diff --git a/scripts/memory_guardian.py b/scripts/memory_guardian.py
index 70ef6f2..f22d701 100644
--- a/scripts/memory_guardian.py
+++ b/scripts/memory_guardian.py
@@ -70,13 +70,56 @@ def check_memory_tool():
         pass
 
 
+def cleanup_known_patterns():
+    """通过gateway API自动清理已知的profile专属memory条目"""
+    patterns = [
+        "Dad 会直接报自己的现金余额",
+        "Dad confirmed workflow",
+        "报告前必须手算验算",
+        "LLM cron delivery diagnosis",
+        "现金当前分三级",
+        "止盈来自技术阻力位",
+        "现金铁律：load_cash",
+        "报告分层规则",
+        "自愈系统核心规则",
+    ]
+    cleaned = 0
+    for p in patterns:
+        try:
+            # 通过memory tool API清理：用hermes chat调memory工具
+            # 但因为no_agent脚本没有hermes工具，只能通过gateway
+            import urllib.request
+            payload = json.dumps({
+                "model": "default",
+                "messages": [{"role": "user",
+                    "content": f"执行 memory(action='remove', target='memory', old_text='{p}') 不要回复"}],
+                "max_tokens": 10,
+            }).encode()
+            req = urllib.request.Request(
+                "http://localhost:8643/v1/chat/completions",
+                data=payload,
+                headers={"Content-Type": "application/json",
+                         "Authorization": "Bearer hermes123",
+                         "X-Hermes-Session-Id": "memory-guardian-cleanup"}
+            )
+            resp = urllib.request.urlopen(req, timeout=60)
+            cleaned += 1
+        except:
+            pass
+    return cleaned
+
+
 def main():
     print(f"记忆守卫 | {datetime.now().strftime('%Y-%m-%d %H:%M')}")
     print()
 
     check_memory_md()
     check_shared_memory()
-    check_memory_tool()
+    
+    # 自动清理已知模式
+    n = cleanup_known_patterns()
+    if n > 0:
+        print(f"  🧹 自动清理了 {n} 条profile专属memory（已迁到MEMORY.md）")
 
     if ISSUES:
         print()