diff --git a/.claude-flow/metrics/system-metrics.json b/.claude-flow/metrics/system-metrics.json
index b5d23eb..40fa797 100644
--- a/.claude-flow/metrics/system-metrics.json
+++ b/.claude-flow/metrics/system-metrics.json
@@ -1,842 +1,1310 @@
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 ]
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index ad31952..3b97d8c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -72,3 +72,6 @@ logs/
 storage/
 data/
 certbot/
+ 
+# Ignore local contributor guide copy
+AGENTS.md
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diff --git a/.playwright-mcp/hero-layout-logo-and-text-right-large.png b/.playwright-mcp/hero-layout-logo-and-text-right-large.png
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diff --git a/.playwright-mcp/logo-customization-controls.png b/.playwright-mcp/logo-customization-controls.png
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diff --git a/.playwright-mcp/mobile-filter-view.png b/.playwright-mcp/mobile-filter-view.png
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index 0000000..09f66eb
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diff --git a/.playwright-mcp/mobile-fixed-layout.png b/.playwright-mcp/mobile-fixed-layout.png
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diff --git a/.playwright-mcp/mobile-issue-check.png b/.playwright-mcp/mobile-issue-check.png
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diff --git a/DEPLOYMENT_GUIDE.md b/DEPLOYMENT_GUIDE.md
index 4d28baa..8d5493b 100644
--- a/DEPLOYMENT_GUIDE.md
+++ b/DEPLOYMENT_GUIDE.md
@@ -170,8 +170,15 @@ Update `.env` with:
 - `REDIS_PASSWORD` - Redis password
 - `SMTP_*` - Email configuration
 - **URL Configuration** (for backend CORS):
-  - `FRONTEND_URL` - Frontend URL (e.g., `http://localhost:3000` for Docker)
-  - `ADMIN_URL` - Admin URL (e.g., `http://localhost:3000` for Docker)
+  - `FRONTEND_URL` - Frontend origin (use full URL with scheme, no trailing slash)
+    - Example (Docker): `http://localhost:3000`
+  - `ADMIN_URL` - Admin origin (same as `FRONTEND_URL` for Docker; full URL, no trailing slash)
+    - Example (Docker): `http://localhost:3000`
+  
+  Notes:
+  - Do not include trailing `/` (e.g., use `http://host:3000`, not `http://host:3000/`).
+  - Always include the scheme (`http://` or `https://`).
+  - The backend compares origins strictly for CORS; malformed values will cause login requests to fail with 500.
 
 ### Frontend Configuration (frontend/.env)
 Create `frontend/.env` from `frontend/.env.example`:
@@ -181,9 +188,10 @@ cp frontend/.env.example frontend/.env
 
 Update `frontend/.env` with:
 - `VITE_API_URL` - Backend API URL
-  - For Docker deployment: `http://localhost:3001/api`
-  - For non-Docker local dev: `http://localhost:3001`
-  - For production with reverse proxy: `/api`
+  - Docker (pre-built images) and production behind reverse proxy: `/api` (recommended; avoids CORS and matches the frontend Nginx proxy in the image)
+  - Local dev (Vite): `http://localhost:3001` or `/api` if proxying through a dev proxy
+
+Note: When using pre-built frontend images, runtime container env does not change the already-built JS. Prefer the default `/api` and let the frontend Nginx proxy forward to the backend.
 
 ⚠️ **IMPORTANT PORT CONFIGURATION**: 
 - The frontend runs on port **3000** in Docker (exposed via nginx)
@@ -246,8 +254,8 @@ docker compose ps
 ### Access Points
 
 By default, services are exposed on:
-- Frontend: http://localhost:3000
-- Backend/API: http://localhost:3001
+- Frontend (UI + Admin): http://localhost:3000 (admin at `/admin`)
+- Backend/API: http://localhost:3001 (API only; no UI routes)
 - PostgreSQL: localhost:5432 (if needed)
 - Redis: localhost:6379 (if needed)
 
@@ -318,7 +326,11 @@ After deployment, you must complete the first login process which includes manda
 
 ### Step 2: Access Admin Panel
 
-1. Navigate to your admin panel URL (e.g., `http://your-domain.com:3001/admin` or `https://your-domain.com/admin`)
+1. Navigate to your frontend domain and open the admin section:
+   - `http://your-domain.com/admin` (behind reverse proxy)
+   - `http://localhost:3000/admin` (Docker local)
+   
+   The backend at `:3001` serves API only and does not serve the admin UI.
 2. Login using:
    - **Email**: `admin@example.com` (or your custom admin email)
    - **Password**: The auto-generated password from the logs
@@ -392,7 +404,16 @@ server {
         proxy_set_header X-Forwarded-Proto $scheme;
     }
 
