添加繁体转简体，简体转繁体功能

internal/model/user.go

@@ -28,6 +28,9 @@ type User struct {
 	// PinnedLibraryIDs 存储用户置顶的媒体库 ID 列表（JSON 字符串），顺序即置顶优先级。
 	PinnedLibraryIDs  string   `gorm:"type:text" json:"-"`
 	PinnedLibraryList []string `gorm:"-" json:"pinned_library_ids,omitempty"`
+	// SubtitleChineseMode 是网页播放器外挂字幕的简繁转换偏好：
+	// original / simplified / traditional。
+	SubtitleChineseMode string `gorm:"size:16;not null;default:original" json:"subtitle_chinese_mode"`
 	// ExpiredAt is the account expiry time. Nil means the account never
 	// expires. When set and in the past, the account is treated as expired
 	// (login blocked) until an admin or a redemption code renews it.

internal/service/episode_parser.go

@@ -6,6 +6,11 @@
 //	1x02          / 01x02
 //	EP02 / E02
 //	第2集         / 第02集
+//	[01]          / [001]（字幕组方括号集号，如 [UHA-WINGS][…][01][BDRIP]）
+//
+// The "1x02" pattern only matches when it is not embedded in a larger number,
+// so pixel dimensions such as 1920x1080 / 3840x2160 are never mistaken for
+// season×episode (the old pattern read those as S20E108 / S40E216).
 //
 // For bare episode markers such as "EP02", the parser also looks at parent
 // folders like "Season 02" / "S02" / "第2季" before falling back to season 1.
@@ -14,6 +19,7 @@
 package service
 
 import (
+	"fmt"
 	"path/filepath"
 	"regexp"
 	"strconv"
@@ -22,10 +28,18 @@ import (
 )
 
 var (
-	patSEnE              = regexp.MustCompile(`(?i)s(\d{1,2})e(\d{1,3})`)
-	patSEnERange         = regexp.MustCompile(`(?i)s(\d{1,2})e(\d{1,3})\s*[-~–—]\s*(?:s(\d{1,2}))?e?(\d{1,3})(?:[^0-9]|$)`)
-	patDanglingSE        = regexp.MustCompile(`(?i)(?:^|[\s._-])s\d{1,2}e(?:[\s._-]|$)`)
-	patNxE               = regexp.MustCompile(`(\d{1,2})x(\d{1,3})`)
+	patSEnE       = regexp.MustCompile(`(?i)s(\d{1,2})e(\d{1,3})`)
+	patSEnERange  = regexp.MustCompile(`(?i)s(\d{1,2})e(\d{1,3})\s*[-~–—]\s*(?:s(\d{1,2}))?e?(\d{1,3})(?:[^0-9]|$)`)
+	patDanglingSE = regexp.MustCompile(`(?i)(?:^|[\s._-])s\d{1,2}e(?:[\s._-]|$)`)
+	// patNxE 匹配 1x02 这类季集写法的捕获组，同时用于从标题里剔除季集残留
+	// （ReplaceAllString），因此本身不带边界守卫。解析时改用 patNxEGuarded，
+	// 避免 "1920x1080" 被从中间匹配出 "20x108" 而误判成 S20E108。
+	patNxE        = regexp.MustCompile(`(\d{1,2})x(\d{1,3})`)
+	patNxEGuarded = regexp.MustCompile(`(?:^|[^0-9])(\d{1,2})x(\d{1,3})(?:[^0-9]|$)`)
+	// patBracketEpisode 匹配字幕组常见的纯数字方括号集号，如 [01] / [012]。
+	// 限定 1-3 位，避免把 [2024] 这类年份当成集号；含字母的 [NCOP]/[1080p]
+	// 自然不匹配。
+	patBracketEpisode    = regexp.MustCompile(`\[0*(\d{1,3})\]`)
 	patEP                = regexp.MustCompile(`(?i)(?:^|[^a-z])(?:e|ep)\.?\s*(\d{1,3})(?:[^0-9]|$)`)
 	patSpecialEpisode    = regexp.MustCompile(`(?i)(?:^|[^a-z0-9])(?:ova|oad|ovd|ona|sp|special(?:[\s._-]*episode)?|extra|bonus|omake)[\s._-]*0*(\d{1,3})(?:[^0-9]|$)`)
 	patCN                = regexp.MustCompile(`第\s*([0-9一二三四五六七八九十百零两]+)\s*[集话話期]`)
@@ -38,6 +52,8 @@ var (
 	patSeasonEpisodeZero = regexp.MustCompile(`(?i)s0*([1-9]\d?)e0+(?:[^0-9]|$)`)
 	// patCNSeason 匹配中文季/部标记，支持阿拉伯数字与中文数字（如「第二季」「第2部」）。
 	patCNSeason = regexp.MustCompile(`第\s*[0-9一二三四五六七八九十百零两]+\s*[季部]`)
+	// patResolutionDims 匹配 1920x1080 / 3840×2160 这类像素尺寸。
+	patResolutionDims = regexp.MustCompile(`(?i)(\d{3,4})\s*[x×]\s*(\d{3,4})`)
 )
 
 // ParseEpisode tries to extract (season, episode) from an arbitrary filename.
@@ -53,11 +69,20 @@ func ParseEpisode(path string) (season, episode int) {
 		episode = mustAtoi(m[2])
 		return
 	}
-	if m := patNxE.FindStringSubmatch(name); len(m) == 3 {
+	if m := patNxEGuarded.FindStringSubmatch(name); len(m) == 3 {
 		season = mustAtoi(m[1])
 		episode = mustAtoi(m[2])
 		return
 	}
+	if m := patBracketEpisode.FindStringSubmatch(name); len(m) == 2 {
+		var found bool
+		season, found = seasonFromParents(path)
+		if !found {
+			season = 1
+		}
+		episode = mustAtoi(m[1])
+		return
+	}
 	if m := patSpecialEpisode.FindStringSubmatch(name); len(m) >= 2 {
 		return 0, mustAtoi(m[1])
 	}
@@ -98,6 +123,77 @@ func ParseEpisode(path string) (season, episode int) {
 	return 0, 0
 }
 
+// resolutionEpisodeArtifact returns the bogus (season, episode) pair the legacy
+// `(\d{1,2})x(\d{1,3})` pattern would extract from a WxH pixel-dimension token
+// in path — e.g. 1920x1080 -> (20, 108), 3840x2160 -> (40, 216). Reports ok=false
+// when the name carries no such token.
+//
+// MeBox used to persist these pairs into sidecar NFOs, so on rescan the NFO
+// would inject the wrong identity back even after the parser was fixed.
+func resolutionEpisodeArtifact(path string) (season, episode int, ok bool) {
+	name := mediaSidecarBase(path)
+	if name == "" {
+		return 0, 0, false
+	}
+	dims := patResolutionDims.FindStringSubmatch(name)
+	if len(dims) < 3 {
+		return 0, 0, false
+	}
+	m := patNxE.FindStringSubmatch(dims[1] + "x" + dims[2])
+	if len(m) != 3 {
+		return 0, 0, false
+	}
+	return mustAtoi(m[1]), mustAtoi(m[2]), true
+}
+
+// dropResolutionArtifactEpisodeIdentity clears a season/episode pair (and the
+// episode title generated from it) that only exists because a resolution token
+// was once mistaken for an SxxExx marker.
+func dropResolutionArtifactEpisodeIdentity(meta *LocalMetadata, mediaPath string) {
+	if meta == nil {
+		return
+	}
+	season, episode, ok := resolutionEpisodeArtifact(mediaPath)
+	if !ok || meta.SeasonNum != season || meta.EpisodeNum != episode {
+		return
+	}
+	// 只有当文件名本身也无法权威地解析出同一季集号时才判定为伪集号。
+	// 例如 Show.S20E108.1920x1080.mkv 的 S20E108 是真实标记，必须保留。
+	if parsedSeason, parsedEpisode := ParseEpisode(mediaPath); parsedEpisode > 0 &&
+		parsedSeason == meta.SeasonNum && parsedEpisode == meta.EpisodeNum {
+		return
+	}
+	meta.SeasonNum = 0
+	meta.EpisodeNum = 0
+	if isGeneratedEpisodeTitle(meta.EpisodeTitle, episode) {
+		meta.EpisodeTitle = ""
+	}
+}
+
+// isGeneratedEpisodeTitle reports whether title is the default "第 N 集" /
+// "Episode N" form auto-written from an episode number rather than a real name.
+func isGeneratedEpisodeTitle(title string, episode int) bool {
+	title = strings.TrimSpace(title)
+	if title == "" || episode <= 0 {
+		return false
+	}
+	for _, candidate := range []string{
+		fmt.Sprintf("第 %d 集", episode),
+		fmt.Sprintf("第%d集", episode),
+		fmt.Sprintf("第 %d 话", episode),
+		fmt.Sprintf("第%d话", episode),
+		fmt.Sprintf("第 %d 話", episode),
+		fmt.Sprintf("第%d話", episode),
+		fmt.Sprintf("Episode %d", episode),
+		fmt.Sprintf("EP%d", episode),
+	} {
+		if strings.EqualFold(title, candidate) {
+			return true
+		}
+	}
+	return false
+}
+
 // onlineEpisodeIdentityFromPath converts the common anime SxxE00 convention
 // to provider-style specials. For example, S01E00 becomes S00E01 and S02E00
 // becomes S00E02. Normal episodes retain their parsed identity.

