diff --git a/vllm/tool_parsers/glm4_moe_tool_parser.py b/vllm/tool_parsers/glm4_moe_tool_parser.py
index 522c67dc2e6a..11eb79244eb9 100644
--- a/vllm/tool_parsers/glm4_moe_tool_parser.py
+++ b/vllm/tool_parsers/glm4_moe_tool_parser.py
@@ -115,9 +115,15 @@ def _deserialize(value: str) -> Any:
             tool_calls = []
             for match in matched_tool_calls:
                 tc_detail = self.func_detail_regex.search(match)
+                if not tc_detail:
+                    logger.warning(
+                        "Failed to parse tool call details from: %s",
+                        match,
+                    )
+                    continue
                 tc_name = tc_detail.group(1)
                 tc_args = tc_detail.group(2)
-                pairs = self.func_arg_regex.findall(tc_args)
+                pairs = self.func_arg_regex.findall(tc_args) if tc_args else []
                 arg_dct = {}
                 for key, value in pairs:
                     arg_key = key.strip()