diff --git a/internal/handler/media.go b/internal/handler/media.go
index 9306dff..b9db987 100644
--- a/internal/handler/media.go
+++ b/internal/handler/media.go
@@ -123,7 +123,7 @@ func listLibrariesHandler(svc *service.Container) gin.HandlerFunc {
 			for i, l := range libs {
 				libIDs[i] = l.ID
 			}
-			counts, _ := svc.Repo.Media.CountByLibraries(ctx, libIDs, repository.MediaQueryFilter{
+			counts, _ := svc.Media.CountLibrariesCached(ctx, libIDs, repository.MediaQueryFilter{
 				IncludeNSFW:       visibility.IncludeNSFW,
 				AllowedLibraryIDs: visibility.AllowedLibraryIDs,
 				HiddenLibraryIDs:  visibility.HiddenLibraryIDs,
diff --git a/internal/handler/playback.go b/internal/handler/playback.go
index 0c414f0..7face4c 100644
--- a/internal/handler/playback.go
+++ b/internal/handler/playback.go
@@ -85,6 +85,18 @@ func toggleFavouriteHandler(svc *service.Container) gin.HandlerFunc {
 func listFavouritesHandler(svc *service.Container) gin.HandlerFunc {
 	return func(c *gin.Context) {
 		uid, _ := c.Get(middleware.CtxUserID)
+		if c.Query("ids") == "1" {
+			ids, err := svc.Playback.ListFavouriteIDs(c.Request.Context(), uid.(string))
+			if err != nil {
+				c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+				return
+			}
+			if ids == nil {
+				ids = []string{}
+			}
+			c.JSON(http.StatusOK, gin.H{"ids": ids})
+			return
+		}
 		items, err := svc.Playback.ListFavourites(c.Request.Context(), uid.(string))
 		if err != nil {
 			c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
diff --git a/internal/service/emby_remote_web.go b/internal/service/emby_remote_web.go
index 346e5d7..ae3f741 100644
--- a/internal/service/emby_remote_web.go
+++ b/internal/service/emby_remote_web.go
@@ -388,6 +388,17 @@ func (r *EmbyRemoteService) RemoteMediaDetail(ctx context.Context, mount *model.
 // remoteMediaDetailRaw 拉取远程条目详情，同时返回原始载荷（ID 已伪装），
 // 供调用方免二次请求读取 Type / SeriesId 等字段。
 func (r *EmbyRemoteService) remoteMediaDetailRaw(ctx context.Context, mount *model.EmbyMount, acct *model.StrmAccount, remoteID string) (*model.Media, map[string]any, error) {
+	cacheKey := ""
+	if r != nil && r.cache != nil && mount != nil && remoteID != "" {
+		cacheKey = r.remoteCacheKey("detail", mount.ID, remoteID)
+		var cached struct {
+			Media *model.Media   `json:"media"`
+			Raw   map[string]any `json:"raw"`
+		}
+		if r.cache.GetJSON(ctx, cacheKey, &cached) && cached.Media != nil {
+			return cached.Media, cached.Raw, nil
+		}
+	}
 	cfg, err := r.remoteConfigWithToken(ctx, acct)
 	if err != nil {
 		return nil, nil, err
@@ -400,6 +411,12 @@ func (r *EmbyRemoteService) remoteMediaDetailRaw(ctx context.Context, mount *mod
 	}
 	RewriteEmbyRemoteIDs(out, mount.ID)
 	m := r.MapRemoteItemToMedia(ctx, mount, acct, cfg, out)
+	if cacheKey != "" {
+		r.cache.SetJSON(ctx, cacheKey, struct {
+			Media *model.Media   `json:"media"`
+			Raw   map[string]any `json:"raw"`
+		}{Media: &m, Raw: out}, r.remoteMediaCacheTTL())
+	}
 	return &m, out, nil
 }
 
diff --git a/internal/service/image_resize.go b/internal/service/image_resize.go
index 2ac19e9..e620ba4 100644
--- a/internal/service/image_resize.go
+++ b/internal/service/image_resize.go
@@ -241,6 +241,11 @@ func (p *ImageProxy) serveResizedFromFile(w http.ResponseWriter, r *http.Request
 	if serveCachedImageFile(w, r, key, cachePath) {
 		return true
 	}
+	// 本地海报大多已经是一百多 KB 的 JPEG。先解码再缩放会把 2 核机器的
+	// 并发槽（2）堵成数秒队列。体积已经适合直接下发时，不要排队。
+	if serveCompactOriginal(w, r, srcPath, stat) {
+		return true
+	}
 
 	release, ok := p.acquireResizeSlot(r.Context())
 	if !ok {
@@ -273,6 +278,39 @@ func (p *ImageProxy) serveResizedFromFile(w http.ResponseWriter, r *http.Request
 	return true
 }
 
