diff --git a/apps/api/src/api/v1/sentry_webhook.py b/apps/api/src/api/v1/sentry_webhook.py
index a58083ccd..4ace372de 100644
--- a/apps/api/src/api/v1/sentry_webhook.py
+++ b/apps/api/src/api/v1/sentry_webhook.py
@@ -21,6 +21,7 @@ import structlog
 from fastapi import APIRouter, BackgroundTasks, HTTPException, Request
 from pydantic import BaseModel
 
+from src.core.circuit_breaker import get_openclaw_guard
 from src.core.config import settings
 from src.core.metrics import (
     record_alert_chain_failure,
@@ -280,33 +281,52 @@ async def call_openclaw_analyzer(error_context: dict) -> ErrorAnalysisResult | N
     """
     呼叫 OpenClaw Error Analyzer Agent
 
+    ADR-038: 雙層保護
+    - Layer 1: Circuit Breaker（5 連續失敗 → 斷路 60 秒）
+    - Layer 2: Concurrency Semaphore（最多 3 並發）
+
     優先使用 Ollama (本地，零成本)
     Fallback: Claude (高嚴重性)
     """
-    try:
-        async with httpx.AsyncClient(timeout=60.0) as client:
-            response = await client.post(
-                f"{settings.OPENCLAW_URL}/api/v1/analyze/error",
-                json={
-                    "error_context": error_context,
-                    "prefer_local": True,  # 優先 Ollama
-                }
-            )
+    guard = get_openclaw_guard()
 
-            if response.status_code == 200:
-                data = response.json()
-                return ErrorAnalysisResult(**data)
-            else:
-                logger.warning(f"OpenClaw returned {response.status_code}")
-                return None
+    # ADR-038 Layer 1: Circuit Breaker 快速失敗
+    if guard.is_circuit_open():
+        logger.warning(
+            "openclaw_circuit_open",
+            metrics=guard.get_metrics(),
+        )
+        return None
 
-    except httpx.TimeoutException:
-        logger.warning("OpenClaw analysis timeout, trying fallback prompt")
-        # TODO: 直接呼叫 Ollama/Claude 作為 fallback
-        return None
-    except Exception as e:
-        logger.exception(f"OpenClaw call failed: {e}")
-        return None
+    # ADR-038 Layer 2: Concurrency Semaphore 排隊
+    async with guard.semaphore:
+        try:
+            async with httpx.AsyncClient(timeout=60.0) as client:
+                response = await client.post(
+                    f"{settings.OPENCLAW_URL}/api/v1/analyze/error",
+                    json={
+                        "error_context": error_context,
+                        "prefer_local": True,  # 優先 Ollama
+                    }
+                )
+
+                if response.status_code == 200:
+                    data = response.json()
+                    guard.record_success()
+                    return ErrorAnalysisResult(**data)
+                else:
+                    logger.warning(f"OpenClaw returned {response.status_code}")
+                    guard.record_failure()
+                    return None
+
+        except httpx.TimeoutException:
+            logger.warning("OpenClaw analysis timeout")
+            guard.record_failure()
+            return None
+        except Exception as e:
+            logger.exception(f"OpenClaw call failed: {e}")
+            guard.record_failure()
+            return None
 
 
 async def post_sentry_comment(
diff --git a/apps/api/src/services/anomaly_counter.py b/apps/api/src/services/anomaly_counter.py
index 94f3a433e..17a687a13 100644
--- a/apps/api/src/services/anomaly_counter.py
+++ b/apps/api/src/services/anomaly_counter.py
@@ -132,14 +132,54 @@ class AnomalyCounter:
         """
         記錄一次異常發生
 
+        ADR-038/039: Redis 故障時 Graceful Degradation
+        - 記錄錯誤但不中斷主流程
+        - 返回空的 AnomalyFrequency（頻率計數 = 0）
+
         Args:
             anomaly_signature: 異常簽名字典
 
         Returns:
-            AnomalyFrequency: 當前頻率統計
+            AnomalyFrequency: 當前頻率統計（Redis 失敗時返回預設值）
         """
         anomaly_key = self.hash_signature(anomaly_signature)
         now = datetime.now()
+
+        try:
+            return await self._record_anomaly_impl(
+                anomaly_key=anomaly_key,
+                anomaly_signature=anomaly_signature,
+                now=now,
+            )
+        except Exception as e:
+            # ADR-038: Redis 故障 Graceful Degradation
+            logger.warning(
+                "anomaly_counter_redis_error",
+                error=str(e),
+                anomaly_key=anomaly_key,
+                fallback="returning_default_frequency",
+            )
+            # 返回預設值，不阻擋主流程
+            return AnomalyFrequency(
+                anomaly_key=anomaly_key,
+                count_1h=0,
+                count_24h=0,
+                count_7d=0,
+                count_30d=0,
+                first_seen=now,
+                last_seen=now,
+                auto_repair_count=0,
+                permanent_fix_applied=False,
+                escalation_level=None,
+            )
+
+    async def _record_anomaly_impl(
+        self,
+        anomaly_key: str,
+        anomaly_signature: dict,
+        now: datetime,
+    ) -> AnomalyFrequency:
+        """實際的異常記錄邏輯（可能拋出 Redis 異常）"""
         timestamp = now.timestamp()
         timeline_key = f"{self.PREFIX_TIMELINE}{anomaly_key}"