diff --git a/docs/features/reasoning_outputs.md b/docs/features/reasoning_outputs.md
index ab04a1efcc083..0b00b8805bb2c 100644
--- a/docs/features/reasoning_outputs.md
+++ b/docs/features/reasoning_outputs.md
@@ -11,6 +11,7 @@ vLLM currently supports the following reasoning models:
 | Model Series | Parser Name | Structured Output Support | Tool Calling |
 |--------------|-------------|------------------|-------------|
 | [DeepSeek R1 series](https://huggingface.co/collections/deepseek-ai/deepseek-r1-678e1e131c0169c0bc89728d) | `deepseek_r1` | `json`, `regex` | ❌ |
+| [DeepSeek-V3.1](https://huggingface.co/collections/deepseek-ai/deepseek-v31-68a491bed32bd77e7fca048f) | `deepseek_v3` | `json`, `regex` | ❌ |
 | [ERNIE-4.5-VL series](https://huggingface.co/baidu/ERNIE-4.5-VL-28B-A3B-PT) | `ernie45` | `json`, `regex` | ❌ |
 | [ERNIE-4.5-21B-A3B-Thinking](https://huggingface.co/baidu/ERNIE-4.5-21B-A3B-Thinking) | `ernie45` | `json`, `regex` | ✅ |
 | [QwQ-32B](https://huggingface.co/Qwen/QwQ-32B) | `deepseek_r1` | `json`, `regex` | ✅ |
@@ -20,8 +21,9 @@ vLLM currently supports the following reasoning models:
 | [GLM-4.5 series](https://huggingface.co/collections/zai-org/glm-45-687c621d34bda8c9e4bf503b) | `glm45` | `json`, `regex` | ✅ |
 
 !!! note
-    IBM Granite 3.2 reasoning is disabled by default; to enable it, you must also pass `thinking=True` in your `chat_template_kwargs`.
+    IBM Granite 3.2 and DeepSeek-V3.1 reasoning is disabled by default; to enable it, you must also pass `thinking=True` in your `chat_template_kwargs`.
     The reasoning feature for the Qwen3 series is enabled by default. To disable it, you must pass `enable_thinking=False` in your `chat_template_kwargs`.
+    DeepSeek-V3.1 tool calling is supported in non-thinking mode.
 
 ## Quickstart
 
diff --git a/tests/reasoning/test_deepseekv3_reasoning_parser.py b/tests/reasoning/test_deepseekv3_reasoning_parser.py
new file mode 100644
index 0000000000000..3d12f3e5b30e8
--- /dev/null
+++ b/tests/reasoning/test_deepseekv3_reasoning_parser.py
@@ -0,0 +1,76 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+
+import pytest
+from transformers import AutoTokenizer
+
+from vllm.entrypoints.openai.protocol import ChatCompletionRequest, DeltaMessage
+from vllm.reasoning import (
+    DeepSeekR1ReasoningParser,
+    DeepSeekV3ReasoningParser,
+    IdentityReasoningParser,
+)
+
+REASONING_MODEL_NAME = "deepseek-ai/DeepSeek-V3.1"
+
+
+@pytest.fixture(scope="module")
+def tokenizer():
+    return AutoTokenizer.from_pretrained(REASONING_MODEL_NAME)
+
+
+@pytest.mark.parametrize(
+    "thinking,expected_parser_type",
+    [
+        (True, DeepSeekR1ReasoningParser),
+        (False, IdentityReasoningParser),
+    ],
+)
+def test_parser_selection(tokenizer, thinking, expected_parser_type):
+    parser = DeepSeekV3ReasoningParser(
+        tokenizer, chat_template_kwargs={"thinking": thinking}
+    )
+
+    assert isinstance(parser._parser, expected_parser_type)
+
+
+def test_identity_reasoning_parser_basic(tokenizer):
+    parser = IdentityReasoningParser(tokenizer)
+
+    # Test is_reasoning_end always returns True
+    input_text = "This is some output"
+    input_tokens = tokenizer.tokenize(input_text)
+    input_ids = tokenizer.convert_tokens_to_ids(input_tokens)
+    assert parser.is_reasoning_end(input_ids) is True
+
+    # Test extract_content_ids returns all input_ids
+    assert parser.extract_content_ids(input_ids) == input_ids
+
+    # Test extract_reasoning_content returns (None, model_output)
+    request = ChatCompletionRequest(model="test-model", messages=[], temperature=1.0)
+    reasoning, content = parser.extract_reasoning_content(input_text, request)
+    assert reasoning is None
+    assert content == input_text
+
+    # Test extract_reasoning_content_streaming returns DeltaMessage or None
+    result = parser.extract_reasoning_content_streaming(
+        previous_text="",
+        current_text="Hello world",
+        delta_text="Hello world",
+        previous_token_ids=[],
+        current_token_ids=input_ids,
+        delta_token_ids=input_ids,
+    )
+    assert isinstance(result, DeltaMessage)
+    assert result.content == "Hello world"
+
+    # If delta_text is empty, should return None
+    result_none = parser.extract_reasoning_content_streaming(
+        previous_text="Hello world",
+        current_text="Hello world",
+        delta_text="",
+        previous_token_ids=input_ids,
+        current_token_ids=input_ids,
+        delta_token_ids=[],
+    )
+    assert result_none is None
diff --git a/vllm/entrypoints/openai/serving_chat.py b/vllm/entrypoints/openai/serving_chat.py
index 26027112eb589..5dc7f7859226d 100644
--- a/vllm/entrypoints/openai/serving_chat.py
+++ b/vllm/entrypoints/openai/serving_chat.py
@@ -570,7 +570,10 @@ class OpenAIServingChat(OpenAIServing):
 
