFlac(unifiedItems)
+                            : null,
+                        colorScheme: colorScheme,
+                      ),
+                    ),
+                    const SizedBox(width: 8),
+                  ],
                   Expanded(
                     child: _SelectionActionButton(
                       icon: localOnlySelection
diff --git a/lib/services/local_track_redownload_service.dart b/lib/services/local_track_redownload_service.dart
new file mode 100644
index 0000000..4b8500c
--- /dev/null
+++ b/lib/services/local_track_redownload_service.dart
@@ -0,0 +1,338 @@
+import 'package:spotiflac_android/models/settings.dart';
+import 'package:spotiflac_android/models/track.dart';
+import 'package:spotiflac_android/services/library_database.dart';
+import 'package:spotiflac_android/services/platform_bridge.dart';
+
+class LocalTrackRedownloadResolution {
+  final LocalLibraryItem localItem;
+  final Track? match;
+  final int score;
+  final String reason;
+
+  const LocalTrackRedownloadResolution({
+    required this.localItem,
+    required this.match,
+    required this.score,
+    required this.reason,
+  });
+
+  bool get canQueue => match != null;
+}
+
+class LocalTrackRedownloadService {
+  static const int _minimumConfidenceScore = 85;
+  static const int _ambiguousScoreGap = 8;
+
+  static Future<LocalTrackRedownloadResolution> resolveBestMatch(
+    LocalLibraryItem item, {
+    required bool includeExtensions,
+  }) async {
+    final query = _buildSearchQuery(item);
+    final rawResults = await PlatformBridge.searchTracksWithMetadataProviders(
+      query,
+      limit: 10,
+      includeExtensions: includeExtensions,
+    );
+
+    if (rawResults.isEmpty) {
+      return LocalTrackRedownloadResolution(
+        localItem: item,
+        match: null,
+        score: 0,
+        reason: 'No candidates found',
+      );
+    }
+
+    final scored =
+        rawResults
+            .map(
+              (raw) => (
+                track: _parseSearchTrack(raw),
+                score: _scoreMatch(item, raw),
+              ),
+            )
+            .where((entry) => entry.track.name.trim().isNotEmpty)
+            .toList(growable: false)
+          ..sort((a, b) => b.score.compareTo(a.score));
+
+    if (scored.isEmpty) {
+      return LocalTrackRedownloadResolution(
+        localItem: item,
+        match: null,
+        score: 0,
+        reason: 'No usable candidates found',
+      );
+    }
+
+    final best = scored.first;
+    final runnerUp = scored.length > 1 ? scored[1] : null;
+    final exactIsrc =
+        _normalizedIsrc(item.isrc) != null &&
+        _normalizedIsrc(item.isrc) == _normalizedIsrc(best.track.isrc);
+    final isAmbiguous =
+        !exactIsrc &&
+        runnerUp != null &&
+        best.score < (_minimumConfidenceScore + 10) &&
+        (best.score - runnerUp.score) <= _ambiguousScoreGap;
+
+    if (!exactIsrc && (best.score < _minimumConfidenceScore || isAmbiguous)) {
+      return LocalTrackRedownloadResolution(
+        localItem: item,
+        match: null,
+        score: best.score,
+        reason: isAmbiguous ? 'Ambiguous match' : 'Low-confidence match',
+      );
+    }
+
+    return LocalTrackRedownloadResolution(
+      localItem: item,
+      match: best.track,
+      score: best.score,
+      reason: exactIsrc ? 'Exact ISRC match' : 'High-confidence metadata match',
+    );
+  }
+
+  static String preferredFlacService(AppSettings settings) {
+    switch (settings.defaultService.toLowerCase()) {
+      case 'tidal':
+      case 'qobuz':
+      case 'deezer':
+        return settings.defaultService.toLowerCase();
+      default:
+        return 'tidal';
+    }
+  }
+
+  static String preferredFlacQualityForService(String service) {
