diff --git a/.autograde/aggregate_final_grade.py b/.autograde/aggregate_final_grade.py
index cb49512..2f19bd5 100644
--- a/.autograde/aggregate_final_grade.py
+++ b/.autograde/aggregate_final_grade.py
@@ -51,7 +51,7 @@ def main():
     total_score = prog_score + report_score + frontend_score
     total_max = prog_max + report_max + frontend_max
     
-    # 构建最终成绩数据
+    # 构建最终成绩数据（保留 LLM 评分的详细内容）
     final_grade = {
         "total_score": round(total_score, 2),
         "max_score": total_max,
@@ -64,12 +64,16 @@ def main():
             "report": {
                 "score": round(report_score, 2),
                 "max_score": report_max,
-                "flags": report_grade.get("flags", [])
+                "flags": report_grade.get("flags", []),
+                "confidence": report_grade.get("confidence"),
+                "criteria": report_grade.get("criteria", [])  # LLM 评分详情
             },
             "frontend": {
                 "score": round(frontend_score, 2),
                 "max_score": frontend_max,
-                "flags": frontend_grade.get("flags", [])
+                "flags": frontend_grade.get("flags", []),
+                "confidence": frontend_grade.get("confidence"),
+                "criteria": frontend_grade.get("criteria", [])  # LLM 评分详情
             }
         }
     }
diff --git a/.autograde/create_minimal_metadata.py b/.autograde/create_minimal_metadata.py
index b98b879..75b3875 100644
--- a/.autograde/create_minimal_metadata.py
+++ b/.autograde/create_minimal_metadata.py
@@ -97,7 +97,9 @@ def create_final_metadata(final_grade_file='final_grade.json'):
                 "score": report.get("score", 0),
                 "max_score": report.get("max_score", 10),
                 "details": {
-                    "flags": report.get("flags", [])
+                    "flags": report.get("flags", []),
+                    "confidence": report.get("confidence"),
+                    "criteria": report.get("criteria", [])  # LLM 各评分项及理由
                 }
             }
             components.append(report_component)
@@ -110,7 +112,9 @@ def create_final_metadata(final_grade_file='final_grade.json'):
                 "score": frontend.get("score", 0),
                 "max_score": frontend.get("max_score", 10),
                 "details": {
-                    "flags": frontend.get("flags", [])
+                    "flags": frontend.get("flags", []),
+                    "confidence": frontend.get("confidence"),
+                    "criteria": frontend.get("criteria", [])  # LLM 各评分项及理由
                 }
             }
             components.append(frontend_component)