internal/service/episode_parser_test.go

@@ -34,6 +34,15 @@ func TestParseEpisode(t *testing.T) {
 		{`动漫/示例/OVD/示例-OVD03.mkv`, 0, 3},
 		{`动漫/示例/ONA/示例_ONA04.mkv`, 0, 4},
 		{"Movie.2020.1080p.mkv", 0, 0},
+		// 分辨率不能被当成季集号：1920x1080 曾匹配出 20x108。
+		{"Movie.2020.1920x1080.mkv", 0, 0},
+		{"1920x1080.mkv", 0, 0},
+		{"[Group][Show][02][3840x2160].mkv", 1, 2},
+		// 字幕组方括号集号。
+		{"[UHA-WINGS][Peter Grill to Kenja no Jikan][01][BDRIP 1920x1080 HEVC-YUV420P10 FLAC].strm", 1, 1},
+		{"[UHA-WINGS][Peter Grill to Kenja no Jikan][12][BDRIP 1920x1080 HEVC-YUV420P10 FLAC].strm", 1, 12},
+		// 方括号里的年份/分辨率不是集号。
+		{"[Group][Show][2024][1080p].mkv", 0, 0},
 	}
 	for _, tc := range cases {
 		t.Run(tc.in, func(t *testing.T) {
@@ -92,3 +101,54 @@ func TestOnlineEpisodeIdentityFromPathMapsAnimeEpisodeZeroToSpecials(t *testing.
 		}
 	}
 }
+
+func TestResolutionEpisodeArtifact(t *testing.T) {
+	cases := []struct {
+		path        string
+		wantSeason  int
+		wantEpisode int
+		wantOK      bool
+	}{
+		{"[UHA-WINGS][Peter Grill to Kenja no Jikan][01][BDRIP 1920x1080 HEVC-YUV420P10 FLAC].strm", 20, 108, true},
+		{"今永纱奈/20170601000150_2,00x_3840x2160_amq-13.strm", 40, 216, true},
+		{"Movie.2020.1080p.mkv", 0, 0, false},
+		{"Show.S01E02.mkv", 0, 0, false},
+	}
+	for _, tc := range cases {
+		season, episode, ok := resolutionEpisodeArtifact(tc.path)
+		if season != tc.wantSeason || episode != tc.wantEpisode || ok != tc.wantOK {
+			t.Errorf("resolutionEpisodeArtifact(%q) = (%d, %d, %v), want (%d, %d, %v)",
+				tc.path, season, episode, ok, tc.wantSeason, tc.wantEpisode, tc.wantOK)
+		}
+	}
+}
+
+func TestDropResolutionArtifactEpisodeIdentity(t *testing.T) {
+	// 分辨率伪集号被剔除，并从生成的「第 N 集」标题里清掉。
+	polluted := &LocalMetadata{SeasonNum: 20, EpisodeNum: 108, EpisodeTitle: "第 108 集"}
+	dropResolutionArtifactEpisodeIdentity(polluted, "[G][Show][01][BDRIP 1920x1080 x].strm")
+	if polluted.SeasonNum != 0 || polluted.EpisodeNum != 0 || polluted.EpisodeTitle != "" {
+		t.Fatalf("resolution artifact not dropped: %+v", polluted)
+	}
+
+	// 真实单集号不受影响。
+	real := &LocalMetadata{SeasonNum: 1, EpisodeNum: 3, EpisodeTitle: "本地第三集"}
+	dropResolutionArtifactEpisodeIdentity(real, "Show/S01E03 1920x1080.mkv")
+	if real.SeasonNum != 1 || real.EpisodeNum != 3 || real.EpisodeTitle != "本地第三集" {
+		t.Fatalf("real episode identity was modified: %+v", real)
+	}
+
+	// 名称里没有分辨率时不改动任何值。
+	plain := &LocalMetadata{SeasonNum: 20, EpisodeNum: 108}
+	dropResolutionArtifactEpisodeIdentity(plain, "Show/S20E108.mkv")
+	if plain.SeasonNum != 20 || plain.EpisodeNum != 108 {
+		t.Fatalf("unrelated identity was cleared: %+v", plain)
+	}
+
+	// 文件名里 S20E108 是真实标记时，即使同时含分辨率也必须保留。
+	legit := &LocalMetadata{SeasonNum: 20, EpisodeNum: 108}
+	dropResolutionArtifactEpisodeIdentity(legit, "Show/Show.S20E108.1920x1080.mkv")
+	if legit.SeasonNum != 20 || legit.EpisodeNum != 108 {
+		t.Fatalf("legitimate S20E108 identity was cleared: %+v", legit)
+	}
+}

internal/service/local_metadata_read.go

@@ -23,6 +23,9 @@ func ReadLocalMetadata(mediaPath, libraryRoot string, seriesLike bool) (*LocalMe
 	}
 	meta := metadataFromDoc(doc, filepath.Dir(path), false)
 	mergeArtworkMetadata(meta, mediaPath, filepath.Dir(path))
+	// A sidecar written while resolution tokens were misread as SxxExx must not
+	// reintroduce the bogus season/episode on rescan.
+	dropResolutionArtifactEpisodeIdentity(meta, mediaPath)
 	return meta, nil
 }
 
@@ -116,6 +119,9 @@ func readSeriesMetadata(mediaPath, libraryRoot string) (*LocalMetadata, error) {
 	} else {
 		mergeArtworkMetadata(meta, mediaPath, showBaseDir)
 	}
+	// A sidecar written while resolution tokens were misread as SxxExx must not
+	// reintroduce the bogus season/episode on rescan.
+	dropResolutionArtifactEpisodeIdentity(meta, mediaPath)
 	return meta, nil
 }
 

internal/service/local_metadata_test.go

@@ -6,6 +6,48 @@ import (
 	"testing"
 )
 
+func TestReadLocalMetadataDropsResolutionArtifactEpisode(t *testing.T) {
+	// 刮削曾把分辨率 1920x1080 误读成 S20E108 并回写进边车 NFO；
+	// 重扫时必须忽略这个伪季集号，否则旧文件会把错误身份灌回 DB。
+	root := t.TempDir()
+	showDir := filepath.Join(root, "彼得·格里尔的贤者时间")
+	if err := os.MkdirAll(showDir, 0o755); err != nil {
+		t.Fatal(err)
+	}
+	mediaPath := filepath.Join(showDir,
+		"[UHA-WINGS][Peter Grill to Kenja no Jikan][01][BDRIP 1920x1080 HEVC-YUV420P10 FLAC].strm")
+	if err := os.WriteFile(mediaPath, []byte("x"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(nfoPath(mediaPath), []byte(`<?xml version="1.0" encoding="UTF-8"?>
+<episodedetails>
+  <title>第 108 集</title>
+  <showtitle>彼得·格里尔的贤者时间</showtitle>
+  <season>20</season>
+  <episode>108</episode>
+  <tmdbid>99080</tmdbid>
+</episodedetails>`), 0o644); err != nil {
+		t.Fatal(err)
+	}
+
+	got, err := ReadLocalMetadata(mediaPath, root, true)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if got == nil {
+		t.Fatal("metadata is nil")
+	}
+	if got.SeasonNum != 0 || got.EpisodeNum != 0 {
+		t.Fatalf("resolution artifact season/episode not dropped: s=%d e=%d", got.SeasonNum, got.EpisodeNum)
+	}
+	if got.EpisodeTitle != "" {
+		t.Fatalf("generated episode title not dropped: %q", got.EpisodeTitle)
+	}
+	if got.Title != "彼得·格里尔的贤者时间" {
+		t.Fatalf("series title = %q, want 彼得·格里尔的贤者时间", got.Title)
+	}
+}
+
 func TestReadLocalMovieMetadata(t *testing.T) {
 	dir := t.TempDir()
 	mediaPath := filepath.Join(dir, "Inception.2010.mkv")

internal/service/media_versions_test.go

@@ -1,6 +1,7 @@
 package service
 
 import (
+	"fmt"
 	"strings"
 	"testing"
 	"time"
@@ -114,6 +115,41 @@ func TestGroupMediaVersionsSeparatesAnimeSpecialKindsAndNumbers(t *testing.T) {
 	}
 }
 
+func TestGroupMediaVersionsKeepsBracketNumberedEpisodesSeparate(t *testing.T) {
+	// UHA-WINGS 命名：[组名][标题][01][BDRIP 1920x1080 ...].strm。
+	// 曾因 1920x1080 被解析成 S20E108，12 集全部折叠成一集的多个版本。
+	rows := make([]model.Media, 0, 12)
+	for episode := 1; episode <= 12; episode++ {
+		rows = append(rows, model.Media{
+			Base:      model.Base{ID: fmt.Sprintf("ep-%02d", episode)},
+			LibraryID: "anime",
+			Title:     "彼得·格里尔的贤者时间",
+			Path: fmt.Sprintf(
+				"/media/影视库/动漫/彼得·格里尔的贤者时间/[UHA-WINGS][Peter Grill to Kenja no Jikan][%02d][BDRIP 1920x1080 HEVC-YUV420P10 FLAC].strm",
+				episode),
+			TMDbID: 99080,
+		})
+	}
+	for i := range rows {
+		season, episode := ParseEpisode(rows[i].Path)
+		rows[i].SeasonNum = season
+		rows[i].EpisodeNum = episode
+	}
+
+	grouped := groupMediaVersions(rows)
+	if len(grouped) != 12 {
+		t.Fatalf("grouped len = %d, want 12 distinct episodes: %#v", len(grouped), grouped)
+	}
+	for _, item := range grouped {
+		if len(item.Versions) > 1 {
+			t.Fatalf("distinct episodes were folded into versions: %#v", item.Versions)
+		}
+		if item.SeasonNum != 1 || item.EpisodeNum < 1 || item.EpisodeNum > 12 {
+			t.Fatalf("unexpected episode identity s=%d e=%d", item.SeasonNum, item.EpisodeNum)
+		}
+	}
+}
+
 func TestGroupMediaVersionsMergesSameNumberedOVAEncodes(t *testing.T) {
 	rows := []model.Media{
 		{

internal/service/organizer_directory_metadata.go

@@ -55,7 +55,7 @@ func (o *OrganizerService) lookupOrganizeMetadata(ctx context.Context, src, sour
 				continue
 			}
 		}
-		match := o.scraper.lookup(ctx, lib, media, candidate, year)
+		match := o.scraper.lookup(ctx, lib, media, candidate, year, false)
 		if match != nil && strings.TrimSpace(match.Title) != "" {
 			if !organizeMetadataMatchTrusted(candidate, year, match) {
 				if cache != nil {

internal/service/profile.go

@@ -27,12 +27,13 @@ func NewProfileService(log *zap.Logger, repo *repository.Container) *ProfileServ
 // ProfileUpdate is the patch object accepted by UpdateProfile. Empty
 // fields are ignored so the same payload can be reused across screens.
 type ProfileUpdate struct {
-	Username  *string `json:"username,omitempty"`
-	Nickname  *string `json:"nickname,omitempty"`
-	Email     *string `json:"email,omitempty"`
-	AvatarURL *string `json:"avatar_url,omitempty"`
-	HideAdult *bool   `json:"hide_adult,omitempty"`
-	Password  string  `json:"password,omitempty"`
+	Username            *string `json:"username,omitempty"`
+	Nickname            *string `json:"nickname,omitempty"`
+	Email               *string `json:"email,omitempty"`
+	AvatarURL           *string `json:"avatar_url,omitempty"`
+	HideAdult           *bool   `json:"hide_adult,omitempty"`
+	SubtitleChineseMode *string `json:"subtitle_chinese_mode,omitempty"`
+	Password            string  `json:"password,omitempty"`
 }
 