+    return service.toLowerCase() == 'deezer' ? 'FLAC' : 'LOSSLESS';
+  }
+
+  static String _buildSearchQuery(LocalLibraryItem item) {
+    final artist = _primaryArtist(item.artistName);
+    final album = item.albumName.trim();
+    if (album.isNotEmpty && album.toLowerCase() != 'unknown album') {
+      return '${item.trackName} $artist $album'.trim();
+    }
+    return '${item.trackName} $artist'.trim();
+  }
+
+  static Track _parseSearchTrack(Map<String, dynamic> data) {
+    final durationMs = _extractDurationMs(data);
+    final itemType = data['item_type']?.toString();
+
+    return Track(
+      id: (data['spotify_id'] ?? data['id'] ?? '').toString(),
+      name: (data['name'] ?? '').toString(),
+      artistName: (data['artists'] ?? data['artist'] ?? '').toString(),
+      albumName: (data['album_name'] ?? data['album'] ?? '').toString(),
+      albumArtist: data['album_artist']?.toString(),
+      artistId: (data['artist_id'] ?? data['artistId'])?.toString(),
+      albumId: data['album_id']?.toString(),
+      coverUrl: (data['cover_url'] ?? data['images'])?.toString(),
+      isrc: data['isrc']?.toString(),
+      duration: (durationMs / 1000).round(),
+      trackNumber: data['track_number'] as int?,
+      discNumber: data['disc_number'] as int?,
+      releaseDate: data['release_date']?.toString(),
+      totalTracks: data['total_tracks'] as int?,
+      source: data['source']?.toString() ?? data['provider_id']?.toString(),
+      albumType: data['album_type']?.toString(),
+      itemType: itemType,
+    );
+  }
+
+  static int _extractDurationMs(Map<String, dynamic> data) {
+    final durationMsRaw = data['duration_ms'];
+    if (durationMsRaw is num && durationMsRaw > 0) {
+      return durationMsRaw.toInt();
+    }
+    if (durationMsRaw is String) {
+      final parsed = num.tryParse(durationMsRaw.trim());
+      if (parsed != null && parsed > 0) {
+        return parsed.toInt();
+      }
+    }
+
+    final durationSecRaw = data['duration'];
+    if (durationSecRaw is num && durationSecRaw > 0) {
+      return (durationSecRaw * 1000).toInt();
+    }
+    if (durationSecRaw is String) {
+      final parsed = num.tryParse(durationSecRaw.trim());
+      if (parsed != null && parsed > 0) {
+        return (parsed * 1000).toInt();
+      }
+    }
+
+    return 0;
+  }
+
+  static int _scoreMatch(LocalLibraryItem item, Map<String, dynamic> raw) {
+    final track = _parseSearchTrack(raw);
+    var score = 0;
+
+    final localIsrc = _normalizedIsrc(item.isrc);
+    final candidateIsrc = _normalizedIsrc(track.isrc);
+    if (localIsrc != null && candidateIsrc != null) {
+      score += localIsrc == candidateIsrc ? 140 : -120;
+    }
+
+    final localTitle = _normalizedTitle(item.trackName);
+    final candidateTitle = _normalizedTitle(track.name);
+    if (localTitle == candidateTitle) {
+      score += 45;
+    } else if (_tokenOverlap(localTitle, candidateTitle) >= 0.75) {
+      score += 24;
+    } else {
+      score -= 25;
+    }
+
+    final localArtist = _normalizedArtistGroup(item.artistName);
+    final candidateArtist = _normalizedArtistGroup(track.artistName);
+    final artistOverlap = _tokenOverlap(localArtist, candidateArtist);
+    if (localArtist == candidateArtist) {
+      score += 30;
+    } else if (artistOverlap >= 0.6) {
+      score += 16;
+    } else {
+      score -= 20;
+    }
+
+    final localAlbum = _normalizedText(item.albumName);
+    final candidateAlbum = _normalizedText(track.albumName);
+    if (localAlbum.isNotEmpty && candidateAlbum.isNotEmpty) {
+      if (localAlbum == candidateAlbum) {
+        score += 12;
+      } else if (_tokenOverlap(localAlbum, candidateAlbum) >= 0.7) {
+        score += 6;
+      }
+    }
