diff --git a/web/gallery.html b/web/gallery.html
index 9103432..4bc9b71 100644
--- a/web/gallery.html
+++ b/web/gallery.html
@@ -183,10 +183,14 @@
                                 class="px-4 py-2 bg-gray-600 hover:bg-gray-700 text-white text-sm font-medium rounded-lg transition-colors">
                             ☰ List View
                         </button>
-                        <button id="settingsBtn" 
+                        <button id="settingsBtn"
                                 class="px-4 py-2 bg-gray-600 hover:bg-gray-700 text-white text-sm font-medium rounded-lg transition-colors">
                             ⚙️ Settings
                         </button>
+                        <button id="autoTagBtn"
+                                class="px-4 py-2 bg-purple-600 hover:bg-purple-700 text-white text-sm font-medium rounded-lg transition-colors">
+                            🏷️ Auto Tag
+                        </button>
                     </div>
                 </div>
             </div>
@@ -553,6 +557,243 @@
         </div>
     </div>
 
+    <!-- Auto Tag Modal -->
+    <div id="autoTagModal" class="fixed inset-0 bg-black bg-opacity-50 hidden items-center justify-center z-50">
+        <div class="bg-gray-800 rounded-xl p-6 max-w-lg w-full mx-4 border border-gray-700">
+            <div class="flex items-center justify-between mb-6">
+                <h3 class="text-xl font-semibold text-gray-100">🏷️ Auto Tag Images</h3>
+                <button onclick="hideModal('autoTagModal')" class="p-2 rounded-lg hover:bg-gray-700 transition-colors">
+                    <svg class="w-5 h-5 text-gray-400" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                        <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M6 18L18 6M6 6l12 12"></path>
+                    </svg>
+                </button>
+            </div>
+
+            <!-- Model Selection -->
+            <div class="mb-6">
+                <label class="block text-sm font-medium text-gray-400 mb-3">Model Selection</label>
+                <div class="space-y-3">
+                    <label class="flex items-center justify-between p-4 bg-gray-700 rounded-lg cursor-pointer hover:bg-gray-650 border border-gray-600">
+                        <div class="flex items-center">
+                            <input type="radio" name="autoTagModel" value="gguf" checked class="w-4 h-4 text-purple-600 bg-gray-700 border-gray-600 focus:ring-purple-500">
+                            <div class="ml-3">
+                                <span class="text-gray-100 font-medium">GGUF Model</span>
+                                <span class="text-gray-400 text-sm ml-2">(Recommended, ~4.5GB)</span>
+                            </div>
+                        </div>
+                        <div id="ggufModelStatus" class="flex items-center space-x-2">
+                            <span class="text-gray-400 text-sm">Checking...</span>
+                        </div>
+                    </label>
+                    <label class="flex items-center justify-between p-4 bg-gray-700 rounded-lg cursor-pointer hover:bg-gray-650 border border-gray-600">
+                        <div class="flex items-center">
+                            <input type="radio" name="autoTagModel" value="hf" class="w-4 h-4 text-purple-600 bg-gray-700 border-gray-600 focus:ring-purple-500">
+                            <div class="ml-3">
+                                <span class="text-gray-100 font-medium">HuggingFace Model</span>
+                                <span class="text-gray-400 text-sm ml-2">(~16GB)</span>
+                            </div>
+                        </div>
+                        <div id="hfModelStatus" class="flex items-center space-x-2">
+                            <span class="text-gray-400 text-sm">Checking...</span>
+                        </div>
+                    </label>
+                </div>
+            </div>
+
+            <!-- Prompt Template -->
+            <div class="mb-6">
+                <label class="block text-sm font-medium text-gray-400 mb-2">Tag Generation Prompt</label>
+                <textarea id="autoTagPrompt" rows="6"
+                    class="w-full px-4 py-3 bg-gray-700 border border-gray-600 rounded-lg focus:ring-2 focus:ring-purple-500 focus:border-purple-500 text-gray-100 text-sm font-mono resize-none custom-scrollbar"
+                    placeholder="Enter prompt template...">Generate only comma-separated Danbooru tags (lowercase_underscores, no spaces).
+Include: subject_count (1girl/1boy/etc), gender, ethnicity (asian, caucasian, etc), age_approx (teen, young_woman), body_attributes, face_features, hairstyle, appearance, clothing, accessories, pose, expression, action, camera_angle, camera_shot, scene_composition (wide_shot, long_shot, dutch_angle), environment, background_elements, lighting, mood.