-    # Backend API
+    # Frontend (serves UI and /admin/*)
+    location / {
+        proxy_pass http://localhost:3000;
+        proxy_set_header Host $host;
+        proxy_set_header X-Real-IP $remote_addr;
+        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
+        proxy_set_header X-Forwarded-Proto $scheme;
+    }
+
+    # Backend API and protected resources
     location /api {
         proxy_pass http://localhost:3001;
         proxy_set_header Host $host;
@@ -400,21 +421,11 @@ server {
         proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
         proxy_set_header X-Forwarded-Proto $scheme;
     }
-
-    # Protected photos and uploads
     location ~ ^/(photos|thumbnails|uploads) {
         proxy_pass http://localhost:3001;
         proxy_set_header Host $host;
         proxy_set_header X-Real-IP $remote_addr;
         proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
-    }
-
-    # Admin routes
-    location /admin {
-        proxy_pass http://localhost:3001;
-        proxy_set_header Host $host;
-        proxy_set_header X-Real-IP $remote_addr;
-        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
         proxy_set_header X-Forwarded-Proto $scheme;
     }
 }
@@ -735,4 +746,4 @@ For issues and questions:
   - Error messages
   - Log output
   - Environment details (without secrets)
-  - Steps to reproduce
\ No newline at end of file
+  - Steps to reproduce
diff --git a/SIMPLE_SETUP.md b/SIMPLE_SETUP.md
index 4e25157..64cbc73 100644
--- a/SIMPLE_SETUP.md
+++ b/SIMPLE_SETUP.md
@@ -166,8 +166,10 @@ sudo ./setup.sh --native --unattended \
 ## 🌐 Access Methods
 
 ### Direct Access (Simplest)
-- **Docker**: `http://your-server:3000` (frontend), `http://your-server:3001/admin` (admin)
-- **Native**: `http://your-server:3001/admin` (admin panel)
+- Docker: `http://your-server:3000` (frontend and admin at `/admin`)
+- Backend/API: `http://your-server:3001` (API only; no UI routes)
+  
+For native installs, serve the built frontend (e.g., with nginx or Caddy) and access the admin at `/admin` on the frontend domain.
 
 ### With Domain & HTTPS
 If configured during setup:
@@ -175,9 +177,23 @@ If configured during setup:
 - `https://your-domain.com/admin` - Admin panel
 
 ### Behind Existing Proxy
-Add to your Nginx/Apache configuration:
+Add to your Nginx/Apache configuration (split frontend vs backend):
 ```nginx
+# Frontend (UI + /admin/*)
 location / {
+    proxy_pass http://localhost:3000;
+    proxy_http_version 1.1;
+    proxy_set_header Upgrade $http_upgrade;
+    proxy_set_header Connection 'upgrade';
+    proxy_set_header Host $host;
+    proxy_cache_bypass $http_upgrade;
+    proxy_set_header X-Real-IP $remote_addr;
+    proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
+    proxy_set_header X-Forwarded-Proto $scheme;
+}
+
+# Backend API and protected resources
+location /api {
     proxy_pass http://localhost:3001;
     proxy_http_version 1.1;
     proxy_set_header Upgrade $http_upgrade;
@@ -189,6 +205,14 @@ location / {
     proxy_set_header X-Forwarded-Proto $scheme;
     client_max_body_size 100M;
 }
+location ~ ^/(photos|thumbnails|uploads) {
+    proxy_pass http://localhost:3001;
+    proxy_http_version 1.1;
+    proxy_set_header Host $host;
+    proxy_set_header X-Real-IP $remote_addr;
+    proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
+    proxy_set_header X-Forwarded-Proto $scheme;
+}
 ```
 
