diff --git a/workflow_service/comfy/comfy_queue.py b/workflow_service/comfy/comfy_queue.py
index fc6a1c5..498658e 100644
--- a/workflow_service/comfy/comfy_queue.py
+++ b/workflow_service/comfy/comfy_queue.py
@@ -112,17 +112,19 @@ class WorkflowQueueManager:
                     current_time = datetime.now()
                     timestamp = current_time.strftime("%Y-%m-%d %H:%M:%S")
                     time_only = current_time.strftime("%H:%M:%S")
-                    
+
                     # 计算距离上次处理队列的时间
                     time_since_last_processing = ""
                     if self._last_processing_time:
                         time_diff = current_time - self._last_processing_time
                         minutes = int(time_diff.total_seconds() // 60)
                         seconds = int(time_diff.total_seconds() % 60)
-                        time_since_last_processing = f"上次处理: {minutes}分{seconds}秒前"
+                        time_since_last_processing = (
+                            f"上次处理: {minutes}分{seconds}秒前"
+                        )
                     else:
                         time_since_last_processing = "上次处理: 从未"
-                    
+
                     # 格式化状态信息，提高可读性
                     status_info = (
                         f"⏰ 定时检测触发 [{timestamp}]\n"
@@ -202,7 +204,7 @@ class WorkflowQueueManager:
         async with self.lock:
             # 更新上次处理队列的时间
             self._last_processing_time = datetime.now()
-            
+
             if not self.pending_tasks:
                 logger.debug("队列为空，无需处理")
                 return
@@ -429,7 +431,6 @@ async def _queue_prompt(
             "extra_pnginfo": {"workflow": workflow},
         },
     }
-    logger.info(f"提交到 ComfyUI /prompt 端点的payload: {json.dumps(payload)}")
     async with aiohttp.ClientSession(timeout=ClientTimeout(total=90)) as session:
         prompt_url = f"{http_url}/prompt"
         try:
diff --git a/workflow_service/comfy/comfy_workflow.py b/workflow_service/comfy/comfy_workflow.py
index 0d4d664..a556cf0 100644
--- a/workflow_service/comfy/comfy_workflow.py
+++ b/workflow_service/comfy/comfy_workflow.py
@@ -1,3 +1,5 @@
+from ast import List
+import json
 import logging
 from typing import Any, Dict
 
@@ -22,6 +24,7 @@ async def build_prompt(
     """
     构建prompt
     """
+
     patched_workflow = await _patch_workflow(
         workflow_data, api_spec, request_data, server
     )
@@ -269,6 +272,10 @@ async def _patch_workflow(
                 continue
 
     workflow_data["nodes"] = list(nodes_map.values())
+
+    # 对workflow_data中的nodes进行排序，按照id从小到大
+    workflow_data["nodes"] = sorted(workflow_data["nodes"], key=lambda x: x["id"])
+
     return workflow_data
 
 
@@ -300,7 +307,6 @@ def _convert_workflow_to_prompt_api_format(workflow_data: dict) -> dict:
     for node in workflow_data["nodes"]:
         node_id = str(node["id"])
         inputs_dict = {}
-
         # 1. 处理控件输入 (widgets)
         widgets_values = node.get("widgets_values", [])
         widget_cursor = 0
@@ -313,6 +319,10 @@ def _convert_workflow_to_prompt_api_format(workflow_data: dict) -> dict:
                     inputs_dict[widget_name] = widgets_values[widget_cursor]
                 widget_cursor += 1
 
+                # 特殊处理：如果节点是 EG_CYQ_JB ，则需要忽略widgets_values的第1个值，这个是用来控制control net的，它不参与赋值
+                if node["type"] == "EG_CYQ_JB" and widget_cursor == 1:
+                    widget_cursor += 1
+
         # 2. 处理连接输入 (links)
         for input_config in node.get("inputs", []):
             if "link" in input_config and input_config["link"] is not None:
@@ -321,7 +331,18 @@ def _convert_workflow_to_prompt_api_format(workflow_data: dict) -> dict:
                     # 输入名称是input_config中的'name'
                     inputs_dict[input_config["name"]] = link_map[link_id]
 
-        prompt_api_format[node_id] = {"class_type": node["type"], "inputs": inputs_dict}
+        prompt_api_format[node_id] = {
+            "inputs": inputs_dict,
+            "class_type": node["type"],
+            "_meta": {
+                "title": node.get("title", ""),
+            },
+        }
+
+    # 过滤掉类型为 Note 的节点
+    prompt_api_format = {
+        k: v for k, v in prompt_api_format.items() if v["class_type"] not in ["Note"]
+    }
 
     return prompt_api_format