+Prioritize visual accuracy.
+No sentences, no commentary, no captions. Only tags. Keep length short but descriptive.</textarea>
+            </div>
+
+            <!-- Action Buttons -->
+            <div class="flex justify-end space-x-3">
+                <button onclick="hideModal('autoTagModal')"
+                        class="px-6 py-2 bg-gray-600 hover:bg-gray-700 text-white font-medium rounded-lg transition-colors">
+                    Cancel
+                </button>
+                <button id="startReviewBtn"
+                        class="px-6 py-2 bg-blue-600 hover:bg-blue-700 text-white font-medium rounded-lg transition-colors">
+                    👁️ Review
+                </button>
+                <button id="startAutoTagBtn"
+                        class="px-6 py-2 bg-purple-600 hover:bg-purple-700 text-white font-medium rounded-lg transition-colors">
+                    🏷️ Auto Tag
+                </button>
+            </div>
+        </div>
+    </div>
+
+    <!-- Auto Tag Review Modal -->
+    <div id="autoTagReviewModal" class="fixed inset-0 bg-black bg-opacity-50 hidden items-center justify-center z-50">
+        <div class="bg-gray-800 rounded-xl p-6 max-w-4xl w-full mx-4 border border-gray-700">
+            <div class="flex items-center justify-between mb-6">
+                <h3 class="text-xl font-semibold text-gray-100">
+                    👁️ Review Tags
+                    <span class="text-gray-400 text-base font-normal">(<span id="reviewCurrentIndex">1</span> of <span id="reviewTotalCount">0</span>)</span>
+                </h3>
+                <button onclick="window.gallery.cancelReview()" class="p-2 rounded-lg hover:bg-gray-700 transition-colors">
+                    <svg class="w-5 h-5 text-gray-400" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                        <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M6 18L18 6M6 6l12 12"></path>
+                    </svg>
+                </button>
+            </div>
+
+            <div class="grid grid-cols-1 md:grid-cols-2 gap-6">
+                <!-- Image Preview -->
+                <div class="bg-gray-900 rounded-lg p-4">
+                    <img id="reviewImage" src="" alt="Review image" class="w-full h-64 object-contain rounded">
+                    <p id="reviewImageName" class="text-gray-400 text-sm mt-2 text-center truncate">image_name.png</p>
+                </div>
+
+                <!-- Generated Tags -->
+                <div>
+                    <label class="block text-sm font-medium text-gray-400 mb-3">Generated Tags (click to remove)</label>
+                    <div id="reviewTagsContainer" class="flex flex-wrap gap-2 p-4 bg-gray-900 rounded-lg min-h-[200px] max-h-[250px] overflow-y-auto custom-scrollbar">
+                        <!-- Tag chips will be inserted here -->
+                    </div>
+                    <p class="text-gray-500 text-xs mt-2">Click the × on tags to remove them before applying</p>
+                </div>
+            </div>
+
+            <!-- Action Buttons -->
+            <div class="flex justify-between mt-6">
+                <button id="skipReviewBtn"
+                        class="px-6 py-2 bg-gray-600 hover:bg-gray-700 text-white font-medium rounded-lg transition-colors">
+                    ⏭️ Skip
+                </button>
+                <div class="flex space-x-3">
+                    <button onclick="window.gallery.cancelReview()"
+                            class="px-6 py-2 bg-red-600 hover:bg-red-700 text-white font-medium rounded-lg transition-colors">
+                        Cancel All
+                    </button>
+                    <button id="applyReviewBtn"
+                            class="px-6 py-2 bg-green-600 hover:bg-green-700 text-white font-medium rounded-lg transition-colors">
+                        ✅ Apply & Next
+                    </button>
+                </div>
+            </div>
+        </div>
+    </div>
+
+    <!-- Auto Tag Progress Modal -->
+    <div id="autoTagProgressModal" class="fixed inset-0 bg-black bg-opacity-50 hidden items-center justify-center z-50">
+        <div class="bg-gray-800 rounded-xl p-6 max-w-md w-full mx-4 border border-gray-700">
+            <h3 class="text-xl font-semibold text-gray-100 mb-6">🏷️ Auto Tagging Progress</h3>
+
+            <!-- Current File -->
+            <div class="mb-4">
+                <p class="text-gray-400 text-sm">Processing:</p>
+                <p id="autoTagCurrentFile" class="text-gray-100 font-medium truncate">Initializing...</p>
+            </div>
+
+            <!-- Progress Bar -->
+            <div class="mb-6">
+                <div class="flex justify-between text-sm text-gray-400 mb-2">
+                    <span>Progress</span>
+                    <span id="autoTagProgressPercent">0%</span>
+                </div>
+                <div class="w-full bg-gray-700 rounded-full h-3">
+                    <div id="autoTagProgressBar" class="bg-purple-600 h-3 rounded-full transition-all duration-300" style="width: 0%"></div>
+                </div>
+            </div>
+
+            <!-- Stats -->
