diff --git a/static/css/components/keyboard-nav.css b/static/css/components/keyboard-nav.css
new file mode 100644
index 00000000..1f325624
--- /dev/null
+++ b/static/css/components/keyboard-nav.css
@@ -0,0 +1,96 @@
+/* Keyboard navigation indicator and help */
+.keyboard-nav-hint {
+    display: inline-flex;
+    align-items: center;
+    justify-content: center;
+    position: relative;
+    width: 32px;
+    height: 32px;
+    border-radius: 50%;
+    background: var(--card-bg);
+    border: 1px solid var(--border-color);
+    color: var(--text-color);
+    cursor: help;
+    transition: all 0.2s ease;
+    margin-left: 8px;
+}
+
+.keyboard-nav-hint:hover {
+    background: var(--lora-accent);
+    color: white;
+    transform: translateY(-2px);
+    box-shadow: 0 3px 5px rgba(0, 0, 0, 0.08);
+}
+
+.keyboard-nav-hint i {
+    font-size: 14px;
+}
+
+/* Tooltip styling */
+.tooltip {
+    position: relative;
+}
+
+.tooltip .tooltiptext {
+    visibility: hidden;
+    width: 240px;
+    background-color: var(--lora-surface);
+    color: var(--text-color);
+    text-align: center;
+    border-radius: var(--border-radius-xs);
+    padding: 8px;
+    position: absolute;
+    z-index: 9999; /* 确保在卡片上方显示 */
+    left: 120%; /* 将tooltip显示在图标右侧 */
+    top: 50%; /* 垂直居中 */
+    transform: translateY(-50%); /* 垂直居中 */
+    opacity: 0;
+    transition: opacity 0.3s;
+    box-shadow: 0 3px 8px rgba(0, 0, 0, 0.15);
+    border: 1px solid var(--lora-border);
+    font-size: 0.85em;
+    line-height: 1.4;
+}
+
+.tooltip .tooltiptext::after {
+    content: "";
+    position: absolute;
+    top: 50%; /* 箭头垂直居中 */
+    right: 100%; /* 箭头在左侧 */
+    margin-top: -5px;
+    border-width: 5px;
+    border-style: solid;
+    border-color: transparent var(--lora-border) transparent transparent; /* 箭头指向左侧 */
+}
+
+.tooltip:hover .tooltiptext {
+    visibility: visible;
+    opacity: 1;
+}
+
+/* Keyboard shortcuts table */
+.keyboard-shortcuts {
+    width: 100%;
+    border-collapse: collapse;
+    margin-top: 5px;
+}
+
+.keyboard-shortcuts td {
+    padding: 4px;
+    text-align: left;
+}
+
+.keyboard-shortcuts td:first-child {
+    font-weight: bold;
+    width: 40%;
+}
+
+.key {
+    display: inline-block;
+    background: var(--bg-color);
+    border: 1px solid var(--border-color);
+    border-radius: 3px;
+    padding: 1px 5px;
+    font-size: 0.8em;
+    box-shadow: 0 1px 2px rgba(0, 0, 0, 0.08);
+}
diff --git a/static/css/layout.css b/static/css/layout.css
index 73b9cc3f..8fd0a562 100644
--- a/static/css/layout.css
+++ b/static/css/layout.css
@@ -35,6 +35,13 @@
     margin-bottom: var(--space-2);
 }
 
+.controls-right {
+    display: flex;
+    align-items: center;
+    gap: 8px;
+    margin-left: auto; /* Push to the right */
+}
+
 .actions {
     display: flex;
     align-items: center;
@@ -338,11 +345,14 @@
         width: 100%;
     }
     
+    .controls-right {
+        width: 100%;
+        justify-content: flex-end;
+        margin-top: 8px;
+    }
+    
     .toggle-folders-container {
         margin-left: 0;
-        width: 100%;
-        display: flex;
-        justify-content: flex-end;
     }
     
     .folder-tags-container {
diff --git a/static/css/style.css b/static/css/style.css
index 64158a7f..d51fa391 100644
--- a/static/css/style.css
+++ b/static/css/style.css
@@ -23,6 +23,7 @@
 @import 'components/progress-panel.css';
 @import 'components/alphabet-bar.css'; /* Add alphabet bar component */
 @import 'components/duplicates.css'; /* Add duplicates component */
+@import 'components/keyboard-nav.css'; /* Add keyboard navigation component */
 