+// compactImageSkipBytes 是“直接出原图”的体积上限。超过它的原图（多兆字节
+// 的剧照、未压缩 sidecar）仍然走缩放，避免把大文件直接塞给电视端。
+// ponytail: 200KB 覆盖这台机器上的典型海报（平均约 100KB）；更大的图仍排队缩放。
+const compactImageSkipBytes = 200 * 1024
+
+// serveCompactOriginal 在源文件已经很小且是浏览器可直接显示的 JPEG/WebP 时
+// 跳过解码。返回 false 表示仍应走缩放路径。
+func serveCompactOriginal(w http.ResponseWriter, r *http.Request, srcPath string, stat os.FileInfo) bool {
+	if stat == nil || stat.Size() <= 0 || stat.Size() > compactImageSkipBytes {
+		return false
+	}
+	file, err := os.Open(srcPath) // #nosec G304 -- srcPath is an allowed local path or a SHA-derived cache path.
+	if err != nil {
+		return false
+	}
+	var header [12]byte
+	n, _ := file.Read(header[:])
+	_ = file.Close()
+	if !isCompactWebImage(header[:n]) {
+		return false
+	}
+	return serveImageFile(w, r, filepath.Base(srcPath), srcPath, imageBrowserCacheControl)
+}
+
+func isCompactWebImage(header []byte) bool {
+	if len(header) >= 3 && header[0] == 0xff && header[1] == 0xd8 && header[2] == 0xff {
+		return true
+	}
+	return len(header) >= 12 &&
+		string(header[0:4]) == "RIFF" &&
+		string(header[8:12]) == "WEBP"
+}
+
 // writeResizeCache 原子写入缩放结果；失败只记日志，不影响本次响应。
 func (p *ImageProxy) writeResizeCache(cachePath string, data []byte) {
 	dir := filepath.Dir(cachePath)
diff --git a/internal/service/image_resize_test.go b/internal/service/image_resize_test.go
index f2f187b..a570caf 100644
--- a/internal/service/image_resize_test.go
+++ b/internal/service/image_resize_test.go
@@ -4,6 +4,7 @@ import (
 	"bytes"
 	"image"
 	"image/color"
+	"image/jpeg"
 	"image/png"
 	"net/http/httptest"
 	"os"
@@ -274,3 +275,27 @@ func TestServeResizedFromFileUsesCacheBeforeDecodingSource(t *testing.T) {
 		t.Fatal("expected cached thumbnail to be reused without decoding the source")
 	}
 }
+
+func TestServeResizedFromFileSkipsDecodeForCompactJPEG(t *testing.T) {
+	dir := t.TempDir()
+	src := dir + string(os.PathSeparator) + "poster.jpg"
+	var buf bytes.Buffer
+	if err := jpeg.Encode(&buf, image.NewRGBA(image.Rect(0, 0, 800, 1200)), &jpeg.Options{Quality: 40}); err != nil {
+		t.Fatalf("encode jpeg: %v", err)
+	}
+	if buf.Len() == 0 || buf.Len() > compactImageSkipBytes {
+		t.Fatalf("test jpeg is %d bytes, want a compact poster", buf.Len())
+	}
+	if err := os.WriteFile(src, buf.Bytes(), 0o644); err != nil {
+		t.Fatalf("write source: %v", err)
+	}
+
+	proxy := &ImageProxy{cacheDir: dir + string(os.PathSeparator) + "cache"}
+	rec := httptest.NewRecorder()
+	if !proxy.serveResizedFromFile(rec, httptest.NewRequest("GET", "/x?maxWidth=120", nil), src, imageResizeOptions{MaxWidth: 120}) {
+		t.Fatal("expected compact jpeg to be served")
+	}
+	if !bytes.Equal(rec.Body.Bytes(), buf.Bytes()) {
+		t.Fatal("expected the original jpeg, not a decoded thumbnail")
+	}
+}
diff --git a/internal/service/media_cache.go b/internal/service/media_cache.go
index 39f3927..10ad7a8 100644
--- a/internal/service/media_cache.go
+++ b/internal/service/media_cache.go
@@ -69,6 +69,23 @@ func (s *MediaService) seriesCardsCacheKey(libraryID string, visibility MediaVis
 	return "media:series-cards:" + hex.EncodeToString(sum[:])
 }
 
+func (s *MediaService) libraryCountCacheKey(libraryIDs []string, filter repository.MediaQueryFilter) string {
+	ids := append([]string(nil), libraryIDs...)
+	allowed := append([]string(nil), filter.AllowedLibraryIDs...)
+	hidden := append([]string(nil), filter.HiddenLibraryIDs...)
+	sort.Strings(ids)
+	sort.Strings(allowed)
+	sort.Strings(hidden)
+	sum := sha1.Sum([]byte(strings.Join([]string{
+		"counts",
+		strings.Join(ids, ","),
+		fmt.Sprintf("%t", filter.IncludeNSFW),
+		strings.Join(allowed, ","),
+		strings.Join(hidden, ","),
+	}, "|")))
+	return "media:lib-counts:" + hex.EncodeToString(sum[:])
+}
+
 func (s *MediaService) mediaCacheTTLSeconds() int {
 	if s == nil || s.cfg == nil || s.cfg.Cache.MediaTTLSeconds < 1 {
 		return 90
@@ -82,6 +99,18 @@ func (s *MediaService) mediaObjectTTL() time.Duration {
 	return time.Duration(s.mediaCacheTTLSeconds()) * time.Second
 }
 
+// derivedReadCacheTTL 给首页预览、剧集分组、库计数这类派生读缓存一个更长的
+// 下限。扫描/刮削/删改都会走 invalidateMediaCache 清掉 media: 前缀，所以
+// 拉长 TTL 不会在写入后继续吐旧卡片。配置里的 TTL 更长时仍以配置为准。
+func (s *MediaService) derivedReadCacheTTL() time.Duration {
+	ttl := s.mediaObjectTTL()
+	const floor = 10 * time.Minute
+	if ttl < floor {
+		return floor
+	}
+	return ttl
+}
+
 func hashObjectCacheKey(parts []string) string {
 	sum := sha1.Sum([]byte(strings.Join(parts, "|")))
 	return hex.EncodeToString(sum[:])
diff --git a/internal/service/media_library.go b/internal/service/media_library.go
index 9baa960..fa959f2 100644
--- a/internal/service/media_library.go
+++ b/internal/service/media_library.go
@@ -2,7 +2,6 @@ package service
 
 import (
 	"context"
-	"time"
 
 	"github.com/truewhile/MeBox/internal/model"
 	"github.com/truewhile/MeBox/internal/repository"
@@ -24,6 +23,31 @@ func (s *MediaService) ListLibraries(ctx context.Context) ([]model.Library, erro
 	return s.repo.Library.List(ctx)
 }
 
+// CountLibrariesCached returns per-library media totals. The homepage metadata
+// request asks for every library, and the underlying COUNT is repeated on each
+// refresh. Writes already drop the media: prefix, so a longer TTL is safe.
+func (s *MediaService) CountLibrariesCached(ctx context.Context, libraryIDs []string, filter repository.MediaQueryFilter) (map[string]int64, error) {
+	if len(libraryIDs) == 0 {
+		return map[string]int64{}, nil
+	}
+	cacheKey := s.libraryCountCacheKey(libraryIDs, filter)
+	var cached map[string]int64
+	if s.cache != nil && s.cache.GetJSON(ctx, cacheKey, &cached) && cached != nil {
+		return cached, nil
+	}
+	counts, err := s.repo.Media.CountByLibraries(ctx, libraryIDs, filter)
+	if err != nil {
+		return nil, err
+	}
+	if counts == nil {
+		counts = map[string]int64{}
+	}
+	if s.cache != nil {
+		s.cache.SetJSON(ctx, cacheKey, counts, s.derivedReadCacheTTL())
+	}
+	return counts, nil
+}
+
 // ListLibrariesWithPreview returns libraries populated with item counts and latest preview cards.
 func (s *MediaService) ListLibrariesWithPreview(ctx context.Context, libraries []model.Library, visibility MediaVisibility, cardLimit int) ([]LibraryPreviewItem, error) {
 	return s.listLibrariesWithPreview(ctx, libraries, visibility, cardLimit, true)
@@ -120,7 +144,7 @@ func (s *MediaService) listLibrariesWithPreview(ctx context.Context, libraries [
 	}
 
 	if s.cache != nil {
-		s.cache.SetJSON(ctx, cacheKey, libraryPreviewCacheValue{Items: out}, time.Duration(s.mediaCacheTTLSeconds())*time.Second)
+		s.cache.SetJSON(ctx, cacheKey, libraryPreviewCacheValue{Items: out}, s.derivedReadCacheTTL())
 	}
 
 	return out, nil
diff --git a/internal/service/media_series.go b/internal/service/media_series.go
index d0c7e9b..7d1311c 100644
--- a/internal/service/media_series.go
+++ b/internal/service/media_series.go
@@ -70,7 +70,7 @@ func (s *MediaService) libraryRowsWithIndex(ctx context.Context, libraryID strin
 	cards := groupMediaSeriesCardsByKeys(rows, keys)
 	value := &libraryRowsCacheValue{Rows: rows, Resolver: resolver, Episodes: episodes, Cards: cards}
 	if s.cache != nil {
-		s.cache.SetObject(cacheKey, value, s.mediaObjectTTL())
+		s.cache.SetObject(cacheKey, value, s.derivedReadCacheTTL())
 	}
 	return value, nil
 }
@@ -99,7 +99,7 @@ func (s *MediaService) ListLibrarySeriesCards(ctx context.Context, libraryID str
 	}
 	total := int64(len(cards))
 	if s.cache != nil {
-		s.cache.SetObject(cacheKey, &seriesCardsCacheValue{Cards: cards, Total: total}, s.mediaObjectTTL())
+		s.cache.SetObject(cacheKey, &seriesCardsCacheValue{Cards: cards, Total: total}, s.derivedReadCacheTTL())
 	}
 	return cards, total, nil
 }
diff --git a/internal/service/playback.go b/internal/service/playback.go
index c0f9ec3..486a8cc 100644
--- a/internal/service/playback.go
+++ b/internal/service/playback.go
@@ -265,6 +265,23 @@ func (p *PlaybackService) ListFavourites(ctx context.Context, userID string) ([]
 	return out, nil
 }
 
+// ListFavouriteIDs returns the user's favourite media IDs without hydrating
+// remote Emby items. Heart-icon state only needs the IDs; fetching each remote
+// detail on every library open adds a few hundred milliseconds.
+func (p *PlaybackService) ListFavouriteIDs(ctx context.Context, userID string) ([]string, error) {
+	favs, err := p.repo.Favorite.ListByUser(ctx, userID)
+	if err != nil {
+		return nil, err
+	}
+	ids := make([]string, 0, len(favs))
+	for _, fav := range favs {
+		if fav.MediaID != "" {
+			ids = append(ids, fav.MediaID)
+		}
+	}
+	return ids, nil
+}
+
 // ─── Playlists ──────────────────────────────────────────────────────────────
 
 // CreatePlaylist persists a new playlist owned by userID.
diff --git a/web/src/api/playback.ts b/web/src/api/playback.ts
index f3abbc6..3be394d 100644
--- a/web/src/api/playback.ts
+++ b/web/src/api/playback.ts
@@ -61,6 +61,9 @@ export const playbackAPI = {
   listFavourites: () =>
     api.get<{ items: Media[] }>('/favourites').then((r) => r.data.items),
 
+  listFavouriteIDs: () =>
+    api.get<{ ids: string[] }>('/favourites', { params: { ids: 1 } }).then((r) => r.data.ids ?? []),
+
   listPlaylists: () =>
     api.get<{ items: Playlist[] }>('/playlists').then((r) => r.data.items),
 
diff --git a/web/src/hooks/useFavourites.ts b/web/src/hooks/useFavourites.ts
index 9bfd95d..820823c 100644
--- a/web/src/hooks/useFavourites.ts
+++ b/web/src/hooks/useFavourites.ts
@@ -10,10 +10,10 @@ export function useFavourites() {
   useEffect(() => {
     let cancelled = false
     playbackAPI
-      .listFavourites()
+      .listFavouriteIDs()
       .then((items) => {
         if (!cancelled) {
-          setFavouriteIDs(new Set((items ?? []).map((item) => item.id)))
+          setFavouriteIDs(new Set(items ?? []))
         }
       })
       .catch(() => {
diff --git a/web/src/pages/HomePage.tsx b/web/src/pages/HomePage.tsx
index f8f6561..7e91859 100644
--- a/web/src/pages/HomePage.tsx
+++ b/web/src/pages/HomePage.tsx
@@ -8,6 +8,7 @@ import type { SeriesCard } from '../utils/groupSeries'
 import { fetchLibraries, peekLibraries } from '../utils/libraryCache'
 import { usePinnedLibraries } from '../hooks/usePinnedLibraries'
 import { sortByPinnedIds } from '../utils/pinnedLibraries'
+import { partitionPreviewIDs } from '../utils/remoteEmby'
 import {
   ContinueWatchingSection,
   ContinueWatchingSkeleton,
@@ -18,7 +19,6 @@ import {
   HomeLoadingState,
 } from './HomePageSections'
 
-const PREVIEW_BATCH_SIZE = 4
 const hasArtwork = (media?: Media | null) => !!(media?.poster_url || media?.backdrop_url)
 
 export function HomePage() {
@@ -102,12 +102,10 @@ export function HomePage() {
     if (targets.length === 0) return
     targets.forEach((id) => fetchingPreviewLimitsRef.current.set(id, limit))
 
-    const batches: string[][] = []
-    for (let i = 0; i < targets.length; i += PREVIEW_BATCH_SIZE) {
-      batches.push(targets.slice(i, i + PREVIEW_BATCH_SIZE))
-    }
+    // 本地库一次拉完（同一条窗口查询、缓存键稳定）。远程库单独一批，
+    // 避免一个慢的 Emby 挂载拖住整页预览。
+    const batches = partitionPreviewIDs(targets)
 
-    // 分批并发：一个慢库不再阻塞整页预览，先返回的批次立即渲染。
     await Promise.allSettled(
       batches.map(async (batch) => {
         let loaded = false
diff --git a/web/src/pages/LibrariesPage.tsx b/web/src/pages/LibrariesPage.tsx
index 0b6046d..299beba 100644
--- a/web/src/pages/LibrariesPage.tsx
+++ b/web/src/pages/LibrariesPage.tsx
@@ -15,6 +15,7 @@ import type { Library } from '../types'
 import type { SeriesCard } from '../utils/groupSeries'
 import { fetchLibraries, invalidateLibraries, peekLibraries } from '../utils/libraryCache'
 import { sortLibraryPreviews } from '../utils/pinnedLibraries'
+import { partitionPreviewIDs } from '../utils/remoteEmby'
 
 export function LibrariesPage() {
   const [libraries, setLibraries] = useState<Library[]>([])
@@ -33,30 +34,33 @@ export function LibrariesPage() {
     if (targets.length === 0) return
     targets.forEach((id) => fetchingRef.current.add(id))
 
-    let loaded = false
-    try {
-      const rows = await libraryAPI.listPreviews(targets, 10)
-      loaded = true
-      setLibraryData((prev) => {
-        const next = { ...prev }
-        for (const row of rows) {
-          next[row.id] = {
-            cards: row.cards ?? [],
-            total: row.total ?? 0,
-          }
+    const batches = partitionPreviewIDs(targets)
+    await Promise.allSettled(
+      batches.map(async (batch) => {
+        let loaded = false
+        try {
+          const rows = await libraryAPI.listPreviews(batch, 10)
+          loaded = true
+          setLibraryData((prev) => {
+            const next = { ...prev }
+            for (const row of rows) {
+              next[row.id] = {
+                cards: row.cards ?? [],
+                total: row.total ?? 0,
+              }
+            }
+            return next
+          })
+        } catch {
+          // 单个批次失败不影响其他批次。
+        } finally {
+          batch.forEach((id) => {
+            if (loaded) fetchedLibIdsRef.current.add(id)
+            fetchingRef.current.delete(id)
+          })
         }
-        return next
-      })
-    } catch {
-      // 容错
-    } finally {
-      targets.forEach((id) => {
-        if (loaded) {
-          fetchedLibIdsRef.current.add(id)
-        }
-        fetchingRef.current.delete(id)
-      })
-    }
+      }),
+    )
   }, [])
 
   const loadLibraries = useCallback(async (options?: { force?: boolean }) => {
diff --git a/web/src/utils/remoteEmby.ts b/web/src/utils/remoteEmby.ts
index 7a39805..2c44a64 100644
--- a/web/src/utils/remoteEmby.ts
+++ b/web/src/utils/remoteEmby.ts
@@ -3,4 +3,19 @@
 // embyremote~{accountID}~{remoteID}。
 export function isRemoteEmbyID(id?: string | null): boolean {
   return Boolean(id && id.startsWith('embyremote~'))
+}
+
+// partitionPreviewIDs 把本地库和远程库拆开。混在一个预览请求里时，本地 SQL
+// 会等最慢的远程 Emby 回来才一起返回。
+export function partitionPreviewIDs(ids: string[]): string[][] {
+  const local: string[] = []
+  const remote: string[] = []
+  for (const id of ids) {
+    if (isRemoteEmbyID(id)) remote.push(id)
+    else local.push(id)
+  }
+  const batches: string[][] = []
+  if (local.length > 0) batches.push(local)
+  if (remote.length > 0) batches.push(remote)
+  return batches
 }
\ No newline at end of file