+            <div class="grid grid-cols-3 gap-4 mb-6">
+                <div class="bg-gray-700 rounded-lg p-3 text-center">
+                    <div class="text-2xl font-bold text-purple-400" id="autoTagProcessed">0</div>
+                    <div class="text-xs text-gray-400">Processed</div>
+                </div>
+                <div class="bg-gray-700 rounded-lg p-3 text-center">
+                    <div class="text-2xl font-bold text-green-400" id="autoTagApplied">0</div>
+                    <div class="text-xs text-gray-400">Tags Applied</div>
+                </div>
+                <div class="bg-gray-700 rounded-lg p-3 text-center">
+                    <div class="text-2xl font-bold text-yellow-400" id="autoTagSkipped">0</div>
+                    <div class="text-xs text-gray-400">Skipped</div>
+                </div>
+            </div>
+
+            <!-- Cancel Button -->
+            <div class="flex justify-center">
+                <button id="cancelAutoTagBtn"
+                        class="px-6 py-2 bg-red-600 hover:bg-red-700 text-white font-medium rounded-lg transition-colors">
+                    Cancel
+                </button>
+            </div>
+        </div>
+    </div>
+
+    <!-- Auto Tag Download Modal -->
+    <div id="autoTagDownloadModal" class="fixed inset-0 bg-black bg-opacity-50 hidden items-center justify-center z-50">
+        <div class="bg-gray-800 rounded-xl p-6 max-w-md w-full mx-4 border border-gray-700">
+            <h3 class="text-xl font-semibold text-gray-100 mb-6">📥 Downloading Model</h3>
+
+            <!-- Model Name -->
+            <div class="mb-4">
+                <p class="text-gray-400 text-sm">Downloading:</p>
+                <p id="downloadModelName" class="text-gray-100 font-medium">GGUF Model</p>
+            </div>
+
+            <!-- Progress Bar -->
+            <div class="mb-6">
+                <div class="flex justify-between text-sm text-gray-400 mb-2">
+                    <span id="downloadStatus">Preparing...</span>
+                    <span id="downloadProgressPercent">0%</span>
+                </div>
+                <div class="w-full bg-gray-700 rounded-full h-3">
+                    <div id="downloadProgressBar" class="bg-blue-600 h-3 rounded-full transition-all duration-300" style="width: 0%"></div>
+                </div>
+            </div>
+
+            <!-- Cancel Button -->
+            <div class="flex justify-center">
+                <button id="cancelDownloadBtn"
+                        class="px-6 py-2 bg-red-600 hover:bg-red-700 text-white font-medium rounded-lg transition-colors">
+                    Cancel
+                </button>
+            </div>
+        </div>
+    </div>
+
+    <style>
+        /* Tag chip styles for Auto Tag feature */
+        .tag-chip {
+            display: inline-flex;
+            align-items: center;
+            padding: 0.25rem 0.5rem;
+            background-color: #374151;
+            border: 1px solid #4B5563;
+            border-radius: 0.375rem;
+            font-size: 0.875rem;
+            color: #D1D5DB;
+            transition: all 0.2s;
+        }
+        .tag-chip:hover {
+            background-color: #4B5563;
+        }
+        .tag-chip .tag-remove {
+            margin-left: 0.375rem;
+            padding: 0.125rem;
+            border-radius: 0.25rem;
+            cursor: pointer;
+            color: #9CA3AF;
+            transition: all 0.2s;
+        }
+        .tag-chip .tag-remove:hover {
+            color: #EF4444;
+            background-color: rgba(239, 68, 68, 0.2);
+        }
+        .hover\:bg-gray-650:hover {
+            background-color: #525252;
+        }
+    </style>
+
     <script>
         class GalleryManager {
             constructor() {
@@ -576,6 +817,7 @@
                 document.getElementById('gridViewBtn').addEventListener('click', () => this.setViewMode('grid'));
                 document.getElementById('listViewBtn').addEventListener('click', () => this.setViewMode('list'));
                 document.getElementById('settingsBtn').addEventListener('click', () => this.showSettings());
+                document.getElementById('autoTagBtn').addEventListener('click', () => this.showAutoTagModal());
                 document.getElementById('retryBtn').addEventListener('click', () => this.loadImages());
                 document.getElementById('prevPageBtn').addEventListener('click', () => this.previousPage());
                 document.getElementById('nextPageBtn').addEventListener('click', () => this.nextPage());
@@ -612,6 +854,23 @@
                         this.hideDuplicatesModal();
                     }
                 });
+
+                // Auto Tag modal event listeners
+                document.getElementById('startAutoTagBtn').addEventListener('click', () => this.startAutoTag());
+                document.getElementById('startReviewBtn').addEventListener('click', () => this.startReview());
+                document.getElementById('skipReviewBtn').addEventListener('click', () => this.skipReviewImage());
+                document.getElementById('applyReviewBtn').addEventListener('click', () => this.applyReviewTags());
