diff --git a/src/MaaCore/Task/Roguelike/JieGarden/RoguelikeCoppersTaskPlugin.cpp b/src/MaaCore/Task/Roguelike/JieGarden/RoguelikeCoppersTaskPlugin.cpp
index a550118347..85e6335f1f 100644
--- a/src/MaaCore/Task/Roguelike/JieGarden/RoguelikeCoppersTaskPlugin.cpp
+++ b/src/MaaCore/Task/Roguelike/JieGarden/RoguelikeCoppersTaskPlugin.cpp
@@ -87,6 +87,7 @@ bool asst::RoguelikeCoppersTaskPlugin::_run()
         success = handle_pickup_mode();
         break;
     case CoppersTaskRunMode::EXCHANGE:
+        m_retry_times = 1; // 交换模式只尝试两次
         success = handle_exchange_mode();
         break;
     }
@@ -120,6 +121,8 @@ bool asst::RoguelikeCoppersTaskPlugin::handle_pickup_mode()
         return false;
     }
 
+    asst::Point click_point_fallback(0, 0);
+
     // 遍历每个检测到的通宝，创建通宝对象
     for (size_t i = 0; i < detections.size(); ++i) {
         const auto& detection = detections[i];
@@ -129,7 +132,9 @@ bool asst::RoguelikeCoppersTaskPlugin::handle_pickup_mode()
         // 根据识别到的名称创建通宝对象
         auto copper_opt = create_copper_from_name(detection.name, 1, static_cast<int>(i), false, detection.name_roi);
         if (!copper_opt) {
-            LogError << __FUNCTION__ << "| failed to create copper at position" << i;
+            LogError << __FUNCTION__ << "| failed to create copper at position" << i << " name:" << detection.name;
+
+            click_point_fallback = detection.click_point;
             continue;
         }
 
@@ -144,7 +149,13 @@ bool asst::RoguelikeCoppersTaskPlugin::handle_pickup_mode()
 
     if (m_pending_copper.empty()) {
         Log.error(__FUNCTION__, "| no valid coppers found for pickup");
-        return false;
+        // 如果没有有效通宝，尝试点击最后一个检测到的名称错误的通宝位置作为回退
+        if (click_point_fallback.x != 0 && click_point_fallback.y != 0) {
+            LogWarn << __FUNCTION__ << "| clicking fallback point at (" << click_point_fallback.x << ","
+                    << click_point_fallback.y << ")";
+            ctrler()->click(click_point_fallback);
+            return true;
+        }
     }
 
     // 从待选通宝中选择拾取优先级最高的
@@ -517,7 +528,7 @@ std::optional<asst::RoguelikeCopper> asst::RoguelikeCoppersTaskPlugin::create_co
     int col,
     int row,
     bool is_cast,
-    const Rect& pos) const
+    const Rect& pos)
 {
     // 从配置中查找通宝信息
     if (auto found_copper = RoguelikeCoppers.find_copper(m_config->get_theme(), name)) {
@@ -538,6 +549,11 @@ std::optional<asst::RoguelikeCopper> asst::RoguelikeCoppersTaskPlugin::create_co
 
     Log.error(__FUNCTION__, std::format("| copper not found in config: {}", name));
 
+    // 将识别到的错误的名称发送到 WPF 进行反馈
+    auto copper_info = basic_info_with_what("RoguelikeCoppersRecognitionError");
+    copper_info["details"]["recognized_name"] = name;
+    callback(AsstMsg::SubTaskExtraInfo, copper_info);
+
     // 如果通宝不在配置中，保存调试图像
     try {
         cv::Mat screen = ctrler()->get_image();
@@ -545,7 +561,7 @@ std::optional<asst::RoguelikeCopper> asst::RoguelikeCoppersTaskPlugin::create_co
             cv::Mat screen_draw = screen.clone();
             cv::rectangle(screen_draw, cv::Rect(pos.x, pos.y, pos.width, pos.height), cv::Scalar(0, 0, 255), 2);
 
-            save_debug_image(screen_draw, "unknown_draw");
+            save_debug_image(screen_draw, "unknown_draw", false);
         }
     }
     catch (const std::exception& e) {
@@ -596,7 +612,10 @@ void asst::RoguelikeCoppersTaskPlugin::draw_detection_debug(
 }
 
