diff --git a/internal/service/cloud/cloud.go b/internal/service/cloud/cloud.go
index 12d0d83..34dee4c 100644
--- a/internal/service/cloud/cloud.go
+++ b/internal/service/cloud/cloud.go
@@ -2,7 +2,7 @@
 // external-storage subsystem to expose remote files as playable media via
 // HTTP 302 redirects.
 //
-// The design mirrors how Alist / MoviePilot offload playback: instead of the
+// The design offloads playback to the cloud provider: instead of the
 // host downloading and re-streaming bytes, a provider resolves a file to a
 // short-lived direct download URL and the player is 302-redirected straight to
 // the cloud CDN. The host only performs a tiny redirect, freeing its CPU and
diff --git a/internal/service/external_search.go b/internal/service/external_search.go
index 4891bc9..b60fc3d 100644
--- a/internal/service/external_search.go
+++ b/internal/service/external_search.go
@@ -37,7 +37,7 @@ type ExternalMediaResult struct {
 }
 
 // SearchExternalMedia fans out one normalized search intent to TMDb, Douban
-// and Bangumi. This mirrors MoviePilot's separation of "metadata discovery"
+// and Bangumi. This keeps a clean separation of "metadata discovery"
 // from later tracker searching/downloading, but keeps our Go service small.
 func SearchExternalMedia(ctx context.Context, query string, year int, mediaType string, tmdb *TMDbProvider, douban *DoubanProvider, bangumi *BangumiProvider) []ExternalMediaResult {
 	query = strings.TrimSpace(query)
diff --git a/internal/service/filemanager.go b/internal/service/filemanager.go
index 3209dab..cf7e892 100644
--- a/internal/service/filemanager.go
+++ b/internal/service/filemanager.go
@@ -1,7 +1,7 @@
 // Package service — server-side file browser and safe local file operations.
 //
 // FileManagerService exposes a strict, allow-listed view of the server's
-// filesystem. The design follows MoviePilot's StorageChain boundary: callers
+// filesystem. The design follows a StorageChain boundary: callers
 // work with file-item-like records, while this service owns path validation,
 // local storage operations, and mutation safety.
 package service
diff --git a/internal/service/media_classifier_test.go b/internal/service/media_classifier_test.go
index 2a25702..41d7114 100644
--- a/internal/service/media_classifier_test.go
+++ b/internal/service/media_classifier_test.go
@@ -12,7 +12,7 @@ import (
 	"github.com/ShukeBta/MediaStationGo/internal/repository"
 )
 
-func TestClassifyMediaCategoryMatchesMoviePilotStyleRules(t *testing.T) {
+func TestClassifyMediaCategoryMatchesSmartRules(t *testing.T) {
 	tests := []struct {
 		name  string
 		input mediaClassifyInput
diff --git a/internal/service/organize_naming_test.go b/internal/service/organize_naming_test.go
index fd2676d..3bb6c8f 100644
--- a/internal/service/organize_naming_test.go
+++ b/internal/service/organize_naming_test.go
@@ -133,7 +133,7 @@ func TestOrganizeDirectoryHonorsConfiguredNamingFormats(t *testing.T) {
 	}
 }
 
-func TestOrganizeDirectoryHonorsMoviePilotStyleNamingFormat(t *testing.T) {
+func TestOrganizeDirectoryHonorsTemplateNamingFormat(t *testing.T) {
 	root := t.TempDir()
 	dest := filepath.Join(root, "media")
 	repos := newOrganizerTestRepo(t)
@@ -156,7 +156,7 @@ func TestOrganizeDirectoryHonorsMoviePilotStyleNamingFormat(t *testing.T) {
 
 	want := filepath.Join(dest, "电视剧", "Verify Show (2026)", "Season 1", "Verify Show - S01E02 - 第 2 集.mkv")
 	if _, err := os.Stat(want); err != nil {
-		t.Fatalf("MoviePilot-style naming format not honored, want %q: %v", want, err)
+		t.Fatalf("template naming format not honored, want %q: %v", want, err)
 	}
 }
 
diff --git a/internal/service/organizer_directory.go b/internal/service/organizer_directory.go
index 05ba0d2..ee02e61 100644
--- a/internal/service/organizer_directory.go
+++ b/internal/service/organizer_directory.go
@@ -293,7 +293,7 @@ func (o *OrganizerService) organizeSourceFile(ctx context.Context, src, sourceRo
 	if category := strings.TrimSpace(mediaCategoryOverride); category != "" {
 		layout.Category = sanitizeFilename(category)
 	} else if category := o.smartClassifySourceFile(ctx, src, sourceRoot, layout.MediaType, title, parsedTitle, metadataMatch); category != "" {
-		// MoviePilot 的分类策略以识别后的元数据为主，下载/源目录只作为
+		// 智能分类以识别后的元数据为主，下载/源目录只作为
 		// 兜底提示。这里即使源目录已有二级分类，也允许 TMDb/Bangumi/NFO
 		// 识别结果修正到真正的分类，避免错误目录导致错误入库。
 		layout.Category = category
diff --git a/internal/service/organizer_test.go b/internal/service/organizer_test.go
index a42cf17..0b1f172 100644
--- a/internal/service/organizer_test.go
+++ b/internal/service/organizer_test.go
@@ -122,7 +122,7 @@ func TestOrganizeMediaUsesEpisodeNFOSeason(t *testing.T) {
 	}
 }
 
-func TestOrganizeMediaAddsMoviePilotStyleTypeRootForGenericMediaRoot(t *testing.T) {
+func TestOrganizeMediaAddsTypeRootForGenericMediaRoot(t *testing.T) {
 	root := t.TempDir()
 	mediaRoot := filepath.Join(root, "media")
 	sourceDir := filepath.Join(root, "downloads", "国产剧")
diff --git a/internal/service/subscription_planner.go b/internal/service/subscription_planner.go
index 4a49d8d..5e78bcd 100644
--- a/internal/service/subscription_planner.go
+++ b/internal/service/subscription_planner.go
@@ -141,7 +141,7 @@ func selectPreparedSubscriptionCandidates(candidates []siteSearchCandidate, sub
 
 	mediaType := normalizeMediaType(sub.MediaType, sub.Name+" "+sub.Filter, "")
 	if !isSubscriptionSeriesType(mediaType) {
-		// 对齐 MoviePilot：非洗版订阅成功下载一次即满足，媒体库/下载中已存在则不再重复下载。
+		// 非洗版订阅成功下载一次即满足，媒体库/下载中已存在则不再重复下载。
 		if (sub == nil || !sub.WashEnabled) && local.LocalMediaCount > 0 {
 			return nil
 		}
@@ -253,7 +253,7 @@ func stableDownloadURLKey(raw string) string {
 	return base
 }
 
-// defaultExcludeWords 是参考 MoviePilot 默认过滤的「垃圾版本」排除清单，对所有订阅生效，
+// defaultExcludeWords 是默认过滤的「垃圾版本」排除清单，对所有订阅生效，
 // 与用户自定义排除词合并。拉丁词在 containsAnyExcludeToken 里按词边界匹配以避免子串误伤。
 const defaultExcludeWords = "cam,ts,tc,telesync,telecine,hdcam,hdts,枪版,抢先,抢鲜,预告,trailer,sample"