 // UpdateProfile applies a non-credential patch to the user.
@@ -73,6 +74,15 @@ func (p *ProfileService) UpdateProfile(ctx context.Context, userID string, patch
 	if patch.HideAdult != nil {
 		updates["hide_adult"] = *patch.HideAdult
 	}
+	if patch.SubtitleChineseMode != nil {
+		mode := strings.ToLower(strings.TrimSpace(*patch.SubtitleChineseMode))
+		switch mode {
+		case "original", "simplified", "traditional":
+			updates["subtitle_chinese_mode"] = mode
+		default:
+			return nil, errors.New("subtitle_chinese_mode must be original, simplified, or traditional")
+		}
+	}
 	if len(updates) > 0 {
 		if err := p.repo.DB.Model(&model.User{}).Where("id = ?", userID).
 			Updates(updates).Error; err != nil {

internal/service/profile_subtitle_test.go

@@ -0,0 +1,60 @@
+package service
+
+import (
+	"testing"
+
+	"github.com/glebarez/sqlite"
+	"go.uber.org/zap"
+	"gorm.io/gorm"
+
+	"github.com/truewhile/MeBox/internal/model"
+	"github.com/truewhile/MeBox/internal/repository"
+)
+
+func TestProfileSubtitleChineseModePersistsAndValidates(t *testing.T) {
+	db, err := gorm.Open(sqlite.Open(":memory:"), &gorm.Config{})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := db.AutoMigrate(&model.User{}); err != nil {
+		t.Fatal(err)
+	}
+
+	repos := repository.New(db)
+	svc := NewProfileService(zap.NewNop(), repos)
+	user := &model.User{
+		Username:     "subtitle-viewer",
+		PasswordHash: "hash",
+		Role:         "user",
+		IsActive:     true,
+	}
+	if err := repos.User.Create(t.Context(), user); err != nil {
+		t.Fatal(err)
+	}
+
+	traditional := "traditional"
+	updated, err := svc.UpdateProfile(t.Context(), user.ID, ProfileUpdate{
+		SubtitleChineseMode: &traditional,
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if updated.SubtitleChineseMode != traditional {
+		t.Fatalf("subtitle mode = %q, want %q", updated.SubtitleChineseMode, traditional)
+	}
+
+	invalid := "automatic"
+	if _, err := svc.UpdateProfile(t.Context(), user.ID, ProfileUpdate{
+		SubtitleChineseMode: &invalid,
+	}); err == nil {
+		t.Fatal("invalid subtitle mode should be rejected")
+	}
+
+	reloaded, err := repos.User.FindByID(t.Context(), user.ID)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if reloaded.SubtitleChineseMode != traditional {
+		t.Fatalf("invalid update changed subtitle mode to %q", reloaded.SubtitleChineseMode)
+	}
+}

internal/service/recognition_words.go

@@ -5,8 +5,10 @@ import (
 	"encoding/json"
 	"fmt"
 	"net/http"
+	"regexp"
 	"strconv"
 	"strings"
+	"sync"
 	"time"
 
 	"go.uber.org/zap"
@@ -61,8 +63,9 @@ func NewRecognitionWordsService(log *zap.Logger, repo *repository.Container) *Re
 }
 
 func (s *RecognitionWordsService) Config(ctx context.Context) RecognitionWordsConfig {
-	cfg := recognitionWordsConfig(ctx, s.repo)
-	cfg.RuleCount = len(parseRecognitionWordRules(recognitionWordsCombinedText(cfg)))
+	cfg, rules := recognitionWordsRuntime(ctx, s.repo)
+	cfg = cloneRecognitionWordsConfig(cfg)
+	cfg.RuleCount = len(rules)
 	return cfg
 }
 
@@ -80,7 +83,11 @@ func (s *RecognitionWordsService) SaveConfig(ctx context.Context, cfg Recognitio
 	if err != nil {
 		return err
 	}
-	return s.repo.Setting.Set(ctx, RecognitionWordsSharedURLsKey, string(rawURLs))
+	if err := s.repo.Setting.Set(ctx, RecognitionWordsSharedURLsKey, string(rawURLs)); err != nil {
+		return err
+	}
+	invalidateRecognitionWordsRuntime(s.repo)
+	return nil
 }
 
 func (s *RecognitionWordsService) SyncShared(ctx context.Context) (RecognitionWordsConfig, error) {
@@ -104,6 +111,7 @@ func (s *RecognitionWordsService) SyncShared(ctx context.Context) (RecognitionWo
 	if err := s.repo.Setting.Set(ctx, RecognitionWordsSyncedAtKey, now); err != nil {
 		return cfg, err
 	}
+	invalidateRecognitionWordsRuntime(s.repo)
 	return s.Config(ctx), nil
 }
 
@@ -120,11 +128,10 @@ func (s *RecognitionWordsService) Test(ctx context.Context, input string) Recogn
 }
 
 func ApplyRecognitionWords(ctx context.Context, repo *repository.Container, raw string) string {
-	cfg := recognitionWordsConfig(ctx, repo)
-	if !cfg.Enabled {
+	cfg, rules := recognitionWordsRuntime(ctx, repo)
+	if !cfg.Enabled || len(rules) == 0 {
 		return raw
 	}
-	rules := parseRecognitionWordRules(recognitionWordsCombinedText(cfg))
 	return applyRecognitionWordRules(raw, rules)
 }
 
@@ -189,9 +196,69 @@ func normalizeRecognitionWordURLs(values []string) []string {
 type recognitionWordRule struct {
 	raw         string
 	block       string
+	blockRE     *regexp.Regexp
 	replaceFrom string
 	replaceTo   string
+	replaceRE   *regexp.Regexp
 	offsetLeft  string
 	offsetRight string
 	offsetExpr  string
+	offsetRE    *regexp.Regexp
+}
+
+// recognitionWordsRuntime caches the parsed rule set (with pre-compiled
+// regexes) per repository. Reading five settings rows and parsing/recompiling
+// the whole shared word list used to happen on every query candidate, which is
+// the scraper's hottest path. Writes through SaveConfig/SyncShared invalidate
+// the entry immediately; the TTL only bounds staleness for out-of-process edits.
+type recognitionWordsRuntimeEntry struct {
+	repo      *repository.Container
+	cfg       RecognitionWordsConfig
+	rules     []recognitionWordRule
+	expiresAt time.Time
+}
+
+const recognitionWordsRuntimeTTL = 30 * time.Second
+
+var recognitionWordsRuntimeCache struct {
+	sync.RWMutex
+	entry recognitionWordsRuntimeEntry
+	valid bool
+}
+
+func recognitionWordsRuntime(ctx context.Context, repo *repository.Container) (RecognitionWordsConfig, []recognitionWordRule) {
+	now := time.Now()
+	recognitionWordsRuntimeCache.RLock()
+	cached := recognitionWordsRuntimeCache.entry
+	hit := recognitionWordsRuntimeCache.valid && cached.repo == repo && now.Before(cached.expiresAt)
+	recognitionWordsRuntimeCache.RUnlock()
+	if hit {
+		return cached.cfg, cached.rules
+	}
+
+	cfg := recognitionWordsConfig(ctx, repo)
+	rules := parseRecognitionWordRules(recognitionWordsCombinedText(cfg))
+	recognitionWordsRuntimeCache.Lock()
+	recognitionWordsRuntimeCache.entry = recognitionWordsRuntimeEntry{
+		repo:      repo,
+		cfg:       cfg,
+		rules:     rules,
+		expiresAt: now.Add(recognitionWordsRuntimeTTL),
+	}
+	recognitionWordsRuntimeCache.valid = true
+	recognitionWordsRuntimeCache.Unlock()
+	return cfg, rules
+}
+
+func invalidateRecognitionWordsRuntime(repo *repository.Container) {
+	recognitionWordsRuntimeCache.Lock()
+	if recognitionWordsRuntimeCache.entry.repo == repo {
+		recognitionWordsRuntimeCache.valid = false
+	}
+	recognitionWordsRuntimeCache.Unlock()
+}
+
+func cloneRecognitionWordsConfig(cfg RecognitionWordsConfig) RecognitionWordsConfig {
+	cfg.SharedURLs = append([]string(nil), cfg.SharedURLs...)
+	return cfg
 }

internal/service/recognition_words_cache_test.go

@@ -0,0 +1,49 @@
+package service
+
+import (
+	"testing"
+
+	"go.uber.org/zap"
+)
+
+// The rule set is cached process-wide, so a config write must invalidate it
+// immediately; otherwise the admin would have to wait out the TTL before a
+// saved word list takes effect.
+func TestRecognitionWordsCacheInvalidatedBySaveConfig(t *testing.T) {
+	repos := newOrganizerTestRepo(t)
+	svc := NewRecognitionWordsService(zap.NewNop(), repos)
+
+	if err := svc.SaveConfig(t.Context(), RecognitionWordsConfig{
+		Enabled:   true,
+		LocalText: "BADWORD => 好标题",
+	}); err != nil {
+		t.Fatal(err)
+	}
+	if got := ApplyRecognitionWords(t.Context(), repos, "BADWORD"); got != "好标题" {
+		t.Fatalf("first apply = %q, want 好标题", got)
+	}
+
+	if err := svc.SaveConfig(t.Context(), RecognitionWordsConfig{
+		Enabled:   true,
+		LocalText: "BADWORD => 新标题",
+	}); err != nil {
+		t.Fatal(err)
+	}
+	if got := ApplyRecognitionWords(t.Context(), repos, "BADWORD"); got != "新标题" {
+		t.Fatalf("cached rules were not invalidated after SaveConfig: got %q, want 新标题", got)
+	}
+}
+
+func TestRecognitionWordsDisabledReturnsRawInput(t *testing.T) {
+	repos := newOrganizerTestRepo(t)
+	svc := NewRecognitionWordsService(zap.NewNop(), repos)
+	if err := svc.SaveConfig(t.Context(), RecognitionWordsConfig{
+		Enabled:   false,
+		LocalText: "BADWORD => 好标题",
+	}); err != nil {
+		t.Fatal(err)
+	}
+	if got := ApplyRecognitionWords(t.Context(), repos, "BADWORD"); got != "BADWORD" {
+		t.Fatalf("disabled recognition words changed input: got %q", got)
+	}
+}

internal/service/recognition_words_rules.go

@@ -31,6 +31,11 @@ func parseRecognitionWordRule(line string) recognitionWordRule {
 		case strings.Contains(part, "<>") && strings.Contains(part, ">>"):
 			beforeAfter := strings.SplitN(part, ">>", 2)
 			bounds := strings.SplitN(beforeAfter[0], "<>", 2)
+			// A malformed rule without "<>" would otherwise index past the
+			// slice; word lists are fetched from the network, so stay defensive.
+			if len(bounds) < 2 {
+				continue
+			}
 			rule.offsetLeft = strings.TrimSpace(bounds[0])
 			rule.offsetRight = strings.TrimSpace(bounds[1])
 			rule.offsetExpr = strings.TrimSpace(beforeAfter[1])
@@ -38,56 +43,89 @@ func parseRecognitionWordRule(line string) recognitionWordRule {
 			rule.block = part
 		}
 	}
+	compileRecognitionWordRule(&rule)
 	return rule
 }
 