 // 保存调试图像到文件
-void asst::RoguelikeCoppersTaskPlugin::save_debug_image(const cv::Mat& image, const std::string& suffix) const
+void asst::RoguelikeCoppersTaskPlugin::save_debug_image(
+    const cv::Mat& image,
+    const std::string& suffix,
+    bool auto_clean) const
 {
     try {
         const static std::vector<int> jpeg_params = { cv::IMWRITE_JPEG_QUALITY, 95, cv::IMWRITE_JPEG_OPTIMIZE, 1 };
@@ -604,7 +623,7 @@ void asst::RoguelikeCoppersTaskPlugin::save_debug_image(const cv::Mat& image, co
         utils::save_debug_image(
             image,
             utils::path("debug") / "roguelike" / "coppers",
-            true,
+            auto_clean,
             "roguelikeCoppers debug",
             suffix,
             "jpeg",
diff --git a/src/MaaCore/Task/Roguelike/JieGarden/RoguelikeCoppersTaskPlugin.h b/src/MaaCore/Task/Roguelike/JieGarden/RoguelikeCoppersTaskPlugin.h
index dbacc37917..169f7ace4b 100644
--- a/src/MaaCore/Task/Roguelike/JieGarden/RoguelikeCoppersTaskPlugin.h
+++ b/src/MaaCore/Task/Roguelike/JieGarden/RoguelikeCoppersTaskPlugin.h
@@ -62,7 +62,7 @@ private:
         int row = 0,             // 行位置
         bool is_cast = false,    // 是否已投出
         const Rect& pos = Rect() // 位置信息，用于调试
-    ) const;
+    );
 
     // 调试绘制辅助函数，在图像上绘制检测结果
     void draw_detection_debug(
@@ -71,7 +71,7 @@ private:
         const cv::Scalar& color) const;
 
     // 保存调试图像到文件
-    void save_debug_image(const cv::Mat& image, const std::string& suffix) const;
+    void save_debug_image(const cv::Mat& image, const std::string& suffix, bool auto_clean = true) const;
 
