diff --git a/.github/helper/translation.py b/.github/helper/translation.py
index ee04de9161..340f4f8772 100644
--- a/.github/helper/translation.py
+++ b/.github/helper/translation.py
@@ -3,7 +3,10 @@ import sys
 
 errors_encounter = 0
 pattern = re.compile(r"_\(([\"']{,3})(?P<message>((?!\1).)*)\1(\s*,\s*context\s*=\s*([\"'])(?P<py_context>((?!\5).)*)\5)*(\s*,\s*(.)*?\s*(,\s*([\"'])(?P<js_context>((?!\11).)*)\11)*)*\)")
-start_pattern = re.compile(r"_{1,2}\([\"'`]{1,3}")
+words_pattern = re.compile(r"_{1,2}\([\"'`]{1,3}.*?[a-zA-Z]")
+start_pattern = re.compile(r"_{1,2}\([f\"'`]{1,3}")
+f_string_pattern = re.compile(r"_\(f[\"']")
+starts_with_f_pattern = re.compile(r"_\(f")
 
 # skip first argument
 files = sys.argv[1:]
@@ -14,9 +17,25 @@ for _file in files_to_scan:
 		print(f'Checking: {_file}')
 		file_lines = f.readlines()
 		for line_number, line in enumerate(file_lines, 1):
+			if 'frappe-lint: disable-translate' in line:
+				continue
+
 			start_matches = start_pattern.search(line)
 			if start_matches:
+				starts_with_f = starts_with_f_pattern.search(line)
+
+				if starts_with_f:
+					has_f_string = f_string_pattern.search(line)
+					if has_f_string:
+						errors_encounter += 1
+						print(f'\nF-strings are not supported for translations at line number {line_number + 1}\n{line.strip()[:100]}')
+						continue
+					else:
+						continue
+
 				match = pattern.search(line)
+				error_found = False
+
 				if not match and line.endswith(',\n'):
 					# concat remaining text to validate multiline pattern
 					line = "".join(file_lines[line_number - 1:])
@@ -24,11 +43,18 @@ for _file in files_to_scan:
 					match = pattern.match(line)
 
 				if not match:
+					error_found = True
+					print(f'\nTranslation syntax error at line number {line_number + 1}\n{line.strip()[:100]}')
+
+				if not error_found and not words_pattern.search(line):
+					error_found = True
+					print(f'\nTranslation is useless because it has no words at line number {line_number + 1}\n{line.strip()[:100]}')
+
+				if error_found:
 					errors_encounter += 1
-					print(f'\nTranslation syntax error at line number: {line_number + 1}\n{line.strip()[:100]}')
 
 if errors_encounter > 0:
-	print('\nYou can visit "https://frappeframework.com/docs/user/en/translations" to resolve this error.')
+	print('\nVisit "https://frappeframework.com/docs/user/en/translations" to learn about valid translation strings.')
 	sys.exit(1)
 else:
 	print('\nGood To Go!')