 .initialization-notice {
     display: flex;
diff --git a/static/js/utils/VirtualScroller.js b/static/js/utils/VirtualScroller.js
index 2c1372be..caee0f19 100644
--- a/static/js/utils/VirtualScroller.js
+++ b/static/js/utils/VirtualScroller.js
@@ -804,4 +804,131 @@ export class VirtualScroller {
         console.log(`Removed item with file path ${filePath} from virtual scroller data`);
         return true;
     }
+
+    // Add keyboard navigation methods
+    handlePageUpDown(direction) {
+        // Prevent duplicate animations by checking last trigger time
+        const now = Date.now();
+        if (this.lastPageNavTime && now - this.lastPageNavTime < 300) {
+            return; // Ignore rapid repeated triggers
+        }
+        this.lastPageNavTime = now;
+        
+        const scrollContainer = this.scrollContainer;
+        const viewportHeight = scrollContainer.clientHeight;
+        
+        // Calculate scroll distance (one viewport minus 10% overlap for context)
+        const scrollDistance = viewportHeight * 0.9;
+        
+        // Determine the new scroll position
+        const newScrollTop = scrollContainer.scrollTop + (direction === 'down' ? scrollDistance : -scrollDistance);
+        
+        // Remove any existing transition indicators
+        this.removeExistingTransitionIndicator();
+        
+        // Scroll to the new position with smooth animation
+        scrollContainer.scrollTo({
+            top: newScrollTop,
+            behavior: 'smooth'
+        });
+        
+        // Page transition indicator removed
+        // this.showTransitionIndicator();
+        
+        // Force render after scrolling
+        setTimeout(() => this.renderItems(), 100);
+        setTimeout(() => this.renderItems(), 300);
+    }
+
+    // Helper to remove existing indicators
+    removeExistingTransitionIndicator() {
+        const existingIndicator = document.querySelector('.page-transition-indicator');
+        if (existingIndicator) {
+            existingIndicator.remove();
+        }
+    }
+
+    // Create a more contained transition indicator - commented out as it's no longer needed
+    /*
+    showTransitionIndicator() {
+        const container = this.containerElement;
+        const indicator = document.createElement('div');
+        indicator.className = 'page-transition-indicator';
+        
+        // Get container position to properly position the indicator
+        const containerRect = container.getBoundingClientRect();
+        
+        // Style the indicator to match just the container area
+        indicator.style.position = 'fixed';
+        indicator.style.top = `${containerRect.top}px`;
+        indicator.style.left = `${containerRect.left}px`;
+        indicator.style.width = `${containerRect.width}px`;
+        indicator.style.height = `${containerRect.height}px`;
+        
+        document.body.appendChild(indicator);
+
+        // Remove after animation completes
+        setTimeout(() => {
+            if (indicator.parentNode) {
+                indicator.remove();
+            }
+        }, 500);
+    }
+    */
+
+    scrollToTop() {
+        this.removeExistingTransitionIndicator();
+        
+        // Page transition indicator removed
+        // this.showTransitionIndicator();
+        
+        this.scrollContainer.scrollTo({
+            top: 0,
+            behavior: 'smooth'
+        });
+        
+        // Force render after scrolling
+        setTimeout(() => this.renderItems(), 100);
+    }
+
+    scrollToBottom() {
+        this.removeExistingTransitionIndicator();
+        
+        // Page transition indicator removed
+        // this.showTransitionIndicator();
+        
+        // Start loading all remaining pages to ensure content is available
+        this.loadRemainingPages().then(() => {
+            // After loading all content, scroll to the very bottom
+            const maxScroll = this.scrollContainer.scrollHeight - this.scrollContainer.clientHeight;
+            this.scrollContainer.scrollTo({
+                top: maxScroll,
+                behavior: 'smooth'
+            });
+        });
+    }
+    
+    // New method to load all remaining pages
+    async loadRemainingPages() {
+        // If we're already at the end or loading, don't proceed
+        if (!this.hasMore || this.isLoading) return;
+        
+        console.log('Loading all remaining pages for End key navigation...');
+        
+        // Keep loading pages until we reach the end
+        while (this.hasMore && !this.isLoading) {
+            await this.loadMoreItems();
+            
+            // Force render after each page load
+            this.renderItems();
+            
+            // Small delay to prevent overwhelming the browser
+            await new Promise(resolve => setTimeout(resolve, 50));
+        }
+        
+        console.log('Finished loading all pages');
+        
+        // Final render to ensure all content is displayed
+        this.renderItems();
+    }
 }
diff --git a/static/js/utils/infiniteScroll.js b/static/js/utils/infiniteScroll.js
index b7f8450e..4c77e78e 100644
--- a/static/js/utils/infiniteScroll.js
+++ b/static/js/utils/infiniteScroll.js
@@ -131,6 +131,9 @@ async function initializeVirtualScroll(pageType) {
         // Add grid class for CSS styling
         grid.classList.add('virtual-scroll');
         
