diff --git a/app/Blog/Support/PageCacheMiddleware.php b/app/Blog/Support/PageCacheMiddleware.php
index 70c45f8..2250490 100644
--- a/app/Blog/Support/PageCacheMiddleware.php
+++ b/app/Blog/Support/PageCacheMiddleware.php
@@ -28,12 +28,16 @@ class PageCacheMiddleware
         $ttl = (int) config('blog.page_cache_ttl', 300);
 
         if ($cached = Cache::get($key)) {
+            self::increment('hits');
+
             return response($cached['body'], 200, [
                 'Content-Type' => $cached['type'],
                 'Cache-Control' => 'public, max-age='.$ttl,
             ]);
         }
 
+        self::increment('misses');
+
         $response = $next($request);
 
         if ($response->getStatusCode() === 200) {
@@ -61,6 +65,35 @@ class PageCacheMiddleware
         return count((array) Cache::get(self::TAG.'_keys', []));
     }
 
+    /**
+     * 命中/未命中统计（按日滚动），用于判断前台缓存效果。
+     */
+    public static function stats(): array
+    {
+        $hits = (int) Cache::get(self::TAG.'_hits', 0);
+        $misses = (int) Cache::get(self::TAG.'_misses', 0);
+        $total = $hits + $misses;
+
+        return [
+            'hits' => $hits,
+            'misses' => $misses,
+            'count' => self::count(),
+            'rate' => $total > 0 ? round($hits / $total * 100, 1) : 0.0,
+        ];
+    }
+
+    public static function resetStats(): void
+    {
+        Cache::forget(self::TAG.'_hits');
+        Cache::forget(self::TAG.'_misses');
+    }
+
+    private static function increment(string $metric): void
+    {
+        $key = self::TAG.'_'.$metric;
+        Cache::put($key, (int) Cache::get($key, 0) + 1, now()->addDay());
+    }
+
     private static function rememberKey(string $key): void
     {
         $keys = (array) Cache::get(self::TAG.'_keys', []);
diff --git a/app/Blog/Support/PluginManager.php b/app/Blog/Support/PluginManager.php
index 1766b08..fc1296d 100644
--- a/app/Blog/Support/PluginManager.php
+++ b/app/Blog/Support/PluginManager.php
@@ -81,6 +81,7 @@ class PluginManager
                 'title' => $manifest['title'] ?? $name,
                 'version' => $manifest['version'] ?? '0.0.0',
                 'description' => $manifest['description'] ?? '',
+                'usage' => $manifest['usage'] ?? '',
                 'author' => $manifest['author'] ?? '',
                 'enabled' => $this->isEnabled($basename),
                 'requires' => $requires,
diff --git a/app/Filament/Widgets/BlogStats.php b/app/Filament/Widgets/BlogStats.php
index ace94d6..69482e1 100644
--- a/app/Filament/Widgets/BlogStats.php
+++ b/app/Filament/Widgets/BlogStats.php
@@ -17,6 +17,8 @@ class BlogStats extends BaseWidget
 
     protected function getStats(): array
     {
+        $cache = \App\Blog\Support\PageCacheMiddleware::stats();
+
         return [
             Stat::make('文章', Post::published()->count())
                 ->description('总浏览量 '.number_format((float) Post::sum('views')))
@@ -26,6 +28,9 @@ class BlogStats extends BaseWidget
                 ->icon('heroicon-o-chat-bubble-left-right'),
             Stat::make('用户', User::count())
                 ->icon('heroicon-o-users'),
+            Stat::make('页面缓存', $cache['count'].' 条')
+                ->description('命中率 '.$cache['rate'].'%（命中 '.$cache['hits'].' / 未命中 '.$cache['misses'].'，按日滚动）')
+                ->icon('heroicon-o-bolt'),
         ];
     }
 }
diff --git a/docs/plugins.md b/docs/plugins.md
index d3d9795..a714e94 100644
--- a/docs/plugins.md
+++ b/docs/plugins.md
@@ -21,6 +21,7 @@ plugins/{vendor}.{name}/
     "title": "插件标题",
     "version": "1.0.0",
     "description": "插件描述",
+    "usage": "使用说明（多行文本，后台插件卡片「使用说明」折叠展示）",
     "author": "作者",
     "type": "core",
     "provider": "Plugins\\Vendor\\Name\\ServiceProvider",
@@ -34,6 +35,7 @@ plugins/{vendor}.{name}/
 |------|------|
 | `provider` | 入口类 FQCN；缺省时自动推断 `src/ServiceProvider.php` |
 | `requires` | 依赖的其他插件（如会员依赖支付），按 `vendor.name` 引用 |
+| `usage` | 使用说明（换行文本），后台插件卡片可折叠查看 |
 | `filament_pages` / `filament_resources` | 注册到后台的页面/资源（由 `PluginPages` 汇总，统一归入「插件」导航分组） |
 
