diff --git a/fastdeploy/entrypoints/openai/serving_chat.py b/fastdeploy/entrypoints/openai/serving_chat.py
index 186e1a0f5..16f5f78a0 100644
--- a/fastdeploy/entrypoints/openai/serving_chat.py
+++ b/fastdeploy/entrypoints/openai/serving_chat.py
@@ -325,7 +325,9 @@ class OpenAIServingChat:
                             continue
                         delta_message.content = delta_message_output.content or ""
                         delta_message.reasoning_content = delta_message_output.reasoning_content or ""
-                        delta_message.tool_calls = delta_message_output.tool_calls
+                        if delta_message_output.tool_calls:
+                            delta_message.tool_calls = delta_message_output.tool_calls
+                            tool_called = True
 
                     choice = ChatCompletionResponseStreamChoice(
                         index=0,
diff --git a/fastdeploy/entrypoints/openai/serving_completion.py b/fastdeploy/entrypoints/openai/serving_completion.py
index 75812d58c..aa5d5f3c5 100644
--- a/fastdeploy/entrypoints/openai/serving_completion.py
+++ b/fastdeploy/entrypoints/openai/serving_completion.py
@@ -418,7 +418,9 @@ class OpenAIServingCompletion:
                             continue
                         delta_message.text = delta_message_output.content or ""
                         delta_message.reasoning_content = delta_message_output.reasoning_content or ""
-                        delta_message.tool_calls = delta_message_output.tool_calls
+                        if delta_message_output.tool_calls:
+                            delta_message.tool_calls = delta_message_output.tool_calls
+                            tool_called[idx] = True
 
                     choices.append(delta_message)
 
diff --git a/fastdeploy/input/preprocess.py b/fastdeploy/input/preprocess.py
index e7d1c1a9e..48626f380 100644
--- a/fastdeploy/input/preprocess.py
+++ b/fastdeploy/input/preprocess.py
@@ -71,8 +71,15 @@ class InputPreprocessor:
         """
         reasoning_parser_obj = None
         tool_parser_obj = None
-        if self.reasoning_parser:
-            reasoning_parser_obj = ReasoningParserManager.get_reasoning_parser(self.reasoning_parser)
+        try:
+            from fastdeploy.plugins.reasoning_parser import (
+                load_reasoning_parser_plugins,
+            )
+
+            reasoning_parser_obj = load_reasoning_parser_plugins()
+        except:
+            if self.reasoning_parser:
+                reasoning_parser_obj = ReasoningParserManager.get_reasoning_parser(self.reasoning_parser)
         if self.tool_parser:
             tool_parser_obj = ToolParserManager.get_tool_parser(self.tool_parser)
 
@@ -85,6 +92,8 @@ class InputPreprocessor:
             Processor = load_input_processor_plugins()
             self.processor = Processor(
                 model_name_or_path=self.model_name_or_path,
+                reasoning_parser_obj=reasoning_parser_obj,
+                tool_parser_obj=tool_parser_obj,
             )
         except:
             if not self.enable_mm:
diff --git a/fastdeploy/plugins/__init__.py b/fastdeploy/plugins/__init__.py
index 6df06f763..5972f1b4a 100644
--- a/fastdeploy/plugins/__init__.py
+++ b/fastdeploy/plugins/__init__.py
@@ -17,5 +17,11 @@
 from .input_processor import load_input_processor_plugins
 from .model_register import load_model_register_plugins
 from .model_runner import load_model_runner_plugins
+from .reasoning_parser import load_reasoning_parser_plugins
 
-__all__ = ["load_model_register_plugins", "load_model_runner_plugins", "load_input_processor_plugins"]
+__all__ = [
+    "load_model_register_plugins",
+    "load_model_runner_plugins",
+    "load_input_processor_plugins",
+    "load_reasoning_parser_plugins",
+]
diff --git a/fastdeploy/plugins/reasoning_parser/__init__.py b/fastdeploy/plugins/reasoning_parser/__init__.py
new file mode 100644
index 000000000..bb19e0e70
--- /dev/null
+++ b/fastdeploy/plugins/reasoning_parser/__init__.py
@@ -0,0 +1,27 @@
+"""
+# Copyright (c) 2025  PaddlePaddle Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License"
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+
+from fastdeploy.plugins.utils import load_plugins_by_group
+
+# make sure one process only loads plugins once
+PLUGINS_GROUP = "fastdeploy.reasoning_parser_plugins"
+
+
+def load_reasoning_parser_plugins():
+    """load_reasoning_parser_plugins"""
+    plugins = load_plugins_by_group(group=PLUGINS_GROUP)
+    assert len(plugins) <= 1, "Most one plugin is allowed to be loaded."
+    return next(iter(plugins.values()))()