+
+    final localDuration = item.duration ?? 0;
+    final candidateDuration = track.duration;
+    if (localDuration > 0 && candidateDuration > 0) {
+      final diff = (localDuration - candidateDuration).abs();
+      if (diff <= 2) {
+        score += 20;
+      } else if (diff <= 5) {
+        score += 12;
+      } else if (diff <= 10) {
+        score += 5;
+      } else if (diff > 20) {
+        score -= 30;
+      }
+    }
+
+    if (item.trackNumber != null &&
+        track.trackNumber != null &&
+        item.trackNumber == track.trackNumber) {
+      score += 6;
+    }
+    if (item.discNumber != null &&
+        track.discNumber != null &&
+        item.discNumber == track.discNumber) {
+      score += 4;
+    }
+
+    final localYear = _extractYear(item.releaseDate);
+    final candidateYear = _extractYear(track.releaseDate);
+    if (localYear != null &&
+        candidateYear != null &&
+        localYear == candidateYear) {
+      score += 4;
+    }
+
+    score += _versionPenalty(item.trackName, track.name);
+    return score;
+  }
+
+  static String? _normalizedIsrc(String? value) {
+    final normalized = value?.trim().toUpperCase();
+    if (normalized == null || normalized.isEmpty) {
+      return null;
+    }
+    return normalized;
+  }
+
+  static String _normalizedTitle(String value) {
+    final cleaned = _normalizedText(value)
+        .replaceAll(RegExp(r'\b(feat|ft|featuring)\b.*$'), ' ')
+        .replaceAll(RegExp(r'\b(remaster(?:ed)?|deluxe|bonus)\b'), ' ')
+        .replaceAll(RegExp(r'\s+'), ' ')
+        .trim();
+    return cleaned;
+  }
+
+  static String _normalizedArtistGroup(String value) {
+    return _normalizedText(
+      value
+          .replaceAll(RegExp(r'\b(feat|ft|featuring|with|x)\b'), ',')
+          .replaceAll('&', ','),
+    );
+  }
+
+  static String _primaryArtist(String value) {
+    final parts = _normalizedArtistGroup(
+      value,
+    ).split(',').map((part) => part.trim()).where((part) => part.isNotEmpty);
+    return parts.isEmpty ? value.trim() : parts.first;
+  }
+
+  static String _normalizedText(String value) {
+    return value
+        .toLowerCase()
+        .replaceAll(RegExp(r'[\(\)\[\]\{\}]'), ' ')
+        .replaceAll(RegExp(r'[^a-z0-9, ]+'), ' ')
+        .replaceAll(RegExp(r'\s+'), ' ')
+        .trim();
+  }
+
+  static double _tokenOverlap(String left, String right) {
+    final leftTokens = left
+        .split(RegExp(r'[\s,]+'))
+        .where((token) => token.isNotEmpty)
+        .toSet();
+    final rightTokens = right
+        .split(RegExp(r'[\s,]+'))
+        .where((token) => token.isNotEmpty)
+        .toSet();
+    if (leftTokens.isEmpty || rightTokens.isEmpty) {
+      return 0;
+    }
+    final intersection = leftTokens.intersection(rightTokens).length;
+    final denominator = leftTokens.length > rightTokens.length
+        ? leftTokens.length
+        : rightTokens.length;
+    return intersection / denominator;
+  }
+
+  static int _versionPenalty(String localTitle, String candidateTitle) {
+    const riskyMarkers = [
+      'live',
+      'karaoke',
+      'instrumental',
+      'acoustic',
+      'radio edit',
+      'sped up',
+      'slowed',
+    ];
+    final local = _normalizedText(localTitle);
+    final candidate = _normalizedText(candidateTitle);
+    var penalty = 0;
+    for (final marker in riskyMarkers) {
+      final localHas = local.contains(marker);
+      final candidateHas = candidate.contains(marker);
+      if (!localHas && candidateHas) {
+        penalty -= 18;
+      }
+    }
+    return penalty;
+  }
+
+  static int? _extractYear(String? date) {
+    if (date == null || date.length < 4) {
+      return null;
+    }
+    return int.tryParse(date.substring(0, 4));
+  }
+}