diff --git a/pipeline_service/retrospective_capability.py b/pipeline_service/retrospective_capability.py
index ccc056b..8c4e37f 100644
--- a/pipeline_service/retrospective_capability.py
+++ b/pipeline_service/retrospective_capability.py
@@ -30,12 +30,23 @@ def _get_db():
 def _rows_to_dicts(recs, limit=200):
     out = []
     for r in (recs or [])[:limit]:
-        d = {}
-        for k, v in vars(r).items():
-            if k.startswith('_') or callable(v):
+        # sqlor 行是 DictObject：dict(rec) 才能取全部列（vars() 只取内部属性 → 空字典，
+        # 2026-08-31 测试机冒烟实测：project 名空壳即此因）。照抄 feature_capability._rec_to_dict。
+        if isinstance(r, dict):
+            out.append(dict(r))
+            continue
+        try:
+            out.append(dict(r))
+            continue
+        except (TypeError, ValueError):
+            pass
+        if hasattr(r, "to_dict"):
+            try:
+                out.append(r.to_dict())
                 continue
-            d[k] = v
-        out.append(d)
+            except Exception:
+                pass
+        out.append({})
     return out