diff --git a/comfyui_to_python.py b/comfyui_to_python.py
index 9b61692..ec9566e 100644
--- a/comfyui_to_python.py
+++ b/comfyui_to_python.py
@@ -211,8 +211,18 @@ def generate_workflow(
         for idx, data, is_special_function in load_order:
             # Generate class definition and inputs from the data
             inputs, class_type = data["inputs"], data["class_type"]
+            input_types = self.node_class_mappings[class_type].INPUT_TYPES()
             class_def = self.node_class_mappings[class_type]()
 
+            # If required inputs are not present, skip the node as it will break the code if passed through to the script
+            missing_required_variable = False
+            if "required" in input_types.keys():
+                for required in input_types["required"]:
+                    if required not in inputs.keys():
+                        missing_required_variable = True
+            if missing_required_variable:
+                continue
+
             # If the class hasn't been initialized yet, initialize it and generate the import statements
             if class_type not in initialized_objects:
                 # No need to use preview image nodes since we are executing the script in a terminal
@@ -242,7 +252,12 @@ def generate_workflow(
                 if no_params or key in class_def_params
             }
             # Deal with hidden variables
-            if class_def_params is not None:
+            if (
+                "hidden" in input_types.keys()
+                and "unique_id" in input_types["hidden"].keys()
+            ):
+                inputs["unique_id"] = random.randint(1, 2**64)
+            elif class_def_params is not None:
                 if "unique_id" in class_def_params:
                     inputs["unique_id"] = random.randint(1, 2**64)