+var recognitionReplacementRE = regexp.MustCompile(`\\([0-9]+)`)
+
 func normalizeRecognitionReplacement(value string) string {
-	re := regexp.MustCompile(`\\([0-9]+)`)
-	return re.ReplaceAllString(value, "$$$1")
+	return recognitionReplacementRE.ReplaceAllString(value, "$$$1")
+}
+
+// compileRecognitionWordRule pre-compiles every pattern in a rule so the hot
+// clean-query path never recompiles regexes per candidate.
+func compileRecognitionWordRule(rule *recognitionWordRule) {
+	if rule == nil {
+		return
+	}
+	if rule.block != "" {
+		if re, err := regexp.Compile(rule.block); err == nil {
+			rule.blockRE = re
+		}
+	}
+	if rule.replaceFrom != "" {
+		if re, err := regexp.Compile(rule.replaceFrom); err == nil {
+			rule.replaceRE = re
+		}
+	}
+	if rule.offsetExpr != "" && (rule.offsetLeft != "" || rule.offsetRight != "") {
+		if re, err := compileRecognitionOffsetRE(rule.offsetLeft, rule.offsetRight); err == nil {
+			rule.offsetRE = re
+		}
+	}
+}
+
+func compileRecognitionOffsetRE(left, right string) (*regexp.Regexp, error) {
+	leftPattern := firstNonEmpty(left, `^`)
+	rightPattern := firstNonEmpty(right, `$`)
+	return regexp.Compile(`(?i)(` + leftPattern + `)(\d{1,5})(` + rightPattern + `)`)
 }
 
 func applyRecognitionWordRules(raw string, rules []recognitionWordRule) string {
 	out := strings.TrimSpace(raw)
 	for _, rule := range rules {
 		if rule.block != "" {
-			out = applyRecognitionBlock(out, rule.block)
+			out = applyRecognitionBlock(out, rule)
 		}
 		if rule.replaceFrom != "" {
-			out = applyRecognitionReplace(out, rule.replaceFrom, rule.replaceTo)
+			out = applyRecognitionReplace(out, rule)
 		}
 		if rule.offsetLeft != "" || rule.offsetRight != "" {
-			out = applyRecognitionOffset(out, rule.offsetLeft, rule.offsetRight, rule.offsetExpr)
+			out = applyRecognitionOffset(out, rule)
 		}
 	}
 	return strings.Join(strings.Fields(out), " ")
 }
 
-func applyRecognitionBlock(raw, block string) string {
-	if re, err := regexp.Compile(block); err == nil {
-		return re.ReplaceAllString(raw, " ")
+func applyRecognitionBlock(raw string, rule recognitionWordRule) string {
+	if rule.blockRE != nil {
+		return rule.blockRE.ReplaceAllString(raw, " ")
 	}
-	return strings.ReplaceAll(raw, block, " ")
+	return strings.ReplaceAll(raw, rule.block, " ")
 }
 
-func applyRecognitionReplace(raw, from, to string) string {
-	if re, err := regexp.Compile(from); err == nil {
-		return re.ReplaceAllString(raw, to)
+func applyRecognitionReplace(raw string, rule recognitionWordRule) string {
+	if rule.replaceRE != nil {
+		return rule.replaceRE.ReplaceAllString(raw, rule.replaceTo)
 	}
-	return strings.ReplaceAll(raw, from, to)
+	return strings.ReplaceAll(raw, rule.replaceFrom, rule.replaceTo)
 }
 
-func applyRecognitionOffset(raw, left, right, expr string) string {
-	if strings.TrimSpace(expr) == "" {
+func applyRecognitionOffset(raw string, rule recognitionWordRule) string {
+	if strings.TrimSpace(rule.offsetExpr) == "" {
 		return raw
 	}
-	leftPattern := firstNonEmpty(left, `^`)
-	rightPattern := firstNonEmpty(right, `$`)
-	re, err := regexp.Compile(`(?i)(` + leftPattern + `)(\d{1,5})(` + rightPattern + `)`)
-	if err != nil {
-		return raw
+	re := rule.offsetRE
+	if re == nil {
+		compiled, err := compileRecognitionOffsetRE(rule.offsetLeft, rule.offsetRight)
+		if err != nil {
+			return raw
+		}
+		re = compiled
 	}
 	return re.ReplaceAllStringFunc(raw, func(match string) string {
-		return applyRecognitionOffsetMatch(re, match, expr)
+		return applyRecognitionOffsetMatch(re, match, rule.offsetExpr)
 	})
 }
 

internal/service/scraper.go

@@ -63,12 +63,17 @@ func (s *ScraperService) EnrichOneWithOptions(ctx context.Context, m *model.Medi
 		}
 	}
 
+	// Same stale-negative problem as the library path: a single-item retry
+	// (queue task / manual rescrape) must get a fresh provider round-trip.
+	if options.RetryNoMatch && s != nil {
+		s.lookupCache.clearNegatives()
+	}
 	candidates := scrapeQueryCandidatesWithRecognition(ctx, s.repo, m, lib)
 	var query string
 	match := (*Match)(nil)
 	for _, candidate := range candidates {
 		query = candidate
-		candidateMatch := s.lookup(ctx, lib, m, candidate, year)
+		candidateMatch := s.lookup(ctx, lib, m, candidate, year, options.ForceRematch)
 		if candidateMatch == nil {
 			continue
 		}

internal/service/scraper_library.go

@@ -13,7 +13,12 @@ import (
 // lookup runs the provider chain after local NFO has been considered:
 // TMDb -> Douban -> Bangumi -> TheTVDB. Douban and Bangumi do not require API
 // keys; providers that are unavailable or return an error are skipped.
-func (s *ScraperService) lookup(ctx context.Context, lib *model.Library, media *model.Media, query string, year int) *Match {
+//
+// Results are cached per (kind, theatrical, query, year) because every
+// episode of a show produces the same candidate; bypassCache forces a fresh
+// provider round-trip for user-triggered rematches but still refreshes the
+// cache so later episodes reuse the corrected result.
+func (s *ScraperService) lookup(ctx context.Context, lib *model.Library, media *model.Media, query string, year int, bypassCache bool) *Match {
 	kind := ""
 	if lib != nil {
 		kind = lib.Type
@@ -28,6 +33,21 @@ func (s *ScraperService) lookup(ctx context.Context, lib *model.Library, media *
 	} else if (normalizeOrganizeMediaType(kind) != "movie" || explicitEpisode) && mediaIsEpisodic(media, lib) {
 		kind = "tv"
 	}
+
+	cacheKey := scrapeLookupCacheKey(kind, query, year, isTheatrical)
+	if !bypassCache {
+		if cached, ok := s.lookupCache.get(cacheKey); ok {
+			return cached
+		}
+	}
+	match := s.lookupUncached(ctx, kind, isTheatrical, query, year)
+	// Always refresh the cache, even on bypassed (forced) lookups, so a
+	// corrected rematch replaces the stale entry for later episodes.
+	s.lookupCache.set(cacheKey, match)
+	return match
+}
+
+func (s *ScraperService) lookupUncached(ctx context.Context, kind string, isTheatrical bool, query string, year int) *Match {
 	if s.tmdb != nil && s.tmdb.Enabled() {
 		if match := s.lookupAutomaticTMDb(ctx, kind, query, year); match != nil {
 			match.Provider = "tmdb"
@@ -107,6 +127,13 @@ func (s *ScraperService) EnrichLibraryDetailed(ctx context.Context, libraryID st
 
 func (s *ScraperService) EnrichLibraryDetailedWithOptions(ctx context.Context, libraryID string, options ScrapeOptions) (EnrichLibraryResult, error) {
 	result := EnrichLibraryResult{LibraryID: libraryID}
+	// A manual retry must not reuse stale negative cache entries from the
+	// previous run, otherwise "重新刮削" looks like it did nothing. Positives
+	// are kept so the rest of the season still dedupes; the first re-queried
+	// episode refreshes the entry for the rows behind it.
+	if options.RetryNoMatch && s != nil {
+		s.lookupCache.clearNegatives()
+	}
 	rows, err := s.scrapeCandidateRows(ctx, libraryID, options)
 	if err != nil {
 		return result, err

internal/service/scraper_lookup_cache.go

@@ -0,0 +1,126 @@
+package service
+
+import (
+	"strconv"
+	"strings"
+	"sync"
+	"time"
+)
+
+// A TV library scrapes one media row per episode, and every row in the same
+// show computes the same query candidate (the series folder title). Without a
+// cache each episode re-issues the identical TMDb/Douban/Bangumi/TheTVDB
+// search, so a 100-episode season costs 100x the network calls it needs.
+//
+// The cache lives on the ScraperService instance (not a package global) so that
+// two services with different provider configuration never share results. TTL
+// bounds staleness for out-of-band edits; explicit invalidation is unnecessary
+// because the key includes the effective media kind, theatrical flag, query
+// and year. Negative entries use a shorter TTL so a failed query is retried
+// sooner without manual intervention.
+const (
+	scrapeLookupCacheTTL         = 10 * time.Minute
+	scrapeLookupNegativeCacheTTL = 2 * time.Minute
+	scrapeLookupCacheMaxItems    = 1024
+)
+
+type scrapeLookupCache struct {
+	mu      sync.Mutex
+	entries map[string]scrapeLookupCacheEntry
+}
+
+type scrapeLookupCacheEntry struct {
+	match     *Match
+	expiresAt time.Time
+}
+
+func newScrapeLookupCache() *scrapeLookupCache {
+	return &scrapeLookupCache{entries: map[string]scrapeLookupCacheEntry{}}
+}
+
+func scrapeLookupCacheKey(kind, query string, year int, isTheatrical bool) string {
+	theatrical := "0"
+	if isTheatrical {
+		theatrical = "1"
+	}
+	return strings.ToLower(strings.TrimSpace(kind)) + "|" +
+		theatrical + "|" +
+		strconv.Itoa(year) + "|" +
+		strings.ToLower(strings.TrimSpace(query))
+}
+
+// get reports whether the key is cached. A hit may carry a nil match, which
+// means the provider chain already ran and found nothing (negative cache).
+// Use clearNegative before a user-triggered retry so stale negative entries
+// do not suppress the fresh provider round-trip.
+func (c *scrapeLookupCache) get(key string) (*Match, bool) {
+	if c == nil || key == "" {
+		return nil, false
+	}
+	now := time.Now()
+	c.mu.Lock()
+	defer c.mu.Unlock()
+	item, ok := c.entries[key]
+	if !ok {
+		return nil, false
+	}
+	if now.After(item.expiresAt) {
+		delete(c.entries, key)
+		return nil, false
+	}
+	return cloneMatch(item.match), true
+}
+
+func (c *scrapeLookupCache) set(key string, match *Match) {
+	if c == nil || key == "" {
+		return
+	}
+	now := time.Now()
+	c.mu.Lock()
+	defer c.mu.Unlock()
+	if len(c.entries) >= scrapeLookupCacheMaxItems {
+		for k, item := range c.entries {
+			if now.After(item.expiresAt) || len(c.entries) >= scrapeLookupCacheMaxItems {
+				delete(c.entries, k)
+			}
+			if len(c.entries) < scrapeLookupCacheMaxItems {
+				break
+			}
+		}
+	}
+	ttl := scrapeLookupCacheTTL
+	if match == nil {
+		ttl = scrapeLookupNegativeCacheTTL
+	}
+	c.entries[key] = scrapeLookupCacheEntry{match: cloneMatch(match), expiresAt: now.Add(ttl)}
+}
+
+// clearNegatives drops cached misses so a user-triggered retry gets a fresh
+// provider round-trip instead of reusing a stale negative entry.
+func (c *scrapeLookupCache) clearNegatives() {
+	if c == nil {
+		return
+	}
+	c.mu.Lock()
+	defer c.mu.Unlock()
+	for k, item := range c.entries {
+		if item.match == nil {
+			delete(c.entries, k)
+		}
+	}
+}
+
+// cloneMatch returns an independent copy so callers that mutate the result
+// (localized title preference, local metadata merge, fanart artwork) cannot
+// corrupt the cached entry or leak state between media rows.
+func cloneMatch(m *Match) *Match {
+	if m == nil {
+		return nil
+	}
+	out := *m
+	out.Languages = append([]string(nil), m.Languages...)
+	out.Countries = append([]string(nil), m.Countries...)
+	out.Genres = append([]string(nil), m.Genres...)
+	out.Aliases = append([]string(nil), m.Aliases...)
+	return &out
+}