+                document.getElementById('cancelAutoTagBtn').addEventListener('click', () => this.cancelAutoTag());
+                document.getElementById('cancelDownloadBtn').addEventListener('click', () => this.cancelDownload());
+
+                // Close AutoTag modals on outside click
+                ['autoTagModal', 'autoTagReviewModal', 'autoTagProgressModal', 'autoTagDownloadModal'].forEach(modalId => {
+                    document.getElementById(modalId).addEventListener('click', (e) => {
+                        if (e.target.id === modalId) {
+                            this.hideModal(modalId);
+                        }
+                    });
+                });
             }
 
             async loadImages() {
@@ -3273,22 +3532,404 @@ Seed: ${this.currentMetadata.seed || 'Unknown'}`;
                         addStatusMessage('Connection to server lost', 'error');
                         progressBar.classList.add('bg-red-600');
                         progressBar.classList.remove('bg-violet-600');
-                        
+
                         // Clean up
                         eventSource.close();
-                        
+
                         if (!resultData) {
                             reject(new Error('Connection to server lost during thumbnail generation'));
                         }
                     };
                 });
             }
+
+            // ==========================================
+            // Auto Tag Feature Methods
+            // ==========================================
+
+            // State for AutoTag feature
+            autoTagState = {
+                eventSource: null,
+                downloadEventSource: null,
+                reviewImages: [],
+                reviewIndex: 0,
+                currentTags: [],
+                cancelled: false
+            };
+
+            showModal(modalId) {
+                const modal = document.getElementById(modalId);
+                modal.classList.remove('hidden');
+                modal.classList.add('flex');
+                document.body.style.overflow = 'hidden';
+            }
+
+            hideModal(modalId) {
+                const modal = document.getElementById(modalId);
+                modal.classList.add('hidden');
+                modal.classList.remove('flex');
+                document.body.style.overflow = '';
+            }
+
+            async showAutoTagModal() {
+                this.showModal("autoTagModal");
+                await this.checkAutoTagModels();
+            }
+
+            async checkAutoTagModels() {
+                const ggufStatus = document.getElementById("ggufModelStatus");
+                const hfStatus = document.getElementById("hfModelStatus");
+
+                ggufStatus.innerHTML = '<span class="text-gray-400 text-sm">Checking...</span>';
+                hfStatus.innerHTML = '<span class="text-gray-400 text-sm">Checking...</span>';
+
+                try {
+                    const response = await fetch('/prompt_manager/autotag/models');
+                    const data = await response.json();
+
+                    if (data.success) {
+                        // Update GGUF status
+                        if (data.models.gguf.downloaded) {
+                            ggufStatus.innerHTML = '<span class="text-green-400 text-sm">✓ Downloaded</span>';
+                        } else {
+                            ggufStatus.innerHTML = `<button onclick="window.gallery.downloadModel('gguf')" class="px-3 py-1 bg-blue-600 hover:bg-blue-700 text-white text-xs rounded transition-colors">Download</button>`;
+                        }
+
+                        // Update HF status
+                        if (data.models.hf.downloaded) {
+                            hfStatus.innerHTML = '<span class="text-green-400 text-sm">✓ Downloaded</span>';
+                        } else {
+                            hfStatus.innerHTML = `<button onclick="window.gallery.downloadModel('hf')" class="px-3 py-1 bg-blue-600 hover:bg-blue-700 text-white text-xs rounded transition-colors">Download</button>`;
+                        }
+                    } else {
+                        ggufStatus.innerHTML = '<span class="text-red-400 text-sm">Error</span>';
+                        hfStatus.innerHTML = '<span class="text-red-400 text-sm">Error</span>';
+                    }
+                } catch (error) {
+                    console.error('Error checking models:', error);
+                    ggufStatus.innerHTML = '<span class="text-red-400 text-sm">Error</span>';
+                    hfStatus.innerHTML = '<span class="text-red-400 text-sm">Error</span>';
+                }
+            }
+
+            async downloadModel(modelType) {
+                const modelName = modelType === 'gguf' ? 'GGUF Model' : 'HuggingFace Model';
+                document.getElementById('downloadModelName').textContent = modelName;
+                document.getElementById('downloadStatus').textContent = 'Preparing...';
+                document.getElementById('downloadProgressPercent').textContent = '0%';