     mutable asst::CoppersTaskRunMode m_run_mode; // 当前运行模式
 
diff --git a/src/MaaWpfGui/Res/Localizations/en-us.xaml b/src/MaaWpfGui/Res/Localizations/en-us.xaml
index 08f9d05617..deac251d79 100644
--- a/src/MaaWpfGui/Res/Localizations/en-us.xaml
+++ b/src/MaaWpfGui/Res/Localizations/en-us.xaml
@@ -1057,6 +1057,7 @@ Right-click to clear inactive jobs</system:String>
     <system:String x:Key="BoskyDoubts">Bosky: Doubts</system:String>
     <system:String x:Key="BoskyDisaster">Bosky: Turmoil</system:String>
     <system:String x:Key="RoguelikeCoppersExchange">Tongbao Exchange: {0} → {1}</system:String>
+    <system:String x:Key="RoguelikeCoppersRecognitionError">Tongbao recognition failed: "{0}"</system:String>
     <system:String x:Key="RoguelikeEvent">Event:&#160;</system:String>
     <system:String x:Key="RoguelikeEncounterOptions">Detected {0} options:</system:String>
     <system:String x:Key="RoguelikeEncounterEnabledOption">Available option: {0}</system:String>
diff --git a/src/MaaWpfGui/Res/Localizations/ja-jp.xaml b/src/MaaWpfGui/Res/Localizations/ja-jp.xaml
index 65617945ba..8548429a51 100644
--- a/src/MaaWpfGui/Res/Localizations/ja-jp.xaml
+++ b/src/MaaWpfGui/Res/Localizations/ja-jp.xaml
@@ -1058,6 +1058,7 @@ C:\\leidian\\LDPlayer9
     <system:String x:Key="BoskyDoubts">スポット: 雑疑</system:String>
     <system:String x:Key="BoskyDisaster">スポット: 禍乱</system:String>
     <system:String x:Key="RoguelikeCoppersExchange">通宝交換: {0} → {1}</system:String>
+    <system:String x:Key="RoguelikeCoppersRecognitionError">通宝認識失敗: 「{0}」</system:String>
     <system:String x:Key="RoguelikeEvent">イベント:</system:String>
     <system:String x:Key="RoguelikeEncounterOptions">{0} 件の選択肢を検出しました:</system:String>
     <system:String x:Key="RoguelikeEncounterEnabledOption">選択可能な選択肢: {0}</system:String>
diff --git a/src/MaaWpfGui/Res/Localizations/ko-kr.xaml b/src/MaaWpfGui/Res/Localizations/ko-kr.xaml
index 2eeccce35b..1cf7c54ab4 100644
--- a/src/MaaWpfGui/Res/Localizations/ko-kr.xaml
+++ b/src/MaaWpfGui/Res/Localizations/ko-kr.xaml
@@ -1059,6 +1059,7 @@ C:\\leidian\\LDPlayer9
     <system:String x:Key="BoskyDoubts">잔식: 의문</system:String>
     <system:String x:Key="BoskyDisaster">잔식: 소란</system:String>
     <system:String x:Key="RoguelikeCoppersExchange">주화 교환: {0} → {1}</system:String>
+    <system:String x:Key="RoguelikeCoppersRecognitionError">주화 인식 실패: "{0}"</system:String>
     <system:String x:Key="RoguelikeEvent">이벤트:</system:String>
     <system:String x:Key="RoguelikeEncounterOptions">선택지 {0}개 감지:</system:String>
     <system:String x:Key="RoguelikeEncounterEnabledOption">가능한 선택지: {0}</system:String>
diff --git a/src/MaaWpfGui/Res/Localizations/zh-cn.xaml b/src/MaaWpfGui/Res/Localizations/zh-cn.xaml
index 1a73f90190..4c1385e1a7 100644
--- a/src/MaaWpfGui/Res/Localizations/zh-cn.xaml
+++ b/src/MaaWpfGui/Res/Localizations/zh-cn.xaml
@@ -1058,6 +1058,7 @@ C:\\leidian\\LDPlayer9。\n
     <system:String x:Key="BoskyDoubts">节点: 杂疑</system:String>
     <system:String x:Key="BoskyDisaster">节点: 灾祸</system:String>
     <system:String x:Key="RoguelikeCoppersExchange">通宝交换: {0} → {1}</system:String>
+    <system:String x:Key="RoguelikeCoppersRecognitionError">通宝识别失败: "{0}"</system:String>
     <system:String x:Key="RoguelikeEvent">事件:</system:String>
     <system:String x:Key="RoguelikeEncounterOptions">识别到 {0} 个选项:</system:String>
     <system:String x:Key="RoguelikeEncounterEnabledOption">可选选项: {0}</system:String>
diff --git a/src/MaaWpfGui/Res/Localizations/zh-tw.xaml b/src/MaaWpfGui/Res/Localizations/zh-tw.xaml
index 81468ef675..6d891c40f7 100644
--- a/src/MaaWpfGui/Res/Localizations/zh-tw.xaml
+++ b/src/MaaWpfGui/Res/Localizations/zh-tw.xaml
@@ -1059,6 +1059,7 @@ C:\\leidian\\LDPlayer9。\n
     <system:String x:Key="BoskyDoubts">節點: 雜疑</system:String>
     <system:String x:Key="BoskyDisaster">節點: 災禍</system:String>
     <system:String x:Key="RoguelikeCoppersExchange">通寶交換: {0} → {1}</system:String>
+    <system:String x:Key="RoguelikeCoppersRecognitionError">通寶識別失敗: "{0}"</system:String>
     <system:String x:Key="RoguelikeEvent">事件:</system:String>
     <system:String x:Key="RoguelikeEncounterOptions">識別到 {0} 個選項:</system:String>
     <system:String x:Key="RoguelikeEncounterEnabledOption">可選選項: {0}</system:String>
diff --git a/src/MaaWpfGui/ViewModels/UserControl/TaskQueue/RoguelikeSettingsUserControlModel.cs b/src/MaaWpfGui/ViewModels/UserControl/TaskQueue/RoguelikeSettingsUserControlModel.cs
index 947c5831da..b96660639d 100644
--- a/src/MaaWpfGui/ViewModels/UserControl/TaskQueue/RoguelikeSettingsUserControlModel.cs
+++ b/src/MaaWpfGui/ViewModels/UserControl/TaskQueue/RoguelikeSettingsUserControlModel.cs
@@ -1126,6 +1126,14 @@ public class RoguelikeSettingsUserControlModel : TaskViewModel
                     break;
                 }
 
+            case "RoguelikeCoppersRecognitionError":
+            {
+                var recognizedName = subTaskDetails!["recognized_name"]?.ToString() ?? "Unknown";
+                var message = string.Format(LocalizationHelper.GetString("RoguelikeCoppersRecognitionError"), recognizedName);
+                Instances.TaskQueueViewModel.AddLog(message, UiLogColor.Error);
+                break;
+            }
+
             case "RoguelikeCoppersExchangeInfo":
                 {
                     var toDiscard = subTaskDetails!["to_discard"]?.ToString() ?? "Unknown";