 ## 依赖管理（requires 强制校验）
diff --git a/plugins/neatstudio.ai-moderation/plugin.json b/plugins/neatstudio.ai-moderation/plugin.json
index 1fe2f1f..8290968 100644
--- a/plugins/neatstudio.ai-moderation/plugin.json
+++ b/plugins/neatstudio.ai-moderation/plugin.json
@@ -7,5 +7,6 @@
     "provider": "Plugins\\Neatstudio\\AiModeration\\ServiceProvider",
     "filament_pages": [
         "Plugins\\Neatstudio\\AiModeration\\Filament\\Pages\\AiSettings"
-    ]
+    ],
+    "usage": "1. 后台「AI 设置」配置 Base URL / API Key / 模型（OpenAI 兼容，支持 DeepSeek/通义等）\n2. 新评论会自动进入 AI 审核队列（可在「AI 设置」页实时查看进度）\n3. 文章列表点「AI 润色」生成润色稿，确认后采纳\n4. 需要消费者运行：php artisan workerman:serve 或 php artisan queue:work --queue=default,ai"
 }
diff --git a/plugins/neatstudio.blog-seo/plugin.json b/plugins/neatstudio.blog-seo/plugin.json
index 0649bee..83726d3 100644
--- a/plugins/neatstudio.blog-seo/plugin.json
+++ b/plugins/neatstudio.blog-seo/plugin.json
@@ -4,5 +4,6 @@
     "description": "完善 SEO（结构化数据/OG 标签）+ GEO（llms.txt / Markdown 导出，面向 AI 搜索引擎优化）",
     "author": "LaraLog",
     "type": "core",
-    "provider": "Plugins\\Neatstudio\\BlogSeo\\ServiceProvider"
+    "provider": "Plugins\\Neatstudio\\BlogSeo\\ServiceProvider",
+    "usage": "无需额外配置，启用即生效：\n- SEO：页面 title/description/keywords、OG/Twitter 标签、JSON-LD（BlogPosting/WebSite）自动输出\n- GEO：/llms.txt 站点摘要、/posts/{slug}.md 文章 Markdown 导出\n- /sitemap.xml、/robots.txt 由核心路由提供\n站点名/描述等在「博客设置 → 站点」配置，社交账号在「博客设置 → 社交账号」配置"
 }
diff --git a/plugins/neatstudio.membership/plugin.json b/plugins/neatstudio.membership/plugin.json
index 84e7bab..00f4cc1 100644
--- a/plugins/neatstudio.membership/plugin.json
+++ b/plugins/neatstudio.membership/plugin.json
@@ -5,9 +5,12 @@
     "author": "LaraLog",
     "type": "core",
     "provider": "Plugins\\Neatstudio\\Membership\\ServiceProvider",
-    "requires": ["neatstudio.payment"],
+    "requires": [
+        "neatstudio.payment"
+    ],
     "filament_resources": [
         "Plugins\\Neatstudio\\Membership\\Filament\\Resources\\MembershipPlanResource",
         "Plugins\\Neatstudio\\Membership\\Filament\\Resources\\SubscriptionResource"
-    ]
+    ],
+    "usage": "1. 后台创建会员套餐（价格/时长/权限）\n2. 文章编辑页「付费设置」可设单篇价格或会员专享；正文用 [paid]...[/paid] 标记付费块\n3. 前台 /membership 展示套餐，游客解锁或开通会员后可见付费内容\n4. 依赖支付插件：先配置支付或开启沙箱"
 }
diff --git a/plugins/neatstudio.payment/plugin.json b/plugins/neatstudio.payment/plugin.json
index 6d53fb0..bbf7583 100644
--- a/plugins/neatstudio.payment/plugin.json
+++ b/plugins/neatstudio.payment/plugin.json
@@ -10,5 +10,6 @@
     ],
     "filament_resources": [
         "Plugins\\Neatstudio\\Payment\\Filament\\Resources\\PaymentResource"
-    ]
+    ],
+    "usage": "1. 后台「支付设置」配置支付宝/微信凭据，或开启沙箱模式（模拟支付，无需密钥）\n2. 会员套餐、单篇付费文章、市场商品购买都会创建订单并跳转支付\n3. 支付结果在「订单」页查看；沙箱模式走模拟收银台\n4. 真实支付需公网可访问的回调地址（部署后或内网穿透）"
 }
diff --git a/resources/views/filament/pages/plugins.blade.php b/resources/views/filament/pages/plugins.blade.php
index ce35941..4ad3be5 100644
--- a/resources/views/filament/pages/plugins.blade.php
+++ b/resources/views/filament/pages/plugins.blade.php
@@ -17,6 +17,13 @@
                         <p class="mt-1 flex-1 text-sm text-gray-500 dark:text-gray-400">{{ $plugin['description'] }}</p>
                         <p class="mt-2 text-xs text-gray-400">v{{ $plugin['version'] }} · {{ $plugin['vendor'] }}.{{ $plugin['name'] }}</p>
 
+                        @if(! empty($plugin['usage']))
+                            <details class="mt-2">
+                                <summary class="cursor-pointer text-xs text-primary-600">使用说明</summary>
+                                <div class="mt-1 whitespace-pre-wrap text-xs text-gray-500 dark:text-gray-400">{{ $plugin['usage'] }}</div>
+                            </details>
+                        @endif
+
                         @if(! empty($plugin['dependencies']))
                             <div class="mt-2 flex flex-wrap items-center gap-1">
                                 <span class="text-xs text-gray-400">依赖：</span>
diff --git a/tests/Feature/PluginDependencyTest.php b/tests/Feature/PluginDependencyTest.php
index baf6d47..0150fff 100644
--- a/tests/Feature/PluginDependencyTest.php
+++ b/tests/Feature/PluginDependencyTest.php
@@ -73,6 +73,7 @@ class PluginDependencyTest extends TestCase
         $this->assertSame(['neatstudio.payment'], $member['requires']);
         $this->assertTrue($member['dependencies'][0]['ok']);
         $this->assertEmpty($member['dependency_errors']);
+        $this->assertNotEmpty($member['usage']);
 
         // 停用依赖后，依赖状态应变为失败
         $manager->disable('neatstudio.membership');