diff --git a/src/MaaWpfGui/ViewModels/UI/CopilotViewModel.cs b/src/MaaWpfGui/ViewModels/UI/CopilotViewModel.cs
index 0f549d03dc..5c27687c4f 100644
--- a/src/MaaWpfGui/ViewModels/UI/CopilotViewModel.cs
+++ b/src/MaaWpfGui/ViewModels/UI/CopilotViewModel.cs
@@ -126,14 +126,30 @@ public partial class CopilotViewModel : Screen
     /// <param name="color">The font color.</param>
     /// <param name="weight">The font weight.</param>
     /// <param name="showTime">Whether show time.</param>
-    public void AddLog(string content, string color = UiLogColor.Trace, string weight = "Regular", bool showTime = true)
+    public void AddLog(string? content, string color = UiLogColor.Trace, string weight = "Regular", bool showTime = true)
     {
+        if (string.IsNullOrEmpty(content))
+        {
+            return;
+        }
+
         Execute.OnUIThread(() =>
         {
             LogItemViewModels.Add(new LogItemViewModel(content, color, weight, "HH':'mm':'ss", showTime: showTime));
             if (showTime)
             {
-                _logger.Information(content);
+                switch (color)
+                {
+                    case UiLogColor.Error:
+                        _logger.Error("{Content}", content);
+                        break;
+                    case UiLogColor.Warning:
+                        _logger.Warning("{Content}", content);
+                        break;
+                    default:
+                        _logger.Information("{Content}", content);
+                        break;
+                }
             }
         });
 
diff --git a/src/MaaWpfGui/ViewModels/UI/TaskQueueViewModel.cs b/src/MaaWpfGui/ViewModels/UI/TaskQueueViewModel.cs
index ec449047e6..e8f7a1a903 100644
--- a/src/MaaWpfGui/ViewModels/UI/TaskQueueViewModel.cs
+++ b/src/MaaWpfGui/ViewModels/UI/TaskQueueViewModel.cs
@@ -884,13 +884,29 @@ public class TaskQueueViewModel : Screen
     /// <param name="color">The font color.</param>
     /// <param name="weight">The font weight.</param>
     /// <param name="toolTip">The toolTip</param>
-    public void AddLog(string content, string color = UiLogColor.Trace, string weight = "Regular", ToolTip? toolTip = null)
+    public void AddLog(string? content, string color = UiLogColor.Trace, string weight = "Regular", ToolTip? toolTip = null)
     {
+        if (string.IsNullOrWhiteSpace(content))
+        {
+            return;
+        }
+
         Execute.OnUIThread(() =>
         {
             var log = new LogItemViewModel(content, color, weight, toolTip: toolTip);
             LogItemViewModels.Add(log);
-            _logger.Information("{Content}", content);
+            switch (color)
+            {
+                case UiLogColor.Error:
+                    _logger.Error("{Content}", content);
+                    break;
+                case UiLogColor.Warning:
+                    _logger.Warning("{Content}", content);
+                    break;
+                default:
+                    _logger.Information("{Content}", content);
+                    break;
+            }
         });
     }