diff --git a/mlx_lm/tokenizer_utils.py b/mlx_lm/tokenizer_utils.py
index c7e50fbe7..2c1e91996 100644
--- a/mlx_lm/tokenizer_utils.py
+++ b/mlx_lm/tokenizer_utils.py
@@ -549,6 +549,8 @@ def _infer_tool_parser(chat_template):
     """Attempt to auto-infer a tool parser from the chat template."""
     if not isinstance(chat_template, str):
         return None
+    elif "｜DSML｜tool_calls" in chat_template:
+        return "deepseek_v4"
     elif "<minimax:tool_call>" in chat_template:
         return "minimax_m2"
     elif "<|tool_call>" in chat_template and "<tool_call|>" in chat_template:
diff --git a/mlx_lm/tool_parsers/deepseek_v4.py b/mlx_lm/tool_parsers/deepseek_v4.py
new file mode 100644
index 000000000..f64847ed4
--- /dev/null
+++ b/mlx_lm/tool_parsers/deepseek_v4.py
@@ -0,0 +1,41 @@
+import json
+from typing import Any
+
+import regex as re
+
+_dsml = "｜DSML｜"
+
+# Match from the DSML tag, not the official text sentinel's leading newlines.
+# The server detects tool calls with token sequences, and DS4 can tokenize the
+# same text as either "\n\n" or as part of the previous token, e.g. ".\n\n".
+# Stop before ">" as well because the closing bracket can merge with "\n".
+tool_call_start: str = f"<{_dsml}tool_calls"
+tool_call_end: str = f"</{_dsml}tool_calls>"
+
+_invoke_re = re.compile(
+    rf'<{re.escape(_dsml)}invoke name="([^"]+)">(.*?)</{re.escape(_dsml)}invoke>',
+    re.DOTALL,
+)
+_param_re = re.compile(
+    rf'<{re.escape(_dsml)}parameter name="([^"]+)" string="(true|false)">(.*?)</{re.escape(_dsml)}parameter>',
+    re.DOTALL,
+)
+
+
+def parse_tool_call(text: str, tools: Any = None):
+    """Parse one or more DSML tool calls from the text between tool_call_start/end."""
+    calls = []
+    for invoke in _invoke_re.finditer(text):
+        name = invoke.group(1)
+        body = invoke.group(2)
+        arguments = {}
+        for param in _param_re.finditer(body):
+            pname = param.group(1)
+            is_string = param.group(2) == "true"
+            value = param.group(3)
+            arguments[pname] = value if is_string else json.loads(value)
+        calls.append({"name": name, "arguments": arguments})
+
+    if not calls:
+        raise ValueError("No tool calls found in DSML block")
+    return calls[0] if len(calls) == 1 else calls
diff --git a/tests/test_tool_parsing.py b/tests/test_tool_parsing.py
index 52892b7ff..6a4fcb842 100644
--- a/tests/test_tool_parsing.py
+++ b/tests/test_tool_parsing.py
@@ -1,7 +1,7 @@
 import unittest
-from pathlib import Path
 
 from mlx_lm.tool_parsers import (
+    deepseek_v4,
     function_gemma,
     gemma4,
     glm47,
@@ -329,6 +329,40 @@ def test_minimax_m2(self):
         tool_calls = minimax_m2.parse_tool_call(test_case, None)
         self.assertEqual(expected, tool_calls)
 
+    def test_deepseek_v4(self):
+        self.assertEqual(deepseek_v4.tool_call_start, "<｜DSML｜tool_calls")
+
+        # Single call with the closing tag bracket captured as tool text.
+        test_case = (
+            '>\n<｜DSML｜invoke name="get_weather">\n'
+            '<｜DSML｜parameter name="location" string="true">Beijing</｜DSML｜parameter>\n'
+            '<｜DSML｜parameter name="num_results" string="false">5</｜DSML｜parameter>\n'
+            '</｜DSML｜invoke>\n'
+        )
+        result = deepseek_v4.parse_tool_call(test_case, None)
+        self.assertEqual(result["name"], "get_weather")
+        self.assertEqual(result["arguments"]["location"], "Beijing")
+        self.assertEqual(result["arguments"]["num_results"], 5)
+
+        # Multiple calls
+        test_case = (
+            '\n<｜DSML｜invoke name="search">\n'
+            '<｜DSML｜parameter name="query" string="true">weather</｜DSML｜parameter>\n'
+            '</｜DSML｜invoke>\n'
+            '<｜DSML｜invoke name="read_file">\n'
+            '<｜DSML｜parameter name="path" string="true">/tmp/test.txt</｜DSML｜parameter>\n'
+            '</｜DSML｜invoke>\n'
+        )
+        result = deepseek_v4.parse_tool_call(test_case, None)
+        self.assertIsInstance(result, list)
+        self.assertEqual(len(result), 2)
+        self.assertEqual(
+            result[0], {"name": "search", "arguments": {"query": "weather"}}
+        )
+        self.assertEqual(
+            result[1], {"name": "read_file", "arguments": {"path": "/tmp/test.txt"}}
+        )
+
 
 if __name__ == "__main__":
     unittest.main()