diff --git a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/stat_cache_hitrate.py b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/stat_cache_hitrate.py
index 066c15330d7..7adc0b97d02 100644
--- a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/stat_cache_hitrate.py
+++ b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/stat_cache_hitrate.py
@@ -898,6 +898,11 @@ def main():
             details_abs, details_uri = _build_path_links(details_path)
             print(f"  - 窗口明细: {details_abs}")
             print(f"    URI: {details_uri}")
+        session_detail_path = os.path.join(os.path.dirname(report_path), "details", "session_hit_details.md")
+        if os.path.exists(session_detail_path):
+            session_abs, session_uri = _build_path_links(session_detail_path)
+            print(f"  - Session 明细: {session_abs}")
+            print(f"    URI: {session_uri}")
 
     if args.watch:
         print("\n\U0001f4a1 持续跟踪: /loop 30s /stat-cache-hitrate --tail")
diff --git a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/window_utils.py b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/window_utils.py
index 526fe2382ce..4ff6aa666d5 100644
--- a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/window_utils.py
+++ b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/window_utils.py
@@ -57,9 +57,9 @@ def merge_blank_window_rows(rows, min_merge_len=5):
         )
         merged.append(
             {
-                "Time": f"... {start_t} ~ {end_t} merged ({seg_len} windows) ...",
+                "Time": "|",
                 "Prefix HR": "-",
-                "Session HR": "-",
+                "Session HR": f"merged {seg_len} windows",
                 "Scoring": "0",
                 "Fallback": "0",
                 "Total Running": "-",