internal/service/scraper_lookup_cache_test.go

@@ -0,0 +1,165 @@
+package service
+
+import (
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"sync/atomic"
+	"testing"
+
+	"github.com/glebarez/sqlite"
+	"go.uber.org/zap"
+	"gorm.io/gorm"
+
+	"github.com/truewhile/MeBox/internal/config"
+	"github.com/truewhile/MeBox/internal/model"
+	"github.com/truewhile/MeBox/internal/repository"
+)
+
+// Every episode of a show produces the same query candidate (the series folder
+// title). Without the lookup cache each episode re-issues the identical search,
+// so a whole season costs one request per episode. This asserts the provider is
+// hit once and subsequent episodes reuse the cached match.
+func TestEnrichLibraryReusesLookupCacheAcrossEpisodes(t *testing.T) {
+	var searchCalls int32
+	upstream := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		switch r.URL.Path {
+		case "/search/tv":
+			if r.URL.Query().Get("query") != "折腰" {
+				_ = json.NewEncoder(w).Encode(map[string]any{"results": []any{}})
+				return
+			}
+			atomic.AddInt32(&searchCalls, 1)
+			_ = json.NewEncoder(w).Encode(map[string]any{
+				"results": []map[string]any{{
+					"id":             296753,
+					"name":           "折腰",
+					"overview":       "正确的剧集条目",
+					"poster_path":    "/zheyao.jpg",
+					"first_air_date": "2025-05-13",
+					"origin_country": []string{"CN"},
+				}},
+			})
+		default:
+			http.NotFound(w, r)
+		}
+	}))
+	defer upstream.Close()
+
+	db, err := gorm.Open(sqlite.Open("file::memory:?cache=shared"), &gorm.Config{})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := db.AutoMigrate(&model.Library{}, &model.Series{}, &model.Media{}); err != nil {
+		t.Fatal(err)
+	}
+	repos := repository.New(db)
+	cfg := &config.Config{}
+	cfg.Secrets.TMDbAPIKey = "test-key"
+	cfg.Secrets.TMDbAPIProxy = upstream.URL
+	cfg.Secrets.TMDbImageProxy = upstream.URL + "/images"
+	log := zap.NewNop()
+	scraper := NewScraperService(cfg, log, repos, NewTMDbProvider(cfg, log, nil), nil, nil, nil, NewHub(log))
+
+	lib := model.Library{Name: "OpenList · 刮削缓存测试库", Path: "cloud://openlist/scrape-lookup-cache", Type: "tv", Enabled: true}
+	if err := repos.DB.Create(&lib).Error; err != nil {
+		t.Fatal(err)
+	}
+	const episodeCount = 4
+	for episode := 1; episode <= episodeCount; episode++ {
+		media := model.Media{
+			LibraryID:    lib.ID,
+			Title:        "折腰",
+			Path:         "cloud://openlist/scrape-lookup-cache/折腰 (2025)/Season 1/折腰.S01E0" + string(rune('0'+episode)) + ".mkv",
+			SeasonNum:    1,
+			EpisodeNum:   episode,
+			ScrapeStatus: "pending",
+		}
+		if err := repos.DB.Create(&media).Error; err != nil {
+			t.Fatal(err)
+		}
+	}
+
+	result, err := scraper.EnrichLibraryDetailedWithOptions(t.Context(), lib.ID, ScrapeOptions{})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if result.Matched != episodeCount {
+		t.Fatalf("matched = %d, want %d", result.Matched, episodeCount)
+	}
+	if calls := atomic.LoadInt32(&searchCalls); calls != 1 {
+		t.Fatalf("tmdb /search/tv called %d times for %d episodes; want 1 (cache should dedupe identical queries)", calls, episodeCount)
+	}
+}
+
+// A cached match must be handed out as an independent copy: mutating one row's
+// result (localized title preference, local metadata merge) must not bleed into
+// the next row.
+func TestScrapeLookupCacheReturnsIndependentCopies(t *testing.T) {
+	cache := newScrapeLookupCache()
+	original := &Match{
+		Title:     "折腰",
+		TMDbID:    296753,
+		Genres:    []string{"剧情"},
+		Countries: []string{"CN"},
+		Aliases:   []string{"Zhe Yao"},
+	}
+	key := scrapeLookupCacheKey("tv", "折腰", 2025, false)
+	cache.set(key, original)
+
+	first, ok := cache.get(key)
+	if !ok || first == nil {
+		t.Fatal("expected a cache hit")
+	}
+	first.Title = "mutated"
+	first.Genres[0] = "mutated"
+	first.Aliases = append(first.Aliases, "extra")
+
+	second, ok := cache.get(key)
+	if !ok || second == nil {
+		t.Fatal("expected a second cache hit")
+	}
+	if second.Title != "折腰" || second.Genres[0] != "剧情" || len(second.Aliases) != 1 {
+		t.Fatalf("cached match was mutated through a returned copy: %+v", second)
+	}
+}
+
+// Negative results are cached too: a query that matched nothing must not be
+// re-issued for every remaining episode of the same show.
+func TestScrapeLookupCacheStoresNegativeResults(t *testing.T) {
+	cache := newScrapeLookupCache()
+	key := scrapeLookupCacheKey("tv", "no-such-show", 0, false)
+	cache.set(key, nil)
+	if _, ok := cache.get(key); !ok {
+		t.Fatal("negative result should be cached to avoid repeated provider calls")
+	}
+}
+
+// The theatrical flag is part of the key: a theatrical feature gets a tv
+// fallback lookup, so its result must not be shared with (or returned for)
+// the same query issued for a non-theatrical media row.
+func TestScrapeLookupCacheKeySeparatesTheatrical(t *testing.T) {
+	plain := scrapeLookupCacheKey("movie", "query", 2024, false)
+	theatrical := scrapeLookupCacheKey("movie", "query", 2024, true)
+	if plain == theatrical {
+		t.Fatalf("theatrical flag must be part of the cache key: %q", plain)
+	}
+}
+
+// A manual "retry no match" run clears stale negative entries so the provider
+// chain is actually re-queried instead of short-circuiting on the cached miss.
+func TestScrapeLookupCacheClearNegativesKeepsPositives(t *testing.T) {
+	cache := newScrapeLookupCache()
+	negKey := scrapeLookupCacheKey("tv", "missing", 0, false)
+	posKey := scrapeLookupCacheKey("tv", "found", 0, false)
+	cache.set(negKey, nil)
+	cache.set(posKey, &Match{Title: "found"})
+	cache.clearNegatives()
+	if _, ok := cache.get(negKey); ok {
+		t.Fatal("negative entry should be cleared before a manual retry")
+	}
+	if got, ok := cache.get(posKey); !ok || got == nil || got.Title != "found" {
+		t.Fatalf("positive entry should survive clearNegatives: %+v", got)
+	}
+}

internal/service/scraper_query_clean.go

@@ -24,11 +24,15 @@ var noiseTokens = []string{
 	"hkfree", "yify", "rarbg", "ettv", "fgt", "tgx", "ctrlhd", "ntb", "flux", "qhstudio",
 
 	// 流媒体平台 / 字幕组 / 国家版本（动漫常见）
-	"netflix", "nf", "amzn", "hulu", "disney", "max", "hbo",
+	// 注意：不要把同时是常见英文单词的标记放进来（如 max / web / judas），
+	// 否则 "Mad Max"、"Web Therapy" 这类正常标题会被误删。裸 "WEB" 发布标记
+	// 通常位于分辨率之后，由 releaseBoundary 截断规则处理；"WEB-DL" 则由
+	// multiWordNoise 单独匹配。
+	"netflix", "nf", "amzn", "hulu", "disney", "hbo",
 	"linetv", "ourtv", "iqiyi", "youku", "bilibili", "qiyi", "krj",
 	"atvp", "appletv", "apple-tv", "tx", "txweb",
 	"crunchyroll", "funimation", "anidb", "horriblesubs", "subsplease",
-	"erai-raws", "judas", "asw", "smcat", "leopard-raws", "ohys-raws", "colortv",
+	"erai-raws", "asw", "smcat", "leopard-raws", "ohys-raws", "colortv",
 	"mweb", "ubweb", "hhweb", "adweb", "chdweb", "kurosawa", "qhstudio",
 
 	// 中文字幕标记
@@ -55,6 +59,20 @@ var releaseBoundaryTokenSet = map[string]struct{}{
 	"x264": {}, "x265": {}, "h264": {}, "h265": {}, "h266": {}, "hevc": {}, "avc": {}, "av1": {}, "vvc": {},
 }
 
+// weakReleaseBoundaryTokenSet are release tags that double as plausible title
+// words. Before any release signal has been seen they are kept as part of the
+// title ("Mad Max", "Web Therapy"), so a title is never truncated to nothing;
+// after a real signal they behave like any other tag.
+var weakReleaseBoundaryTokenSet = map[string]struct{}{
+	"bd": {}, "dvd": {}, "web": {},
+}
+
+// releaseSignalToken marks the position of an extracted year. The year itself
+// is not a title token, but its presence still proves the following tokens are
+// release tags ("复仇者联盟4.2019.BD.1080p" must drop "BD"). A control rune is
+// used so it can never collide with a real filename token.
+const releaseSignalToken = "\u0001"
+
 var dynamicReleaseBoundaryTokenRE = regexp.MustCompile(`(?i)^(?:\d{3,4}p|\d{2,3}fps)$`)
 
 // bracketedTag matches "[anything]", "(anything)" or "{anything}" segments.
@@ -86,7 +104,9 @@ func CleanQuery(raw string) (title string, year int) {
 	if m := yearPattern.FindStringSubmatch(lower); len(m) >= 2 {
 		if v, err := strconv.Atoi(m[1]); err == nil {
 			year = v
-			lower = strings.ReplaceAll(lower, m[1], " ")
+			// Keep a positional marker: the year is not a title token, but its
+			// presence arms release-tag truncation for what follows.
+			lower = strings.ReplaceAll(lower, m[1], " "+releaseSignalToken+" ")
 		}
 	}
 
