diff --git a/api/core/tools/tool/tool.py b/api/core/tools/tool/tool.py
index 045802dd63..bb34d90a50 100644
--- a/api/core/tools/tool/tool.py
+++ b/api/core/tools/tool/tool.py
@@ -179,6 +179,9 @@ class Tool(BaseModel, ABC):
         if self.runtime.runtime_parameters:
             tool_parameters.update(self.runtime.runtime_parameters)
 
+        # try parse tool parameters into the correct type
+        tool_parameters = self._transform_tool_parameters_type(tool_parameters)
+
         result = self._invoke(
             user_id=user_id,
             tool_parameters=tool_parameters,
@@ -211,6 +214,31 @@ class Tool(BaseModel, ABC):
                 result += f"tool response: {response.message}."
 
         return result
+    
+    def _transform_tool_parameters_type(self, tool_parameters: dict[str, Any]) -> dict[str, Any]:
+        """
+        Transform tool parameters type
+        """
+        for parameter in self.parameters:
+            if parameter.name in tool_parameters:
+                if parameter.type in [
+                    ToolParameter.ToolParameterType.SECRET_INPUT, 
+                    ToolParameter.ToolParameterType.STRING, 
+                    ToolParameter.ToolParameterType.SELECT,
+                ] and not isinstance(tool_parameters[parameter.name], str):
+                    tool_parameters[parameter.name] = str(tool_parameters[parameter.name])
+                elif parameter.type == ToolParameter.ToolParameterType.NUMBER \
+                    and not isinstance(tool_parameters[parameter.name], int | float):
+                    if isinstance(tool_parameters[parameter.name], str):
+                        try:
+                            tool_parameters[parameter.name] = int(tool_parameters[parameter.name])
+                        except ValueError:
+                            tool_parameters[parameter.name] = float(tool_parameters[parameter.name])
+                elif parameter.type == ToolParameter.ToolParameterType.BOOLEAN:
+                    if not isinstance(tool_parameters[parameter.name], bool):
+                        tool_parameters[parameter.name] = bool(tool_parameters[parameter.name])
+
+        return tool_parameters
 
     @abstractmethod
     def _invoke(self, user_id: str, tool_parameters: dict[str, Any]) -> Union[ToolInvokeMessage, list[ToolInvokeMessage]]: