diff --git a/web/src/app/home/plugins/components/plugin-market/PluginMarketComponent.tsx b/web/src/app/home/plugins/components/plugin-market/PluginMarketComponent.tsx
index 881633fd..2835796a 100644
--- a/web/src/app/home/plugins/components/plugin-market/PluginMarketComponent.tsx
+++ b/web/src/app/home/plugins/components/plugin-market/PluginMarketComponent.tsx
@@ -1,6 +1,13 @@
 'use client';
 
-import { useState, useEffect, useCallback, useRef, Suspense } from 'react';
+import {
+  useState,
+  useEffect,
+  useCallback,
+  useRef,
+  Suspense,
+  useMemo,
+} from 'react';
 import { Input } from '@/components/ui/input';
 import {
   Select,
@@ -23,6 +30,8 @@ import { LoadingSpinner } from '@/components/ui/loading-spinner';
 import { TagsFilter } from './TagsFilter';
 import { PluginTag } from '@/app/infra/http/CloudServiceClient';
 
+import { RecommendationLists, RecommendationList } from './RecommendationLists';
+
 interface SortOption {
   value: string;
   label: string;
@@ -50,6 +59,9 @@ function MarketPageContent({
   const [currentPage, setCurrentPage] = useState(1);
   const [total, setTotal] = useState(0);
   const [sortOption, setSortOption] = useState('install_count_desc');
+  const [recommendationLists, setRecommendationLists] = useState<
+    RecommendationList[]
+  >([]);
 
   const pageSize = 16; // 每页16个，4行x4列
   const searchTimeoutRef = useRef<NodeJS.Timeout | null>(null);
@@ -203,6 +215,20 @@ function MarketPageContent({
     }
   };
 
+  // Fetch recommendation lists
+  useEffect(() => {
+    async function fetchRecommendationLists() {
+      try {
+        const response =
+          await getCloudServiceClientSync().getRecommendationLists();
+        setRecommendationLists(response.lists || []);
+      } catch (error) {
+        console.error('Failed to fetch recommendation lists:', error);
+      }
+    }
+    fetchRecommendationLists();
+  }, []);
+
   // 搜索功能
   const handleSearch = useCallback(
     (query: string) => {
@@ -306,6 +332,39 @@ function MarketPageContent({
     };
   }, []);
 
+  // 计算所有推荐插件的 ID 集合
+  const recommendedPluginIds = useMemo(() => {
+    const ids = new Set<string>();
+    recommendationLists.forEach((list) => {
+      list.plugins.forEach((plugin) => {
+        ids.add(`${plugin.author} / ${plugin.name}`);
+      });
+    });
+    return ids;
+  }, [recommendationLists]);
+
+  // 过滤掉已在推荐列表中展示的插件
+  // 仅在显示推荐列表的条件下（无搜索、无筛选、第一页或后续页的累积数据中）进行过滤
+  // 注意：如果用户翻页，我们希望一直保持去重，否则推荐过的插件会在第二页出现
+  // 但是推荐列表只在第一页且无筛选时显示。
+  // 如果用户进行了筛选/搜索，推荐列表不显示，此时不需要去重。
+  const visiblePlugins = useMemo(() => {
+    const showRecommendations =
+      !searchQuery && componentFilter === 'all' && selectedTags.length === 0;
+
+    if (!showRecommendations) {
+      return plugins;
+    }
+
+    return plugins.filter((p) => !recommendedPluginIds.has(p.pluginId));
+  }, [
+    plugins,
+    recommendedPluginIds,
+    searchQuery,
+    componentFilter,
+    selectedTags,
+  ]);
+
   // 加载更多
   const loadMore = useCallback(() => {
     if (!isLoadingMore && hasMore) {
@@ -494,6 +553,20 @@ function MarketPageContent({
         ref={scrollContainerRef}
         className="flex-1 overflow-y-auto px-3 sm:px-4"
       >
+        {/* Recommendation Lists */}
+        {!searchQuery &&
+          componentFilter === 'all' &&
+          selectedTags.length === 0 &&
+          currentPage === 1 && (
+            <div className="pt-4">
+              <RecommendationLists
+                lists={recommendationLists}
+                tagNames={tagNames}
+                onInstall={handleInstallPlugin}
+              />
+            </div>
+          )}
+
         {isLoading ? (
           <div className="flex items-center justify-center py-12">
             <LoadingSpinner text={t('market.loading')} />
@@ -507,7 +580,7 @@ function MarketPageContent({
         ) : (
           <>
             <div className="grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-3 2xl:grid-cols-4 gap-6 pb-6 pt-4">
-              {plugins.map((plugin) => (
+              {visiblePlugins.map((plugin) => (
                 <PluginMarketCardComponent
                   key={plugin.pluginId}
                   cardVO={plugin}
diff --git a/web/src/app/home/plugins/components/plugin-market/RecommendationLists.tsx b/web/src/app/home/plugins/components/plugin-market/RecommendationLists.tsx
new file mode 100644
index 00000000..9134bb6b
--- /dev/null
+++ b/web/src/app/home/plugins/components/plugin-market/RecommendationLists.tsx
@@ -0,0 +1,139 @@
+'use client';
+
+import { useState } from 'react';
+import { ChevronLeft, ChevronRight, Star } from 'lucide-react';
+import { Button } from '@/components/ui/button';
+import PluginMarketCardComponent from './plugin-market-card/PluginMarketCardComponent';
+import { PluginMarketCardVO } from './plugin-market-card/PluginMarketCardVO';
+import { PluginV4 } from '@/app/infra/entities/plugin';
+import { I18nObject } from '@/app/infra/entities/common';
+import { extractI18nObject } from '@/i18n/I18nProvider';
+import { getCloudServiceClientSync } from '@/app/infra/http';
+import { useTranslation } from 'react-i18next';
+
+export interface RecommendationList {
+  uuid: string;
+  label: I18nObject;
+  sort_order: number;
+  plugins: PluginV4[];
+}
+
+const PAGE_SIZE = 4; // plugins per page in a recommendation row
+
+function pluginToVO(
+  plugin: PluginV4,
+  t: (key: string) => string,
+): PluginMarketCardVO {
+  return new PluginMarketCardVO({
+    pluginId: plugin.author + ' / ' + plugin.name,
+    author: plugin.author,
+    pluginName: plugin.name,
+    label: extractI18nObject(plugin.label),
+    description:
+      extractI18nObject(plugin.description) || t('market.noDescription'),
+    installCount: plugin.install_count,
+    iconURL: getCloudServiceClientSync().getPluginIconURL(
+      plugin.author,
+      plugin.name,
+    ),
+    githubURL: plugin.repository,
+    version: plugin.latest_version,
+    components: plugin.components,
+    tags: plugin.tags || [],
+  });
+}
+
+function RecommendationListRow({
+  list,
+  tagNames,
+  onInstall,
+}: {
+  list: RecommendationList;
+  tagNames: Record<string, string>;
+  onInstall: (author: string, pluginName: string) => void;
+}) {
+  const { t } = useTranslation();
+  const [page, setPage] = useState(0);
+
+  const plugins = list.plugins || [];
+  const totalPages = Math.ceil(plugins.length / PAGE_SIZE);
+  const start = page * PAGE_SIZE;
+  const visiblePlugins = plugins.slice(start, start + PAGE_SIZE);
+
+  if (plugins.length === 0) return null;
+
+  return (
+    <div className="mb-6">
+      <div className="flex items-center justify-between mb-3">
+        <div className="flex items-center gap-2">
+          <Star className="w-4 h-4 text-yellow-500" />
+          <h3 className="font-semibold text-base">
+            {extractI18nObject(list.label)}
+          </h3>
+        </div>
+        {totalPages > 1 && (
+          <div className="flex items-center gap-1">
+            <Button
+              variant="ghost"
+              size="sm"
+              onClick={() => setPage((p) => Math.max(0, p - 1))}
+              disabled={page === 0}
+              className="h-7 w-7 p-0"
+            >
+              <ChevronLeft className="w-4 h-4" />
+            </Button>
+            <span className="text-xs text-muted-foreground px-1">
+              {page + 1} / {totalPages}
+            </span>
+            <Button
+              variant="ghost"
+              size="sm"
+              onClick={() => setPage((p) => Math.min(totalPages - 1, p + 1))}
+              disabled={page >= totalPages - 1}
+              className="h-7 w-7 p-0"
+            >
+              <ChevronRight className="w-4 h-4" />
+            </Button>
+          </div>
+        )}
+      </div>
+      <div className="grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-3 2xl:grid-cols-4 gap-6">
+        {visiblePlugins.map((plugin) => (
+          <PluginMarketCardComponent
+            key={plugin.author + ' / ' + plugin.name}
+            cardVO={pluginToVO(plugin, t)}
+            tagNames={tagNames}
+            onInstall={onInstall}
+          />
+        ))}
+      </div>
+      {totalPages > 1 && <div className="border-b border-border mt-6" />}
+    </div>
+  );
+}
+
+export function RecommendationLists({
+  lists,
+  tagNames,
+  onInstall,
+}: {
+  lists: RecommendationList[];
+  tagNames: Record<string, string>;
+  onInstall: (author: string, pluginName: string) => void;
+}) {
+  if (!lists || lists.length === 0) return null;
+
+  return (
+    <div className="mt-6">
+      {lists.map((list) => (
+        <RecommendationListRow
+          key={list.uuid}
+          list={list}
+          tagNames={tagNames}
+          onInstall={onInstall}
+        />
+      ))}
+      <div className="border-b border-border mb-6" />
+    </div>
+  );
+}
diff --git a/web/src/app/infra/http/CloudServiceClient.ts b/web/src/app/infra/http/CloudServiceClient.ts
index cefd97af..1305f631 100644
--- a/web/src/app/infra/http/CloudServiceClient.ts
+++ b/web/src/app/infra/http/CloudServiceClient.ts
@@ -3,6 +3,8 @@ import {
   ApiRespMarketplacePluginDetail,
   ApiRespMarketplacePlugins,
 } from '@/app/infra/entities/api';
+import { PluginV4 } from '@/app/infra/entities/plugin';
+import { I18nObject } from '@/app/infra/entities/common';
 
 /**
  * 云服务客户端
@@ -98,6 +100,19 @@ export class CloudServiceClient extends BaseHttpClient {
   public getAllTags(): Promise<{ tags: PluginTag[] }> {
     return this.get<{ tags: PluginTag[] }>('/api/v1/marketplace/tags');
   }
+
+  public getRecommendationLists(): Promise<{ lists: RecommendationList[] }> {
+    return this.get<{ lists: RecommendationList[] }>(
+      '/api/v1/marketplace/recommendation-lists',
+    );
+  }
+}
+
+export interface RecommendationList {
+  uuid: string;
+  label: I18nObject;
+  sort_order: number;
+  plugins: PluginV4[];
 }
 
 export interface PluginTag {