@@ -110,17 +130,35 @@ func CleanQuery(raw string) (title string, year int) {
 	}
 	// 拆分后丢掉过短（≤1）且全为 ASCII 数字 / 字母的"碎片"，避免
 	// 「2」「0」「v」之类残留干扰 TMDb 搜索。中文字符不算碎片。
+	//
+	// seenReleaseBoundary 只有在遇到分辨率/编码等强标记后才置位，置位后其余
+	// ASCII 词一律视为发布尾巴丢弃；releaseSignalled 则宽松得多，年份标记也会
+	// 置位，它只用来武装弱标记（bd/dvd/web）。这样 "Web Therapy" 不会被截空，
+	// 而 "2019.Avatar.1080p" 这种年份前置的标题也不会因为年份标记把后面的
+	// 真实标题词当成尾巴丢掉。
 	out := make([]string, 0, 8)
 	seenReleaseBoundary := false
+	releaseSignalled := false
 	for _, w := range strings.Fields(lower) {
+		if w == releaseSignalToken {
+			releaseSignalled = true
+			continue
+		}
 		if dynamicReleaseBoundaryTokenRE.MatchString(w) {
+			releaseSignalled = true
 			seenReleaseBoundary = true
 			continue
 		}
-		if _, ok := noiseTokenSet[w]; ok {
-			if _, boundary := releaseBoundaryTokenSet[w]; boundary {
+		if _, boundary := releaseBoundaryTokenSet[w]; boundary {
+			if _, weak := weakReleaseBoundaryTokenSet[w]; weak && !releaseSignalled {
+				// Ambiguous tag that is also a plausible title word; keep it
+				// until a real release signal proves we are past the title.
+			} else {
+				releaseSignalled = true
 				seenReleaseBoundary = true
+				continue
 			}
+		} else if _, ok := noiseTokenSet[w]; ok {
 			continue
 		}
 		if seenReleaseBoundary && isASCIIWord(w) {

internal/service/scraper_query_clean_regression_test.go

@@ -0,0 +1,77 @@
+package service
+
+import "testing"
+
+// CleanQuery must not delete words that are also ordinary English title words
+// just because a release group reused them as a tag. Regression guard: "max"
+// and "web" used to be unconditional noise/boundary tokens, which turned
+// "Mad Max" into "mad" and "Web Therapy" into an empty query.
+func TestCleanQueryKeepsCommonEnglishTitleWords(t *testing.T) {
+	cases := []struct {
+		in        string
+		wantTitle string
+		wantYear  int
+	}{
+		{"Mad.Max.1979.1080p.BluRay.mkv", "mad max", 1979},
+		{"Max.Payne.2008.1080p.WEB-DL.mkv", "max payne", 2008},
+		{"Web.Therapy.S01E01.1080p.WEB-DL.mkv", "web therapy", 0},
+		{"The.Web.2019.1080p.mkv", "the web", 2019},
+	}
+	for _, tc := range cases {
+		t.Run(tc.in, func(t *testing.T) {
+			gotTitle, gotYear := CleanQuery(tc.in)
+			if gotTitle != tc.wantTitle || gotYear != tc.wantYear {
+				t.Errorf("CleanQuery(%q) = (%q, %d), want (%q, %d)",
+					tc.in, gotTitle, gotYear, tc.wantTitle, tc.wantYear)
+			}
+		})
+	}
+}
+
+// A title consisting only of an ambiguous tag plus a release tail must not be
+// truncated to nothing; the tag stays so the query still has a chance.
+func TestCleanQueryDoesNotTruncateAmbiguousTagToNothing(t *testing.T) {
+	for _, in := range []string{"Web.1080p.WEB-DL.mkv", "BD.720p.mkv"} {
+		title, _ := CleanQuery(in)
+		if title == "" {
+			t.Errorf("CleanQuery(%q) returned an empty title", in)
+		}
+	}
+}
+
+// A year-prefixed filename must keep its title: the year arms weak-tag
+// truncation but must not discard the real title words that follow it.
+func TestCleanQueryKeepsTitleAfterYearPrefix(t *testing.T) {
+	cases := map[string]string{
+		"2019.Avatar.1080p.BluRay.mkv":     "avatar",
+		"2024.Dune.Part.Two.2160p.WEB.mkv": "dune part two",
+	}
+	for in, want := range cases {
+		t.Run(in, func(t *testing.T) {
+			got, year := CleanQuery(in)
+			if got != want {
+				t.Errorf("CleanQuery(%q) = (%q, %d), want title %q", in, got, year, want)
+			}
+		})
+	}
+}
+
+// Release-tag truncation must still fire once a real release signal (an
+// extracted year, resolution or codec) has been seen, so tags after it are
+// dropped as before.
+func TestCleanQueryStillDropsTagsAfterReleaseSignal(t *testing.T) {
+	cases := map[string]string{
+		"复仇者联盟4.2019.BD.1080p.mkv":               "复仇者联盟4",
+		"The.Matrix.1999.1080p.WEB-DL.H265.mp4":  "the matrix",
+		"Oppenheimer.2023.2160p.UHD.BluRay.mkv":  "oppenheimer",
+		"Interstellar.2014.4k.hdr.dts.atmos.mkv": "interstellar",
+	}
+	for in, want := range cases {
+		t.Run(in, func(t *testing.T) {
+			got, _ := CleanQuery(in)
+			if got != want {
+				t.Errorf("CleanQuery(%q) = %q, want %q", in, got, want)
+			}
+		})
+	}
+}

internal/service/scraper_service.go

@@ -26,6 +26,10 @@ type ScraperService struct {
 	cache   *RuntimeCacheService
 	images  *ImageProxy
 
+	// Caches provider-chain results keyed by media kind/query/year. Per-instance
+	// so services with different provider config never share results.
+	lookupCache *scrapeLookupCache
+
 	// Serializes final sidecar replacement. Windows cannot rename over an
 	// existing file, and concurrent scrapes can target the same sidecar.
 	artworkWriteMu sync.Mutex
@@ -50,6 +54,7 @@ func NewScraperService(
 	return &ScraperService{
 		cfg: cfg, log: log, repo: repo,
 		tmdb: tmdb, bangumi: bangumi, thetvdb: thetvdb, fanart: fanart, adult: adultProvider, hub: hub,
+		lookupCache: newScrapeLookupCache(),
 	}
 }
 

web/package-lock.json

@@ -14,6 +14,7 @@
         "framer-motion": "^12.38.0",
         "hls.js": "^1.5.11",
         "lucide-react": "^0.379.0",
+        "opencc-js": "^1.4.2",
         "qrcode": "^1.5.4",
         "react": "^18.3.1",
         "react-dom": "^18.3.1",
@@ -3427,6 +3428,12 @@
         "node": ">= 6"
       }
     },
+    "node_modules/opencc-js": {
+      "version": "1.4.2",
+      "resolved": "https://registry.npmjs.org/opencc-js/-/opencc-js-1.4.2.tgz",
+      "integrity": "sha512-EdcspgdROiCCZDM+jZR6Pa670xW+EW2QhctPBQ8gRjg6lrx4IHEl+2s+kt5izk/TkxVRgdWuFgaGkaEdIUfdaw==",
+      "license": "MIT AND Apache-2.0"
+    },
     "node_modules/optionator": {
       "version": "0.9.4",
       "resolved": "https://registry.npmjs.org/optionator/-/optionator-0.9.4.tgz",

web/package.json

@@ -16,6 +16,7 @@
     "framer-motion": "^12.38.0",
     "hls.js": "^1.5.11",
     "lucide-react": "^0.379.0",
+    "opencc-js": "^1.4.2",
     "qrcode": "^1.5.4",
     "react": "^18.3.1",
     "react-dom": "^18.3.1",

web/src/api/profile.ts

@@ -2,12 +2,15 @@ import { api } from './client'
 import type { User } from '../types'
 
 export const profileAPI = {
+  get: () => api.get<User>('/me').then((r) => r.data),
+
   update: (patch: {
     username?: string
     nickname?: string
     email?: string
     avatar_url?: string
     hide_adult?: boolean
+    subtitle_chinese_mode?: 'original' | 'simplified' | 'traditional'
     password?: string
   }) =>
     api.patch<User>('/me', patch).then((r) => r.data),

web/src/components/PlayerControls.tsx

@@ -15,6 +15,7 @@ import {
   VolumeX,
 } from 'lucide-react'
 import type { SubtitleTrack } from '../api/subtitles'
+import type { SubtitleChineseMode } from '../utils/subtitleChinese'
 
 // PlayerControls — custom bottom control bar replacing the native <video
 // controls> (which cannot host custom buttons). The danmaku toggle sits right
@@ -36,6 +37,8 @@ type PlayerControlsProps = {
   /** 当前激活字幕轨道：-1=关闭，0..n-1=对应轨道。 */
   subtitleIndex: number
   onSelectSubtitle: (index: number) => void
+  subtitleChineseMode: SubtitleChineseMode
+  onSubtitleChineseModeChange: (mode: SubtitleChineseMode) => void
   danmakuOpen: boolean
   danmakuEnabled: boolean
   onToggleDanmaku: () => void
@@ -63,6 +66,8 @@ export function PlayerControls({
   subs,
   subtitleIndex,
   onSelectSubtitle,
+  subtitleChineseMode,
+  onSubtitleChineseModeChange,
   danmakuOpen,
   danmakuEnabled,
   onToggleDanmaku,
@@ -355,6 +360,9 @@ export function PlayerControls({
     document.pictureInPictureEnabled
 
   const displayTime = isScrubbing && scrubValue !== null ? scrubValue : currentTime
+  const selectedSubtitle = subtitleIndex >= 0 ? subs[subtitleIndex] : undefined
+  const canConvertSelectedSubtitle =
+    selectedSubtitle?.source === 'external' && selectedSubtitle.delivery === 'webvtt'
 
   return (
     <div
@@ -448,7 +456,7 @@ export function PlayerControls({
               )}
             </button>
             {subtitleMenuOpen && (
-              <div className="absolute bottom-11 right-0 z-30 min-w-36 rounded-xl border border-white/15 bg-black/85 p-1 shadow-2xl backdrop-blur">
+              <div className="absolute bottom-11 right-0 z-30 min-w-44 rounded-xl border border-white/15 bg-black/85 p-1 shadow-2xl backdrop-blur">
                 <button
                   type="button"
                   onClick={() => {
@@ -478,6 +486,35 @@ export function PlayerControls({
                     {subtitleIndex === index && <span className="ml-auto text-rose-400">●</span>}
                   </button>
                 ))}
+                {canConvertSelectedSubtitle && (
+                  <div className="mt-1 border-t border-white/10 pt-1">
+                    <p className="px-3 py-1 text-[10px] text-white/45">外挂字幕简繁转换</p>
+                    {(
+                      [
+                        ['original', '保持原文'],
+                        ['simplified', '转换为简体'],
+                        ['traditional', '转换为繁体'],
+                      ] as const
+                    ).map(([mode, label]) => (
+                      <button
+                        key={mode}
+                        type="button"
+                        onClick={() => {
+                          onSubtitleChineseModeChange(mode)
+                          setSubtitleMenuOpen(false)
+                        }}
+                        className={`flex w-full items-center gap-2 rounded-lg px-3 py-1.5 text-left text-xs transition hover:bg-white/10 ${
+                          subtitleChineseMode === mode ? 'text-rose-400' : 'text-white/85'
+                        }`}
+                      >
+                        <span>{label}</span>
+                        {subtitleChineseMode === mode && (
+                          <span className="ml-auto text-rose-400">●</span>
+                        )}
+                      </button>
+                    ))}
+                  </div>
+                )}
               </div>
             )}
           </div>

web/src/components/PlayerPlaylistPanel.tsx

@@ -3,7 +3,7 @@ import { Check, Film, ListVideo, Play, Search, X } from 'lucide-react'
 
 import { imageURL } from '../api/client'
 import type { Media } from '../types'
-import { seriesTitleFromPath } from '../utils/groupSeries'
+import { seasonLabel, seasonSortOrder, seriesTitleFromPath } from '../utils/groupSeries'
 
 export type SeasonGroup = {
   season: number
@@ -42,7 +42,7 @@ export function PlayerPlaylistPanel({
       list.sort((a, b) => (a.episode_num || 0) - (b.episode_num || 0))
     }
     return Array.from(seasonsMap.entries())
-      .sort(([a], [b]) => a - b)
+      .sort(([a], [b]) => seasonSortOrder(a) - seasonSortOrder(b))
       .map(([season, list]) => ({ season, episodes: list }))
   }, [episodes])
 