+                document.getElementById('downloadProgressBar').style.width = '0%';
+
+                this.hideModal("autoTagModal");
+                this.showModal("autoTagDownloadModal");
+
+                try {
+                    this.autoTagState.downloadEventSource = new EventSource(`/prompt_manager/autotag/download/${modelType}`);
+
+                    this.autoTagState.downloadEventSource.onmessage = (event) => {
+                        const data = JSON.parse(event.data);
+
+                        if (data.status === 'downloading') {
+                            const percent = Math.round(data.progress * 100);
+                            document.getElementById('downloadStatus').textContent = data.message || 'Downloading...';
+                            document.getElementById('downloadProgressPercent').textContent = `${percent}%`;
+                            document.getElementById('downloadProgressBar').style.width = `${percent}%`;
+                        } else if (data.status === 'complete') {
+                            this.autoTagState.downloadEventSource.close();
+                            this.hideModal("autoTagDownloadModal");
+                            this.showModal("autoTagModal");
+                            this.checkAutoTagModels();
+                            this.showNotification('Model downloaded successfully!', 'success');
+                        } else if (data.status === 'error') {
+                            this.autoTagState.downloadEventSource.close();
+                            this.hideModal("autoTagDownloadModal");
+                            this.showModal("autoTagModal");
+                            this.showNotification(`Download failed: ${data.message}`, 'error');
+                        }
+                    };
+
+                    this.autoTagState.downloadEventSource.onerror = () => {
+                        this.autoTagState.downloadEventSource.close();
+                        this.hideModal("autoTagDownloadModal");
+                        this.showModal("autoTagModal");
+                        this.showNotification('Download connection lost', 'error');
+                    };
+                } catch (error) {
+                    console.error('Download error:', error);
+                    this.hideModal("autoTagDownloadModal");
+                    this.showModal("autoTagModal");
+                    this.showNotification('Failed to start download', 'error');
+                }
+            }
+
+            cancelDownload() {
+                if (this.autoTagState.downloadEventSource) {
+                    this.autoTagState.downloadEventSource.close();
+                    this.autoTagState.downloadEventSource = null;
+                }
+                this.hideModal("autoTagDownloadModal");
+                this.showModal("autoTagModal");
+            }
+
+            async startAutoTag() {
+                const modelType = document.querySelector('input[name="autoTagModel"]:checked').value;
+                const prompt = document.getElementById('autoTagPrompt').value;
+
+                // Check if model is downloaded
+                const response = await fetch('/prompt_manager/autotag/models');
+                const data = await response.json();
+
+                if (data.success && !data.models[modelType].downloaded) {
+                    this.showNotification('Please download the selected model first', 'warning');
+                    return;
+                }
+
+                this.hideModal("autoTagModal");
+                this.showModal("autoTagProgressModal");
+
+                // Reset progress display
+                document.getElementById('autoTagCurrentFile').textContent = 'Loading model...';
+                document.getElementById('autoTagProgressPercent').textContent = '0%';
+                document.getElementById('autoTagProgressBar').style.width = '0%';
+                document.getElementById('autoTagProcessed').textContent = '0';
+                document.getElementById('autoTagApplied').textContent = '0';
+                document.getElementById('autoTagSkipped').textContent = '0';
+
+                this.autoTagState.cancelled = false;
+
+                try {
+                    const formData = new URLSearchParams();
+                    formData.append('model_type', modelType);
+                    formData.append('prompt', prompt);
+
+                    this.autoTagState.eventSource = new EventSource(`/prompt_manager/autotag/start?${formData.toString()}`);
+
+                    this.autoTagState.eventSource.onmessage = (event) => {
+                        const data = JSON.parse(event.data);
+
+                        if (data.status === 'loading_model') {
+                            document.getElementById('autoTagCurrentFile').textContent = 'Loading model...';
+                        } else if (data.status === 'processing') {
+                            const percent = Math.round((data.processed / data.total) * 100);
+                            document.getElementById('autoTagCurrentFile').textContent = data.current_file || 'Processing...';