+        // Setup keyboard navigation
+        setupKeyboardNavigation();
+        
     } catch (error) {
         console.error(`Error initializing virtual scroller for ${pageType}:`, error);
         showToast(`Failed to initialize ${pageType} page. Please reload.`, 'error');
@@ -145,6 +148,61 @@ async function initializeVirtualScroll(pageType) {
     }
 }
 
+// Add keyboard navigation setup function
+function setupKeyboardNavigation() {
+    // Keep track of the last keypress time to prevent multiple rapid triggers
+    let lastKeyTime = 0;
+    const keyDelay = 300; // ms between allowed keypresses
+    
+    // Store the event listener reference so we can remove it later if needed
+    const keyboardNavHandler = (event) => {
+        // Only handle keyboard events when not in form elements
+        if (event.target.matches('input, textarea, select')) return;
+        
+        // Prevent rapid keypresses
+        const now = Date.now();
+        if (now - lastKeyTime < keyDelay) return;
+        lastKeyTime = now;
+        
+        // Handle navigation keys
+        if (event.key === 'PageUp') {
+            event.preventDefault();
+            if (state.virtualScroller) {
+                state.virtualScroller.handlePageUpDown('up');
+            }
+        } else if (event.key === 'PageDown') {
+            event.preventDefault();
+            if (state.virtualScroller) {
+                state.virtualScroller.handlePageUpDown('down');
+            }
+        } else if (event.key === 'Home') {
+            event.preventDefault();
+            if (state.virtualScroller) {
+                state.virtualScroller.scrollToTop();
+            }
+        } else if (event.key === 'End') {
+            event.preventDefault();
+            if (state.virtualScroller) {
+                state.virtualScroller.scrollToBottom();
+            }
+        }
+    };
+    
+    // Add the event listener
+    document.addEventListener('keydown', keyboardNavHandler);
+    
+    // Store the handler in state for potential cleanup
+    state.keyboardNavHandler = keyboardNavHandler;
+}
+
+// Add cleanup function to remove keyboard navigation when needed
+export function cleanupKeyboardNavigation() {
+    if (state.keyboardNavHandler) {
+        document.removeEventListener('keydown', state.keyboardNavHandler);
+        state.keyboardNavHandler = null;
+    }
+}
+
 // Export a method to refresh the virtual scroller when filters change
 export function refreshVirtualScroll() {
     if (state.virtualScroller) {
diff --git a/templates/components/controls.html b/templates/components/controls.html
index 2236b997..9d946619 100644
--- a/templates/components/controls.html
+++ b/templates/components/controls.html
@@ -47,10 +47,38 @@
                 </div>
             </div>
         </div>
-        <div class="toggle-folders-container">
-            <button class="toggle-folders-btn icon-only" title="Toggle folder tags">
-                <i class="fas fa-tags"></i>
-            </button>
+        
+        <div class="controls-right">
+            <div class="toggle-folders-container">
+                <button class="toggle-folders-btn icon-only" title="Toggle folder tags">
+                    <i class="fas fa-tags"></i>
+                </button>
+            </div>
+            
+            <div class="keyboard-nav-hint tooltip">
+                <i class="fas fa-keyboard"></i>
+                <span class="tooltiptext">
+                    Keyboard Navigation:
+                    <table class="keyboard-shortcuts">
+                        <tr>
+                            <td><span class="key">Page Up</span></td>
+                            <td>Scroll up one page</td>
+                        </tr>
+                        <tr>
+                            <td><span class="key">Page Down</span></td>
+                            <td>Scroll down one page</td>
+                        </tr>
+                        <tr>
+                            <td><span class="key">Home</span></td>
+                            <td>Jump to top</td>
+                        </tr>
+                        <tr>
+                            <td><span class="key">End</span></td>
+                            <td>Jump to bottom</td>
+                        </tr>
+                    </table>
+                </span>
+            </div>
         </div>
     </div>
 </div>