diff --git a/.gitignore b/.gitignore
index f61a6796..526b5359 100644
--- a/.gitignore
+++ b/.gitignore
@@ -74,4 +74,7 @@ notebooks/generated_image.png
 .auto-coder/
 /actions/
 /output.txt
-/examples/
\ No newline at end of file
+/examples/
+.auto-coder/
+/actions/
+/output.txt
\ No newline at end of file
diff --git a/src/autocoder/common/ac_style_command_parser/parser.py b/src/autocoder/common/ac_style_command_parser/parser.py
index f3bc731f..af303698 100644
--- a/src/autocoder/common/ac_style_command_parser/parser.py
+++ b/src/autocoder/common/ac_style_command_parser/parser.py
@@ -63,7 +63,22 @@ def parse(self, query: str) -> Dict[str, Any]:
 
         # 找出所有命令
         commands = re.findall(self.command_pattern, processed_query)
+        
+        # 如果没有找到命令，但有内容，则将整个字符串作为参数处理，使用空字符串作为命令名
         if not commands:
+            # 恢复路径参数的原始值
+            for placeholder, path in placeholders.items():
+                query = query.replace(placeholder, path)
+            
+            # 解析参数
+            args, kwargs = self._parse_params(query.strip())
+            if args or kwargs:  # 只有当有参数时才返回结果
+                return {
+                    "": {
+                        'args': args,
+                        'kwargs': kwargs
+                    }
+                }
             return {}
 
         # 将查询字符串按命令分割
@@ -180,6 +195,23 @@ def parse_command(self, query: str, command: str) -> Optional[Dict[str, Any]]:
         """
         commands = self.parse(query)
         return commands.get(command)
+    
+    def parse_params_only(self, params_str: str) -> Dict[str, Any]:
+        """
+        直接解析参数字符串，不需要命令前缀。
+        用于解析类似 '"tdd/hello.md" name="威廉"' 这样的参数字符串。
+        
+        参数:
+            params_str: 参数字符串
+            
+        返回:
+            Dict[str, Any]: 包含args和kwargs的字典
+        """
+        if not params_str or not params_str.strip():
+            return {'args': [], 'kwargs': {}}
+        
+        args, kwargs = self._parse_params(params_str.strip())
+        return {'args': args, 'kwargs': kwargs}
 
 
 def parse_query(query: str) -> Dict[str, Any]:
diff --git a/src/autocoder/common/ac_style_command_parser/test_parser.py b/src/autocoder/common/ac_style_command_parser/test_parser.py
index f9b103a8..3aab1b51 100644
--- a/src/autocoder/common/ac_style_command_parser/test_parser.py
+++ b/src/autocoder/common/ac_style_command_parser/test_parser.py
@@ -243,6 +243,30 @@ def test_command_at_end_of_string(self, parser):
             }
         }
         assert result == expected
+        
+    def test_parse_params_without_command(self, parser):
+        """测试解析不带命令前缀的参数"""
+        result = parser.parse('"tdd/hello.md" name="威廉"')
+        expected = {
+            "": {
+                "args": ["tdd/hello.md"],
+                "kwargs": {
+                    "name": "威廉"
+                }
+            }
+        }
+        assert result == expected
+        
+    def test_parse_params_only_method(self, parser):
+        """测试parse_params_only方法"""
+        result = parser.parse_params_only('"tdd/hello.md" name="威廉"')
+        expected = {
+            "args": ["tdd/hello.md"],
+            "kwargs": {
+                "name": "威廉"
+            }
+        }
+        assert result == expected
 
 
 class TestConvenienceFunctions:
@@ -471,7 +495,7 @@ def test__command_with_path(self, parser):
                 }
             }
         }
-        assert result == expected    
+        assert result == expected
 
 
 # 参数化测试用例