diff --git a/Python-Version/scripts/shared/metadata_extractor_mvp.py b/Python-Version/scripts/shared/metadata_extractor_mvp.py
index 26e7a1f..a2eb97c 100644
--- a/Python-Version/scripts/shared/metadata_extractor_mvp.py
+++ b/Python-Version/scripts/shared/metadata_extractor_mvp.py
@@ -408,7 +408,23 @@ class MetadataExtractorMVP:
                     break
 
             if not score_field_found:
-                logger.error("CREATIVEX Score field (FERRERO.TAB.FIELD.CREATIVEX) NOT FOUND in mvp_fields!")
+                logger.warning("CREATIVEX Score field not found in master metadata - adding it now")
+                # Create the field structure (tabular field)
+                creativex_score_field = {
+                    'id': 'FERRERO.TAB.FIELD.CREATIVEX',
+                    'name': 'Rating (%)',
+                    'type': 'com.artesia.metadata.MetadataTableField',
+                    'parent_table_id': 'FERRERO.TABULAR.FIELD.PLATFORMRATING',
+                    'value': {
+                        'value': {
+                            'value': box_metadata['score']
+                        }
+                    },
+                    'data_type': 'INTEGER',
+                    'required': False
+                }
+                mvp_fields.append(creativex_score_field)
+                logger.info("Added CREATIVEX Score field with value: {}".format(box_metadata['score']))
 
         if box_metadata.get('url'):
             # Update CreativeX URL field
@@ -429,6 +445,21 @@ class MetadataExtractorMVP:
                     break
 
             if not url_field_found:
-                logger.error("CREATIVEX URL field (FERRERO.FIELD.CREATIVEX LINK) NOT FOUND in mvp_fields!")
+                logger.warning("CREATIVEX URL field not found in master metadata - adding it now")
+                # Create the field structure (text field)
+                creativex_url_field = {
+                    'id': 'FERRERO.FIELD.CREATIVEX LINK',
+                    'name': 'CreativeX Hyperlink',
+                    'type': 'com.artesia.metadata.MetadataField',
+                    'value': {
+                        'value': {
+                            'value': box_metadata['url']
+                        }
+                    },
+                    'data_type': 'CHAR',
+                    'required': False
+                }
+                mvp_fields.append(creativex_url_field)
+                logger.info("Added CREATIVEX URL field with value: {}".format(box_metadata['url']))
 
         return mvp_fields