diff --git a/apps/jingrow/jingrow/__init__.py b/apps/jingrow/jingrow/__init__.py
index 1ca1c14..939fc11 100644
--- a/apps/jingrow/jingrow/__init__.py
+++ b/apps/jingrow/jingrow/__init__.py
@@ -7,7 +7,6 @@ import inspect
 import logging
 import os
 from jingrow.model.page import Page
-from jingrow.services.runtime import get_adapter
 from jingrow.config import Config
 
 _local = {}
@@ -113,10 +112,9 @@ def get_field_mapping(pagetype: str) -> Dict[str, str]:
     return Page(pagetype).get_field_mapping_from_jingrow()
 
 
-def map_fields(field_map: List[Dict[str, Any]], ai_outputs: Dict[str, Any], label_to_fieldname: Dict[str, str]) -> Dict[str, Any]:
+def map_fields(pagetype: str, field_map: List[Dict[str, Any]], ai_outputs: Dict[str, Any], label_to_fieldname: Dict[str, str]) -> Dict[str, Any]:
     """依据字段映射与标签->字段名映射，将 AI 输出转为文档字段字典。"""
-    adapter = get_adapter()
-    return adapter.map_fields_by_labels(field_map, ai_outputs, label_to_fieldname)
+    return Page(pagetype).map_fields_by_labels(field_map, ai_outputs, label_to_fieldname)
 
 
 def get_field_value(pagetype: str, name: str, fieldname: str) -> Optional[Any]:
diff --git a/apps/jingrow/jingrow/ai/nodes/create_record/create_record.py b/apps/jingrow/jingrow/ai/nodes/create_record/create_record.py
index 4bd8b0e..e0ef02b 100644
--- a/apps/jingrow/jingrow/ai/nodes/create_record/create_record.py
+++ b/apps/jingrow/jingrow/ai/nodes/create_record/create_record.py
@@ -1,11 +1,7 @@
 import json
 from typing import Dict, Any, Optional
 
-from jingrow.utils.jingrow_api import (
-    get_field_mapping_from_jingrow,
-    create_record,
-    map_fields_by_labels,
-)
+import jingrow
 
 def execute(context=None, inputs=None, config=None):
     """
@@ -38,7 +34,7 @@ def execute(context=None, inputs=None, config=None):
         field_map = config.get("field_map", [])
         
         # 从 Jingrow 获取字段 label->fieldname 映射
-        label2field = get_field_mapping_from_jingrow(record_type) or {}
+        label2field = jingrow.get_field_mapping(record_type) or {}
         
         # 收集AI输出：只平铺同一分支的所有上游节点数据
         ai_outputs = {}
@@ -82,7 +78,7 @@ def execute(context=None, inputs=None, config=None):
         
         # 1. 优先用field_map（from→to）
         if field_map:
-            record_data.update(map_fields_by_labels(field_map, ai_outputs, label2field))
+            record_data.update(jingrow.map_fields(field_map, ai_outputs, label2field))
             mapped_fields.update([m.get("from") for m in field_map if m.get("from")])
             # 同时标记目标字段为已映射，防止被自动映射覆盖
             for mapping in field_map:
@@ -100,14 +96,12 @@ def execute(context=None, inputs=None, config=None):
                 record_data[fieldname] = value
                 mapped_fields.add(label)
         
-        # 调用 Jingrow 创建记录
-        api_res = create_record(record_type, record_data)
-        if not api_res.get("success"):
-            return {"success": False, "error": api_res.get("error", "创建记录失败")}
+        # 调用 Jingrow 创建记录（使用 jingrow.create_pg 返回创建后的数据或 None）
+        created = jingrow.create_pg(record_type, record_data) or {}
+        if not created:
+            return {"success": False, "error": "创建记录失败"}
 
-        created = api_res.get("data", {})
         created_name = created.get("name") or record_data.get("name")
-        created_id = created.get("name") or created.get("id")  # 兼容不同返回
 
         return {
             "success": True,
diff --git a/apps/jingrow/jingrow/ai/nodes/update_record/update_record.py b/apps/jingrow/jingrow/ai/nodes/update_record/update_record.py
index 698bcd3..c839558 100644
--- a/apps/jingrow/jingrow/ai/nodes/update_record/update_record.py
+++ b/apps/jingrow/jingrow/ai/nodes/update_record/update_record.py
@@ -1,11 +1,7 @@
 import json
 from typing import Dict, Any, Optional
 
-from jingrow.utils.jingrow_api import (
-    get_field_mapping_from_jingrow,
-    get_field_value_from_jingrow,
-    update_record,
-)
+import jingrow
 
 def execute(context=None, inputs=None, config=None):
     """
@@ -80,7 +76,7 @@ def execute(context=None, inputs=None, config=None):
             }
             
             # 获取 label->fieldname 映射
-            label_to_fieldname = get_field_mapping_from_jingrow(record_type) or {}
+            label_to_fieldname = jingrow.get_field_mapping(record_type) or {}
             fieldname_set = set(label_to_fieldname.values())
             
             updated = False
@@ -139,7 +135,7 @@ def execute(context=None, inputs=None, config=None):
                     # 在追加模式下，先检查是否重复
                     if write_mode == "append":
                         # 从服务端查询当前值，避免并发覆盖
-                        current_value = get_field_value_from_jingrow(record_type, record_name, to_field) or ""
+                        current_value = jingrow.get_field_value(record_type, record_name, to_field) or ""
                         current_str = str(current_value).strip()
                         new_value_str = str(value).strip()
                         
@@ -164,10 +160,10 @@ def execute(context=None, inputs=None, config=None):
             
             # 调用 Jingrow 更新记录（仅当有更新）
             if updated:
-                api_res = update_record(record_type, record_name, mock_record)
-                if not api_res.get("success"):
-                    return {"success": False, "error": api_res.get("error", "更新记录失败")}
-                server_record = api_res.get("data", {})
+                upd_res = jingrow.update_pg(record_type, record_name, mock_record)
+                if not upd_res:
+                    return {"success": False, "error": "更新记录失败"}
+                server_record = upd_res if isinstance(upd_res, dict) else {}
             else:
                 server_record = {}