         try:
             if self.reasoning_parser:
-                reasoning_parser = self.reasoning_parser(tokenizer)
+                reasoning_parser = self.reasoning_parser(
+                    tokenizer,
+                    chat_template_kwargs=request.chat_template_kwargs,  # type: ignore
+                )
         except RuntimeError as e:
             logger.exception("Error in reasoning parser creation.")
             data = self.create_streaming_error_response(str(e))
@@ -1335,7 +1338,10 @@ class OpenAIServingChat(OpenAIServing):
 
             if self.reasoning_parser:
                 try:
-                    reasoning_parser = self.reasoning_parser(tokenizer)
+                    reasoning_parser = self.reasoning_parser(
+                        tokenizer,
+                        chat_template_kwargs=request.chat_template_kwargs,  # type: ignore
+                    )
                 except RuntimeError as e:
                     logger.exception("Error in reasoning parser creation.")
                     return self.create_error_response(str(e))
diff --git a/vllm/reasoning/__init__.py b/vllm/reasoning/__init__.py
index 10c990f361324..ecee1af439028 100644
--- a/vllm/reasoning/__init__.py
+++ b/vllm/reasoning/__init__.py
@@ -4,11 +4,13 @@
 from .abs_reasoning_parsers import ReasoningParser, ReasoningParserManager
 from .basic_parsers import BaseThinkingReasoningParser
 from .deepseek_r1_reasoning_parser import DeepSeekR1ReasoningParser
+from .deepseek_v3_reasoning_parser import DeepSeekV3ReasoningParser
 from .ernie45_reasoning_parser import Ernie45ReasoningParser
 from .glm4_moe_reasoning_parser import Glm4MoeModelReasoningParser
 from .gptoss_reasoning_parser import GptOssReasoningParser
 from .granite_reasoning_parser import GraniteReasoningParser
 from .hunyuan_a13b_reasoning_parser import HunyuanA13BReasoningParser
+from .identity_reasoning_parser import IdentityReasoningParser
 from .mistral_reasoning_parser import MistralReasoningParser
 from .olmo3_reasoning_parser import Olmo3ReasoningParser
 from .qwen3_reasoning_parser import Qwen3ReasoningParser
@@ -20,6 +22,8 @@ __all__ = [
     "BaseThinkingReasoningParser",
     "ReasoningParserManager",
     "DeepSeekR1ReasoningParser",
+    "IdentityReasoningParser",
+    "DeepSeekV3ReasoningParser",
     "Ernie45ReasoningParser",
     "GraniteReasoningParser",
     "HunyuanA13BReasoningParser",
diff --git a/vllm/reasoning/deepseek_v3_reasoning_parser.py b/vllm/reasoning/deepseek_v3_reasoning_parser.py
new file mode 100644
index 0000000000000..7116f90a1ac0a
--- /dev/null
+++ b/vllm/reasoning/deepseek_v3_reasoning_parser.py
@@ -0,0 +1,66 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+
+from collections.abc import Sequence
+
+from transformers import PreTrainedTokenizerBase
+
+from vllm.entrypoints.openai.protocol import ChatCompletionRequest, DeltaMessage
+from vllm.logger import init_logger
+from vllm.reasoning import (
+    DeepSeekR1ReasoningParser,
+    ReasoningParser,
+    ReasoningParserManager,
+)
+
+from .identity_reasoning_parser import IdentityReasoningParser
+
+logger = init_logger(__name__)
+
+
+@ReasoningParserManager.register_module("deepseek_v3")
+class DeepSeekV3ReasoningParser(ReasoningParser):
+    """
+    V3 parser that delegates to either DeepSeekR1ReasoningParser or
+    IdentityReasoningParser based on `thinking` and `separate_reasoning`.
+    """
+
+    def __init__(self, tokenizer: PreTrainedTokenizerBase, *args, **kwargs):
+        super().__init__(tokenizer, *args, **kwargs)
+