@@ -128,7 +128,7 @@ export function PlayerPlaylistPanel({
                     : 'bg-white/5 text-white/70 hover:bg-white/10 hover:text-white'
                 }`}
               >
-                <span>{season === 0 ? '特别篇' : `第 ${season} 季`}</span>
+                <span>{seasonLabel(season)}</span>
                 <span className="text-[10px] opacity-75">({sesEps.length})</span>
                 {isPlayingThisSeason && !isSelected && (
                   <span className="h-1.5 w-1.5 rounded-full bg-rose-400" />

web/src/pages/LibraryPage.tsx

@@ -132,6 +132,7 @@ export function LibraryPage() {
     selectedEpisodes,
     visibleEpisodes,
     selectedSeriesEpisodes,
+    selectedSeriesAllEpisodes,
     selectedSeriesMediaIDs,
     handleSeriesClick,
     clearSelectedSeries,
@@ -172,7 +173,7 @@ export function LibraryPage() {
     role,
     library,
     selectedSeries,
-    selectedSeriesEpisodes,
+    selectedSeriesEpisodes: selectedSeriesAllEpisodes,
     reloadCurrentLibrary,
     clearSelectedSeries,
     setManualMovie,

web/src/pages/LibrarySeriesEpisodes.tsx

@@ -5,17 +5,8 @@ import { imageURL } from '../api/client'
 import { ExternalPlayerButton } from '../components/ExternalPlayerButton'
 import type { Media } from '../types'
 import {
-  BONUS_SEASON,
-  EXTRA_SEASON,
   isTheatricalFeature,
-  NCED_SEASON,
-  NCOP_SEASON,
-  OAD_SEASON,
-  OMAKE_SEASON,
-  ONA_SEASON,
-  OVA_SEASON,
-  OVD_SEASON,
-  PICTURE_DRAMA_SEASON,
+  seasonLabel,
   seriesTitleFromPath,
   THEATRICAL_SEASON,
 } from '../utils/groupSeries'
@@ -148,24 +139,6 @@ export function LibrarySeriesEpisodes({
   )
 }
 
-function seasonLabel(season: number): string {
-  switch (season) {
-    case 0: return '特别篇'
-    case THEATRICAL_SEASON: return '剧场版'
-    case OVA_SEASON: return 'OVA'
-    case OAD_SEASON: return 'OAD'
-    case OVD_SEASON: return 'OVD'
-    case ONA_SEASON: return 'ONA'
-    case EXTRA_SEASON: return 'Extra'
-    case BONUS_SEASON: return 'Bonus'
-    case OMAKE_SEASON: return 'Omake'
-    case PICTURE_DRAMA_SEASON: return 'Picture Drama'
-    case NCOP_SEASON: return 'NCOP'
-    case NCED_SEASON: return 'NCED'
-    default: return `第 ${season} 季`
-  }
-}
-
 function episodeDisplayTitle(ep: Media, siblings: Media[]): string {
   let mainTitle = ''
   const epTitle = ep.episode_title?.trim()

web/src/pages/PlayerPage.tsx

@@ -9,9 +9,15 @@ import { danmakuAPI, type DanmakuAnime, type DanmakuLoadedInfo } from '../api/da
 import { playbackAPI } from '../api/playback'
 import { subtitlesAPI, type SubtitleTrack } from '../api/subtitles'
 import { systemAPI } from '../api/system'
+import { profileAPI } from '../api/profile'
+import { useAuthStore } from '../stores/auth'
 import type { Media } from '../types'
 import { getSeriesKey, seriesTitleFromPath } from '../utils/groupSeries'
 import { isRemoteEmbyID } from '../utils/remoteEmby'
+import {
+  normalizeSubtitleChineseMode,
+  type SubtitleChineseMode,
+} from '../utils/subtitleChinese'
 import { pickPlayerMode, needsTranscodeForBrowser, isDirectStreamMedia, type PlayerMode } from './playerPageModel'
 import { classifyDirectPlayError } from './directPlayError'
 import { apiErrorMessage } from './StrmManagePage'
@@ -51,6 +57,15 @@ export function PlayerPage() {
   const [mode, setMode] = useState<PlayerMode>('direct')
   const [subs, setSubs] = useState<SubtitleTrack[]>([])
   const [subtitleIndex, setSubtitleIndex] = useState<number>(0)
+  const authUser = useAuthStore((state) => state.user)
+  const setAuthUser = useAuthStore((state) => state.setUser)
+  const [subtitleChineseMode, setSubtitleChineseMode] =
+    useState<SubtitleChineseMode>(() =>
+      normalizeSubtitleChineseMode(authUser?.subtitle_chinese_mode),
+    )
+  const persistedSubtitleChineseModeRef = useRef(subtitleChineseMode)
+  const subtitlePreferenceTouchedRef = useRef(false)
+  const subtitlePreferenceSaveQueueRef = useRef<Promise<void>>(Promise.resolve())
   const [hlsUnavailable, setHlsUnavailable] = useState(false)
   const [playerError, setPlayerError] = useState('')
   // 媒体元数据加载失败（404 / 无权限等）：舞台区直接展示错误而不是永远「加载中」
@@ -112,6 +127,24 @@ export function PlayerPage() {
       .finally(() => setDirectOnlyKnown(true))
   }, [])
 
+  // 每次进入播放器都从数据库刷新用户的字幕转换偏好；本地登录缓存只用作首屏初值。
+  useEffect(() => {
+    let cancelled = false
+    profileAPI
+      .get()
+      .then((user) => {
+        if (cancelled || subtitlePreferenceTouchedRef.current) return
+        const savedMode = normalizeSubtitleChineseMode(user.subtitle_chinese_mode)
+        persistedSubtitleChineseModeRef.current = savedMode
+        setSubtitleChineseMode(savedMode)
+        setAuthUser(user)
+      })
+      .catch(() => undefined)
+    return () => {
+      cancelled = true
+    }
+  }, [setAuthUser])
+
   // 读取宿主机已保存的弹幕参数作为面板初始值（无 admin 权限也可读）。
   useEffect(() => {
     danmakuAPI
@@ -761,6 +794,30 @@ export function PlayerPage() {
     }
   }, [directOnly, hlsStartSec, isDirectStream, mode, setPlaybackMode, subs, subtitleIndex])
 
+  const changeSubtitleChineseMode = useCallback(
+    (nextMode: SubtitleChineseMode) => {
+      subtitlePreferenceTouchedRef.current = true
+      setSubtitleChineseMode(nextMode)
+
+      const save = subtitlePreferenceSaveQueueRef.current.then(async () => {
+        const user = await profileAPI.update({ subtitle_chinese_mode: nextMode })
+        persistedSubtitleChineseModeRef.current = nextMode
+        setAuthUser(user)
+        toast.success('字幕转换偏好已保存，后续播放将自动沿用')
+      })
+      subtitlePreferenceSaveQueueRef.current = save.catch(() => undefined)
+      void save.catch(() => {
+        setSubtitleChineseMode((currentMode) =>
+          currentMode === nextMode
+            ? persistedSubtitleChineseModeRef.current
+            : currentMode,
+        )
+        toast.error('字幕转换偏好保存失败，已恢复上次设置')
+      })
+    },
+    [setAuthUser],
+  )
+
   const handleVideoError = useCallback(() => {
     const video = ref.current
     if (mode !== 'direct') {
@@ -846,6 +903,8 @@ export function PlayerPage() {
         subs={subs}
         subtitleIndex={subtitleIndex}
         onSelectSubtitle={selectSubtitle}
+        subtitleChineseMode={subtitleChineseMode}
+        onSubtitleChineseModeChange={changeSubtitleChineseMode}
         videoRef={ref}
         onVideoError={handleVideoError}
         danmakuEnabled={danmakuEnabled}

web/src/pages/PlayerVideoStage.tsx

@@ -4,6 +4,10 @@ import type { PointerEvent, ReactNode, RefObject } from 'react'
 import { subtitlesAPI, type SubtitleTrack } from '../api/subtitles'
 import { type DanmakuAnime, type DanmakuLoadedInfo } from '../api/danmaku'
 import type { Media } from '../types'
+import {
+  loadSubtitleChineseConverter,
+  type SubtitleChineseMode,
+} from '../utils/subtitleChinese'
 import { DanmakuStage } from '../components/DanmakuStage'
 import { PlayerControls } from '../components/PlayerControls'
 
@@ -64,6 +68,8 @@ type PlayerVideoStageProps = {
   /** 当前激活字幕轨道：-1=关闭，0..n-1=对应轨道。 */
   subtitleIndex: number
   onSelectSubtitle: (index: number) => void
+  subtitleChineseMode: SubtitleChineseMode
+  onSubtitleChineseModeChange: (mode: SubtitleChineseMode) => void
   videoRef: RefObject<HTMLVideoElement>
   onVideoError: () => void
   danmakuEnabled: boolean
@@ -102,6 +108,8 @@ export function PlayerVideoStage({
   subs,
   subtitleIndex,
   onSelectSubtitle,
+  subtitleChineseMode,
+  onSubtitleChineseModeChange,
   videoRef,
   onVideoError,
   danmakuEnabled,
@@ -137,6 +145,8 @@ export function PlayerVideoStage({
   const revealControlsOnlyRef = useRef(false)
   // 当前展示的字幕文本（由自定义字幕层渲染，100% 透明无黑框）
   const [activeCueText, setActiveCueText] = useState<string>('')
+  const [subtitleChineseConverter, setSubtitleChineseConverter] =
+    useState<(text: string) => string>(() => (text: string) => text)
   // 独立保存完整 WebVTT 时间轴。HLS seek 会替换媒体源，Chromium 此时可能清空
   // <track>.track.cues；独立时间轴不受 MediaSource 重挂载和轨道 mode 切换影响。
   const [subtitleTimeline, setSubtitleTimeline] = useState<{
@@ -146,6 +156,32 @@ export function PlayerVideoStage({
   // 直连 302 尚未完成时插入 <track> 会中断加载并误报播放失败；等 canplay 再挂。
   const [tracksArmed, setTracksArmed] = useState(false)
 