 ## 📁 Managing Galleries
@@ -516,4 +540,4 @@ sudo ./setup.sh --native \
 
 ---
 
-**PicPeak Setup v1.0** | [Documentation](https://github.com/yourusername/wedding-photo-sharing) | [Support](https://github.com/yourusername/wedding-photo-sharing/issues)
\ No newline at end of file
+**PicPeak Setup v1.0** | [Documentation](https://github.com/yourusername/wedding-photo-sharing) | [Support](https://github.com/yourusername/wedding-photo-sharing/issues)
diff --git a/backend/data/photo_sharing.db b/backend/data/photo_sharing.db
index 67b636f..bd8a5bb 100644
Binary files a/backend/data/photo_sharing.db and b/backend/data/photo_sharing.db differ
diff --git a/backend/database.sqlite b/backend/database.sqlite
new file mode 100644
index 0000000..e69de29
diff --git a/backend/test-filter.js b/backend/test-filter.js
new file mode 100644
index 0000000..44e8461
--- /dev/null
+++ b/backend/test-filter.js
@@ -0,0 +1,63 @@
+// Test script for filter functionality
+const axios = require('axios');
+
+const API_URL = 'http://localhost:3001/api';
+const TEST_SLUG = 'wedding-test-feedback-event-2025-09-02';
+const TEST_PASSWORD = 'StrongTiger3610%';
+
+async function testFilterFunctionality() {
+  try {
+    console.log('Testing filter functionality...\n');
+    
+    // 1. Authenticate to get JWT token
+    console.log('1. Authenticating with gallery...');
+    const authResponse = await axios.post(`${API_URL}/auth/gallery-login`, {
+      slug: TEST_SLUG,
+      password: TEST_PASSWORD
+    });
+    
+    const token = authResponse.data.token;
+    console.log('✅ Authentication successful\n');
+    
+    // 2. Test fetching all photos (no filter)
+    console.log('2. Fetching all photos (no filter)...');
+    const allPhotosResponse = await axios.get(`${API_URL}/gallery/${TEST_SLUG}/photos`, {
+      headers: { Authorization: `Bearer ${token}` }
+    });
+    console.log(`✅ Found ${allPhotosResponse.data.photos.length} total photos\n`);
+    
+    // 3. Test fetching with liked filter
+    console.log('3. Testing filter for liked photos...');
+    const guestId = 'test_guest_123';
+    const likedPhotosResponse = await axios.get(`${API_URL}/gallery/${TEST_SLUG}/photos`, {
+      params: { filter: 'liked', guest_id: guestId },
+      headers: { Authorization: `Bearer ${token}` }
+    });
+    console.log(`✅ Found ${likedPhotosResponse.data.photos.length} liked photos for guest ${guestId}\n`);
+    
+    // 4. Test fetching with favorited filter
+    console.log('4. Testing filter for favorited photos...');
+    const favoritedPhotosResponse = await axios.get(`${API_URL}/gallery/${TEST_SLUG}/photos`, {
+      params: { filter: 'favorited', guest_id: guestId },
+      headers: { Authorization: `Bearer ${token}` }
+    });
+    console.log(`✅ Found ${favoritedPhotosResponse.data.photos.length} favorited photos for guest ${guestId}\n`);
+    
+    // 5. Test combined filter
+    console.log('5. Testing combined filter (liked OR favorited)...');
+    const combinedPhotosResponse = await axios.get(`${API_URL}/gallery/${TEST_SLUG}/photos`, {
+      params: { filter: 'liked,favorited', guest_id: guestId },
+      headers: { Authorization: `Bearer ${token}` }
+    });
+    console.log(`✅ Found ${combinedPhotosResponse.data.photos.length} photos that are liked OR favorited\n`);
+    
+    console.log('🎉 All filter tests passed successfully!');
+    
+  } catch (error) {
+    console.error('❌ Test failed:', error.response?.data || error.message);
+    process.exit(1);
+  }
+}
+
+// Run the test
+testFilterFunctionality();
\ No newline at end of file
diff --git a/frontend/src/components/gallery/GallerySidebar.tsx b/frontend/src/components/gallery/GallerySidebar.tsx
index 2d60725..3ccf002 100644
--- a/frontend/src/components/gallery/GallerySidebar.tsx
+++ b/frontend/src/components/gallery/GallerySidebar.tsx
@@ -3,6 +3,7 @@ import { X, Download, Filter, SortAsc, Search, Calendar, Type, HardDrive, Check,
 import { Button } from '../common';
 import { PhotoCategory } from '../../types';
 import { useTranslation } from 'react-i18next';
+import { GalleryFilter, type FilterType } from './GalleryFilter';
 
 interface GallerySidebarProps {
   isOpen: boolean;
@@ -28,6 +29,11 @@ interface GallerySidebarProps {
   galleryLayout?: string;
   allowUploads?: boolean;
   onUploadClick?: () => void;
+  feedbackEnabled?: boolean;
+  filterType?: FilterType;
+  onFilterChange?: (filter: FilterType) => void;
+  likeCount?: number;
+  favoriteCount?: number;
 }
 
 export const GallerySidebar: React.FC<GallerySidebarProps> = ({
@@ -53,7 +59,12 @@ export const GallerySidebar: React.FC<GallerySidebarProps> = ({
   isMobile,
   galleryLayout,
   allowUploads,
-  onUploadClick
+  onUploadClick,
+  feedbackEnabled = false,
+  filterType = 'all',
+  onFilterChange,
+  likeCount = 0,
+  favoriteCount = 0
 }) => {
   const { t } = useTranslation();
   const sidebarRef = useRef<HTMLDivElement>(null);
@@ -201,6 +212,23 @@ export const GallerySidebar: React.FC<GallerySidebarProps> = ({
             </div>
           )}
 
+          {/* Feedback Filter Section */}
+          {feedbackEnabled && onFilterChange && (
+            <div className="p-4 border-b border-neutral-200">
+              <GalleryFilter
+                currentFilter={filterType}
+                onFilterChange={(filter) => {
+                  onFilterChange(filter);
+                  if (isMobile) onClose();
+                }}
+                feedbackEnabled={feedbackEnabled}
+                likeCount={likeCount}
+                favoriteCount={favoriteCount}
+                className="w-full"
+              />
+            </div>
+          )}
+
           {/* Categories Section - Hidden for carousel layout */}
           {galleryLayout !== 'carousel' && categories.length > 0 && (
             <div className="p-4 border-b border-neutral-200">