+        chat_kwargs = kwargs.pop("chat_template_kwargs", {}) or {}
+        thinking = bool(chat_kwargs.pop("thinking", False))
+
+        if thinking:
+            self._parser = DeepSeekR1ReasoningParser(tokenizer, *args, **kwargs)
+        else:
+            self._parser = IdentityReasoningParser(tokenizer, *args, **kwargs)
+
+    def is_reasoning_end(self, input_ids: Sequence[int]) -> bool:
+        return self._parser.is_reasoning_end(input_ids)
+
+    def extract_content_ids(self, input_ids: list[int]) -> list[int]:
+        return self._parser.extract_content_ids(input_ids)
+
+    def extract_reasoning_content(
+        self, model_output: str, request: ChatCompletionRequest
+    ) -> tuple[str | None, str | None]:
+        return self._parser.extract_reasoning_content(model_output, request)
+
+    def extract_reasoning_content_streaming(
+        self,
+        previous_text: str,
+        current_text: str,
+        delta_text: str,
+        previous_token_ids: Sequence[int],
+        current_token_ids: Sequence[int],
+        delta_token_ids: Sequence[int],
+    ) -> DeltaMessage | None:
+        return self._parser.extract_reasoning_content_streaming(
+            previous_text,
+            current_text,
+            delta_text,
+            previous_token_ids,
+            current_token_ids,
+            delta_token_ids,
+        )
diff --git a/vllm/reasoning/identity_reasoning_parser.py b/vllm/reasoning/identity_reasoning_parser.py
new file mode 100644
index 0000000000000..f1d17a71be338
--- /dev/null
+++ b/vllm/reasoning/identity_reasoning_parser.py
@@ -0,0 +1,58 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+
+from collections.abc import Sequence
+
+from transformers import PreTrainedTokenizerBase
+
+from vllm.entrypoints.openai.protocol import ChatCompletionRequest, DeltaMessage
+from vllm.logger import init_logger
+from vllm.reasoning import ReasoningParser
+
+logger = init_logger(__name__)
+
+
+class IdentityReasoningParser(ReasoningParser):
+    """
+    Identity reasoning parser.
+
+    This parser does not attempt to parse or strip out reasoning tokens.
+    It treats the entire model output as content and ignores reasoning.
+    """
+
+    def __init__(self, tokenizer: PreTrainedTokenizerBase, *args, **kwargs):
+        super().__init__(tokenizer, *args, **kwargs)
+        if not self.model_tokenizer:
+            raise ValueError(
+                "The model tokenizer must be passed to the ReasoningParser "
+                "constructor during construction."
+            )
+
+    def is_reasoning_end(self, input_ids: list[int]) -> bool:
+        # Always return True, since we never treat reasoning specially
+        return True
+
+    def extract_content_ids(self, input_ids: list[int]) -> list[int]:
+        # Identity: return all tokens as content
+        return input_ids
+
+    def extract_reasoning_content_streaming(
+        self,
+        previous_text: str,
+        current_text: str,
+        delta_text: str,
+        previous_token_ids: Sequence[int],
+        current_token_ids: Sequence[int],
+        delta_token_ids: Sequence[int],
+    ) -> DeltaMessage | None:
+        # Just wrap delta_text as content, ignore reasoning
+        if delta_text:
+            return DeltaMessage(content=delta_text)
+        return None
+
+    def extract_reasoning_content(
+        self, model_output: str, request: ChatCompletionRequest
+    ) -> tuple[str | None, str | None]:
+        # No reasoning separation: return None for reasoning_content,
+        # and full model_output as content
+        return None, model_output