diff --git a/apps/api/src/services/decision_manager.py b/apps/api/src/services/decision_manager.py
index fe7ac1af5..60b5e58c5 100644
--- a/apps/api/src/services/decision_manager.py
+++ b/apps/api/src/services/decision_manager.py
@@ -225,12 +225,18 @@ async def _push_decision_to_telegram(
         _auto_executed = proposal_data.get("auto_executed", False)
         _decision_state = proposal_data.get("decision_state", "")
         _mcp_all_failed = proposal_data.get("mcp_all_failed", False)
+        _suggested_action_for_classify = proposal_data.get("suggested_action", "")
+        _risk_level_for_classify = proposal_data.get("risk_level", "medium")
+        _has_kubectl = bool(proposal_data.get("kubectl_command", ""))
         _notif_type = classify_notification(
             incident=incident,
             confidence=confidence,
             auto_executed=_auto_executed,
             mcp_all_failed=_mcp_all_failed,
             decision_state=_decision_state,
+            suggested_action=_suggested_action_for_classify,
+            risk_level=_risk_level_for_classify,
+            has_kubectl_command=_has_kubectl,
         )
 
         # 2026-04-12 ogt: ADR-075 — 從 Incident 提取 alert_category/notification_type（各分支共用）
diff --git a/apps/api/src/services/openclaw.py b/apps/api/src/services/openclaw.py
index 5ef58e18f..aea3cad86 100644
--- a/apps/api/src/services/openclaw.py
+++ b/apps/api/src/services/openclaw.py
@@ -367,7 +367,8 @@ class OpenClawService:
                 "action": data.get("action_title", "AI 分析"),
                 "description": data.get("description", ""),
                 "kubectl_command": data.get("kubectl_command") or "",
-                "target_resource": data.get("target_resource", "unknown"),
+                "suggested_action": data.get("suggested_action", ""),
+                "target_resource": data.get("target_resource") or "",
                 "namespace": data.get("namespace", "awoooi-prod"),
                 "risk_level": data.get("risk_level", "medium"),
                 "reasoning": data.get("reasoning", ""),
diff --git a/apps/api/src/services/telegram_gateway.py b/apps/api/src/services/telegram_gateway.py
index d987e9269..5de266141 100644
--- a/apps/api/src/services/telegram_gateway.py
+++ b/apps/api/src/services/telegram_gateway.py
@@ -1133,6 +1133,9 @@ def classify_notification(
     auto_executed: bool,
     mcp_all_failed: bool = False,
     decision_state: str = "",
+    suggested_action: str = "",
+    risk_level: str = "",
+    has_kubectl_command: bool = True,
 ) -> NotificationType:
     """
     告警通知分類器 — 決定要送哪種類型的 Telegram 卡片
@@ -1188,6 +1191,14 @@ def classify_notification(
     if confidence < 0.5 or mcp_all_failed or decision_state == "ERROR":
         return NotificationType.TYPE_4
 
+    # TYPE-1：無 kubectl 動作 + 低/中風險 → 純資訊通知（無按鈕）
+    # 場景：主機層告警 suggested_action=investigate，LLM 無法生成有效 kubectl 指令
+    # 2026-04-14 ogt (ADR-075): 中/低風險 + 無 kubectl_command → 不應發帶按鈕卡片
+    if (not has_kubectl_command
+            and risk_level in ("low", "medium")
+            and suggested_action in ("investigate", "no_action", "alert_team", "")):
+        return NotificationType.TYPE_1
+
     # TYPE-3：預設（需人工審核）
     return NotificationType.TYPE_3