+                            document.getElementById('autoTagProgressPercent').textContent = `${percent}%`;
+                            document.getElementById('autoTagProgressBar').style.width = `${percent}%`;
+                            document.getElementById('autoTagProcessed').textContent = data.processed;
+                            document.getElementById('autoTagApplied').textContent = data.tags_applied;
+                            document.getElementById('autoTagSkipped').textContent = data.skipped;
+                        } else if (data.status === 'complete') {
+                            this.autoTagState.eventSource.close();
+                            this.hideModal("autoTagProgressModal");
+                            this.showNotification(`Auto tagging complete! Applied tags to ${data.tags_applied} prompts.`, 'success');
+                            this.loadImages(); // Refresh the gallery
+                        } else if (data.status === 'error') {
+                            this.autoTagState.eventSource.close();
+                            this.hideModal("autoTagProgressModal");
+                            this.showNotification(`Auto tag error: ${data.message}`, 'error');
+                        } else if (data.status === 'cancelled') {
+                            this.autoTagState.eventSource.close();
+                            this.hideModal("autoTagProgressModal");
+                            this.showNotification('Auto tagging cancelled', 'info');
+                        }
+                    };
+
+                    this.autoTagState.eventSource.onerror = () => {
+                        this.autoTagState.eventSource.close();
+                        this.hideModal("autoTagProgressModal");
+                        this.showNotification('Connection lost during auto tagging', 'error');
+                    };
+                } catch (error) {
+                    console.error('Auto tag error:', error);
+                    this.hideModal("autoTagProgressModal");
+                    this.showNotification('Failed to start auto tagging', 'error');
+                }
+            }
+
+            cancelAutoTag() {
+                this.autoTagState.cancelled = true;
+                if (this.autoTagState.eventSource) {
+                    this.autoTagState.eventSource.close();
+                    this.autoTagState.eventSource = null;
+                }
+                this.hideModal("autoTagProgressModal");
+                this.showNotification('Auto tagging cancelled', 'info');
+            }
+
+            async startReview() {
+                const modelType = document.querySelector('input[name="autoTagModel"]:checked').value;
+
+                // Check if model is downloaded
+                const response = await fetch('/prompt_manager/autotag/models');
+                const data = await response.json();
+
+                if (data.success && !data.models[modelType].downloaded) {
+                    this.showNotification('Please download the selected model first', 'warning');
+                    return;
+                }
+
+                this.hideModal("autoTagModal");
+
+                // Use current gallery images for review
+                if (!this.images || this.images.length === 0) {
+                    this.showNotification('No images found in gallery', 'warning');
+                    return;
+                }
+
+                this.autoTagState.reviewImages = this.images;
+                this.autoTagState.reviewIndex = 0;
+                this.autoTagState.modelType = modelType;
+                this.autoTagState.prompt = document.getElementById('autoTagPrompt').value;
+
+                document.getElementById('reviewTotalCount').textContent = this.images.length;
+
+                this.showModal("autoTagReviewModal");
+                await this.loadNextReviewImage();
+            }
+
+            async loadNextReviewImage() {
+                if (this.autoTagState.reviewIndex >= this.autoTagState.reviewImages.length) {
+                    this.hideModal("autoTagReviewModal");
+                    this.showNotification('Review complete!', 'success');
+                    this.loadImages();
+                    return;
+                }
+
+                const image = this.autoTagState.reviewImages[this.autoTagState.reviewIndex];
+                document.getElementById('reviewCurrentIndex').textContent = this.autoTagState.reviewIndex + 1;
+                document.getElementById('reviewImage').src = image.thumbnail_url || image.url;
+                document.getElementById('reviewImageName').textContent = image.filename || 'Unknown';
+                document.getElementById('reviewTagsContainer').innerHTML = '<div class="text-gray-400">Generating tags...</div>';
+
+                try {
+                    const response = await fetch('/prompt_manager/autotag/single', {
+                        method: 'POST',
+                        headers: { 'Content-Type': 'application/json' },
+                        body: JSON.stringify({
+                            image_path: image.path,