+  useEffect(() => {
+    const selectedTrack = subs[subtitleIndex]
+    let cancelled = false
+
+    setSubtitleChineseConverter(() => (text: string) => text)
+    if (
+      subtitleChineseMode === 'original' ||
+      selectedTrack?.source !== 'external' ||
+      selectedTrack.delivery !== 'webvtt'
+    ) {
+      return
+    }
+
+    void loadSubtitleChineseConverter(subtitleChineseMode)
+      .then((converter) => {
+        if (!cancelled) setSubtitleChineseConverter(() => converter)
+      })
+      .catch(() => {
+        // 字典分包加载失败时保留原文，避免影响字幕正常显示。
+      })
+
+    return () => {
+      cancelled = true
+    }
+  }, [subs, subtitleIndex, subtitleChineseMode])
+
   useEffect(() => {
     setTracksArmed(false)
     const video = videoRef.current
@@ -281,7 +317,7 @@ export function PlayerVideoStage({
             .filter((cue) => absoluteTime >= cue.startTime && absoluteTime <= cue.endTime)
             .map((cue) => cue.text),
         )
-        setActiveCueText(texts.join('\n'))
+        setActiveCueText(subtitleChineseConverter(texts.join('\n')))
         return
       }
 
@@ -315,7 +351,7 @@ export function PlayerVideoStage({
           }
         }
       }
-      setActiveCueText(uniqueSubtitleTexts(texts).join('\n'))
+      setActiveCueText(subtitleChineseConverter(uniqueSubtitleTexts(texts).join('\n')))
     }
 
     const apply = () => {
@@ -370,7 +406,16 @@ export function PlayerVideoStage({
         }
       }
     }
-  }, [subtitleIndex, subs, videoRef, media, streamOffset, subtitleTimeline, tracksArmed])
+  }, [
+    subtitleIndex,
+    subs,
+    videoRef,
+    media,
+    streamOffset,
+    subtitleTimeline,
+    tracksArmed,
+    subtitleChineseConverter,
+  ])
 
   // 根据视频画面宽高比与舞台宽高比，确定视频在哪个轴向撑满 100%
   const isWiderThanStage =
@@ -464,6 +509,8 @@ export function PlayerVideoStage({
             subs={subs}
             subtitleIndex={subtitleIndex}
             onSelectSubtitle={onSelectSubtitle}
+            subtitleChineseMode={subtitleChineseMode}
+            onSubtitleChineseModeChange={onSubtitleChineseModeChange}
             danmakuOpen={danmakuOpen}
             danmakuEnabled={danmakuEnabled}
             onToggleDanmaku={onToggleDanmaku}

web/src/pages/useLibrarySeriesSelection.ts

@@ -2,20 +2,11 @@ import { useEffect, useMemo } from 'react'
 
 import type { Media } from '../types'
 import {
-  BONUS_SEASON,
-  EXTRA_SEASON,
+  expandSeriesMediaVersions,
   getSeriesKey,
   isTheatricalFeature,
-  NCED_SEASON,
-  NCOP_SEASON,
-  OAD_SEASON,
-  OMAKE_SEASON,
-  ONA_SEASON,
-  OVA_SEASON,
-  OVD_SEASON,
-  PICTURE_DRAMA_SEASON,
+  seasonSortOrder,
   specialSectionForMedia,
-  THEATRICAL_SEASON,
   type SeriesCard,
 } from '../utils/groupSeries'
 
@@ -87,11 +78,17 @@ export function useLibrarySeriesSelection({
     [selectedEpisodes],
   )
 
-  const selectedSeriesMediaIDs = useMemo(
-    () => selectedSeriesEpisodes.filter((ep) => !isTheatricalFeature(ep)).map((ep) => ep.id),
+  // 批量/整剧操作必须覆盖被折叠进 versions 的每一行, 否则只作用到代表行。
+  const selectedSeriesAllEpisodes = useMemo(
+    () => expandSeriesMediaVersions(selectedSeriesEpisodes),
     [selectedSeriesEpisodes],
   )
 
+  const selectedSeriesMediaIDs = useMemo(
+    () => selectedSeriesAllEpisodes.filter((ep) => !isTheatricalFeature(ep)).map((ep) => ep.id),
+    [selectedSeriesAllEpisodes],
+  )
+
   useEffect(() => {
     if (loading) return
     if (!isSeries) {
@@ -141,26 +138,9 @@ export function useLibrarySeriesSelection({
     selectedEpisodes,
     visibleEpisodes,
     selectedSeriesEpisodes,
+    selectedSeriesAllEpisodes,
     selectedSeriesMediaIDs,
     handleSeriesClick,
     clearSelectedSeries,
   }
 }
-
-function seasonSortOrder(season: number): number {
-  switch (season) {
-    case 0: return 0
-    case OVA_SEASON: return 1
-    case OAD_SEASON: return 2
-    case OVD_SEASON: return 3
-    case ONA_SEASON: return 4
-    case EXTRA_SEASON: return 5
-    case BONUS_SEASON: return 6
-    case OMAKE_SEASON: return 7
-    case PICTURE_DRAMA_SEASON: return 8
-    case NCOP_SEASON: return 9
-    case NCED_SEASON: return 10
-    case THEATRICAL_SEASON: return 11
-    default: return 100 + season
-  }
-}

web/src/pages/useMediaDetailPageState.ts

@@ -8,6 +8,7 @@ import { playbackAPI } from '../api/playback'
 import { confirmActionResult } from '../components/confirmAction'
 import { useEpisodeArtworkPreference } from '../hooks/useEpisodeArtworkPreference'
 import type { Media } from '../types'
+import { seasonSortOrder } from '../utils/groupSeries'
 import { mediaLibraryBackTarget } from './MediaDetailPageModel'
 
 interface MediaDetailPageStateParams {
@@ -77,7 +78,7 @@ export function useMediaDetailPageState({ id, navigate }: MediaDetailPageStatePa
       list.sort((a, b) => (a.episode_num || 0) - (b.episode_num || 0))
     }
     return Array.from(seasons.entries())
-      .sort(([a], [b]) => a - b)
+      .sort(([a], [b]) => seasonSortOrder(a) - seasonSortOrder(b))
       .map(([season, list]) => ({ season, episodes: list }))
   }, [episodes])
 

web/src/types/auth.ts

@@ -7,6 +7,7 @@ export interface User {
   email?: string
   avatar_url?: string
   hide_adult?: boolean
+  subtitle_chinese_mode?: 'original' | 'simplified' | 'traditional'
   force_password_reset: boolean
   is_active: boolean
   allowed_library_ids?: string[]

web/src/utils/groupSeries.ts

@@ -127,6 +127,31 @@ export function isTheatricalFeature(media: Media): boolean {
   return THEATRICAL_TITLE_RE.test(`${media.title || ''} ${path}`) || THEATRICAL_FOLDER_RE.test(path)
 }
 
+/**
+ * 把剧集列表展开成"每一行 media"。
+ *
+ * 剧集接口会把同一集的多版本(含被误判折叠的行)合成一个 item, 真实的行放在
+ * `versions` 里, 顶层只保留代表行。批量操作(整剧匹配 / 整剧刮削 / 编辑整剧 /
+ * 删除整剧)必须作用到每一行, 否则只会更新代表行, 折叠掉的版本被漏掉。
+ *
+ * 注意 `versions` 已包含代表行本身, 因此命中 versions 时不要再额外加回 item,
+ * 否则会重复。仅用于「操作」而非展示——展示仍按折叠后的剧集渲染版本切换器。
+ */
+export function expandSeriesMediaVersions(episodes: Media[] = []): Media[] {
+  const out: Media[] = []
+  const seen = new Set<string>()
+  for (const ep of episodes) {
+    if (!ep) continue
+    const rows = ep.versions && ep.versions.length > 0 ? ep.versions : [ep]
+    for (const row of rows) {
+      if (!row || !row.id || seen.has(row.id)) continue
+      seen.add(row.id)
+      out.push(row)
+    }
+  }
+  return out
+}
+
 const SPECIAL_SECTION_PATTERNS: Array<[number, RegExp]> = [
   [OVA_SEASON, /(?:^|[^a-z0-9])ovas?(?:[\s._-]*\d+)?(?:[^a-z0-9]|$)/i],
   [OAD_SEASON, /(?:^|[^a-z0-9])oads?(?:[\s._-]*\d+)?(?:[^a-z0-9]|$)/i],
@@ -151,6 +176,49 @@ export function specialSectionForMedia(media: Media): number | null {
   return null
 }
 
+/**
+ * 季按钮显示顺序:第一季、第二季 … 第 XX 季 → 特别篇 → 剧场版 → OVA → OAD → 其余特典。
+ *
+ * 正片季(季号 > 0)按季号升序排最前;特殊分区(0 / 负数季)按固定优先级排在后面。
+ * 各季分组页(剧集库 / 详情页 / 播放器选集)共用这一顺序,避免三处各排各的。
+ */
+export function seasonSortOrder(season: number): number {
+  if (season > 0) return season
+  switch (season) {
+    case 0: return 1000 // 特别篇紧随正片
+    case THEATRICAL_SEASON: return 1001 // 剧场版
+    case OVA_SEASON: return 1002
+    case OAD_SEASON: return 1003
+    case OVD_SEASON: return 1004
+    case ONA_SEASON: return 1005
+    case EXTRA_SEASON: return 1006
+    case BONUS_SEASON: return 1007
+    case OMAKE_SEASON: return 1008
+    case PICTURE_DRAMA_SEASON: return 1009
+    case NCOP_SEASON: return 1010
+    case NCED_SEASON: return 1011
+    default: return 2000 // 未知季兜底,排最后
+  }
+}
+
+export function seasonLabel(season: number): string {
+  switch (season) {
+    case 0: return '特别篇'
+    case THEATRICAL_SEASON: return '剧场版'
+    case OVA_SEASON: return 'OVA'
+    case OAD_SEASON: return 'OAD'
+    case OVD_SEASON: return 'OVD'
+    case ONA_SEASON: return 'ONA'
+    case EXTRA_SEASON: return 'Extra'
+    case BONUS_SEASON: return 'Bonus'
+    case OMAKE_SEASON: return 'Omake'
+    case PICTURE_DRAMA_SEASON: return 'Picture Drama'
+    case NCOP_SEASON: return 'NCOP'
+    case NCED_SEASON: return 'NCED'
+    default: return `第 ${season} 季`
+  }
+}
+
 export function isSeriesCard(card: SeriesCard): boolean {
   return (
     card.count > 1 ||

web/src/utils/subtitleChinese.ts

@@ -0,0 +1,30 @@
+export type SubtitleChineseMode = 'original' | 'simplified' | 'traditional'
+
+type ChineseConverter = (text: string) => string
+
+const identity: ChineseConverter = (text) => text
+
+export function normalizeSubtitleChineseMode(value: unknown): SubtitleChineseMode {
+  return value === 'simplified' || value === 'traditional' ? value : 'original'
+}
+
+let simplifiedConverter: Promise<ChineseConverter> | undefined
+let traditionalConverter: Promise<ChineseConverter> | undefined
+
+export function loadSubtitleChineseConverter(
+  mode: SubtitleChineseMode,
+): Promise<ChineseConverter> {
+  if (mode === 'original') return Promise.resolve(identity)
+
+  if (mode === 'simplified') {
+    simplifiedConverter ??= import('opencc-js/t2cn').then(({ Converter }) =>
+      Converter({ from: 't', to: 'cn' }),
+    )
+    return simplifiedConverter
+  }
+
+  traditionalConverter ??= import('opencc-js/cn2t').then(({ Converter }) =>
+    Converter({ from: 'cn', to: 'tw' }),
+  )
+  return traditionalConverter
+}