+                            model_type: this.autoTagState.modelType,
+                            prompt: this.autoTagState.prompt
+                        })
+                    });
+
+                    const data = await response.json();
+
+                    if (data.success) {
+                        this.autoTagState.currentTags = data.tags;
+                        this.renderReviewTags();
+                    } else {
+                        document.getElementById('reviewTagsContainer').innerHTML =
+                            `<div class="text-red-400">Error: ${data.error}</div>`;
+                    }
+                } catch (error) {
+                    console.error('Error generating tags:', error);
+                    document.getElementById('reviewTagsContainer').innerHTML =
+                        '<div class="text-red-400">Failed to generate tags</div>';
+                }
+            }
+
+            renderReviewTags() {
+                const container = document.getElementById('reviewTagsContainer');
+                if (this.autoTagState.currentTags.length === 0) {
+                    container.innerHTML = '<div class="text-gray-400">No tags generated</div>';
+                    return;
+                }
+
+                container.innerHTML = this.autoTagState.currentTags.map((tag, index) => `
+                    <span class="tag-chip">
+                        ${this.escapeHtml(tag)}
+                        <span class="tag-remove" onclick="window.gallery.removeReviewTag(${index})">×</span>
+                    </span>
+                `).join('');
+            }
+
+            escapeHtml(text) {
+                const div = document.createElement('div');
+                div.textContent = text;
+                return div.innerHTML;
+            }
+
+            removeReviewTag(index) {
+                this.autoTagState.currentTags.splice(index, 1);
+                this.renderReviewTags();
+            }
+
+            skipReviewImage() {
+                this.autoTagState.reviewIndex++;
+                this.loadNextReviewImage();
+            }
+
+            async applyReviewTags() {
+                if (this.autoTagState.currentTags.length === 0) {
+                    this.skipReviewImage();
+                    return;
+                }
+
+                const image = this.autoTagState.reviewImages[this.autoTagState.reviewIndex];
+
+                try {
+                    const response = await fetch('/prompt_manager/autotag/apply', {
+                        method: 'POST',
+                        headers: { 'Content-Type': 'application/json' },
+                        body: JSON.stringify({
+                            image_path: image.path,
+                            tags: this.autoTagState.currentTags
+                        })
+                    });
+
+                    const data = await response.json();
+
+                    if (data.success) {
+                        this.showNotification(`Applied ${this.autoTagState.currentTags.length} tags`, 'success');
+                    } else {
+                        this.showNotification(data.error || 'Failed to apply tags', 'warning');
+                    }
+                } catch (error) {
+                    console.error('Error applying tags:', error);
+                    this.showNotification('Failed to apply tags', 'error');
+                }
+
+                this.autoTagState.reviewIndex++;
+                this.loadNextReviewImage();
+            }
+
+            cancelReview() {
+                this.autoTagState.reviewImages = [];
+                this.autoTagState.reviewIndex = 0;
+                this.autoTagState.currentTags = [];
+                this.hideModal("autoTagReviewModal");
+            }
+
+            showNotification(message, type = 'info') {
+                // Simple notification - could be enhanced with a toast library
+                const colors = {
+                    success: 'bg-green-600',
+                    error: 'bg-red-600',
+                    warning: 'bg-yellow-600',
+                    info: 'bg-blue-600'
+                };
+
+                const notification = document.createElement('div');
+                notification.className = `fixed bottom-4 right-4 ${colors[type]} text-white px-6 py-3 rounded-lg shadow-lg z-50 animate-fade-in`;
+                notification.textContent = message;
+                document.body.appendChild(notification);
+
+                setTimeout(() => {
+                    notification.remove();
+                }, 3000);
+            }
         }
 
         // Initialize gallery when page loads
         document.addEventListener('DOMContentLoaded', () => {
-            new GalleryManager();
+            window.gallery = new GalleryManager();
         });
+
+        // Global helper for modal close buttons
+        function hideModal(modalId) {
+            const modal = document.getElementById(modalId);
+            modal.classList.add('hidden');
+            modal.classList.remove('flex');
+            document.body.style.overflow = '';
+        }
     </script>
 </body>
 </html>
\ No newline at end of file