diff --git a/docs/features/reasoning_outputs.md b/docs/features/reasoning_outputs.md
index dc2b2315182a..28520a80ed36 100644
--- a/docs/features/reasoning_outputs.md
+++ b/docs/features/reasoning_outputs.md
@@ -219,7 +219,6 @@ You can add a new `ReasoningParser` similar to [vllm/reasoning/deepseek_r1_reaso
     # define a reasoning parser and register it to vllm
     # the name list in register_module can be used
     # in --reasoning-parser.
-    @ReasoningParserManager.register_module(["example"])
     class ExampleParser(ReasoningParser):
         def __init__(self, tokenizer: AnyTokenizer):
             super().__init__(tokenizer)
@@ -263,6 +262,12 @@ You can add a new `ReasoningParser` similar to [vllm/reasoning/deepseek_r1_reaso
             tuple[Optional[str], Optional[str]]
                 A tuple containing the reasoning content and the content.
             """
+    # Register the reasoning parser
+    ReasoningParserManager.register_lazy_module(
+        name="example",
+        module_path="vllm.reasoning.example_reasoning_parser",
+        class_name="ExampleParser",
+    )
     ```
 
 Additionally, to enable structured output, you'll need to create a new `Reasoner` similar to the one in [vllm/reasoning/deepseek_r1_reasoning_parser.py](../../vllm/reasoning/deepseek_r1_reasoning_parser.py).
diff --git a/tests/reasoning/test_deepseekv3_reasoning_parser.py b/tests/reasoning/test_deepseekv3_reasoning_parser.py
index 3d12f3e5b30e..e1ff7462b1fa 100644
--- a/tests/reasoning/test_deepseekv3_reasoning_parser.py
+++ b/tests/reasoning/test_deepseekv3_reasoning_parser.py
@@ -5,11 +5,9 @@
 from transformers import AutoTokenizer
 
 from vllm.entrypoints.openai.protocol import ChatCompletionRequest, DeltaMessage
-from vllm.reasoning import (
-    DeepSeekR1ReasoningParser,
-    DeepSeekV3ReasoningParser,
-    IdentityReasoningParser,
-)
+from vllm.reasoning.deepseek_r1_reasoning_parser import DeepSeekR1ReasoningParser
+from vllm.reasoning.deepseek_v3_reasoning_parser import DeepSeekV3ReasoningParser
+from vllm.reasoning.identity_reasoning_parser import IdentityReasoningParser
 
 REASONING_MODEL_NAME = "deepseek-ai/DeepSeek-V3.1"
 
diff --git a/vllm/engine/arg_utils.py b/vllm/engine/arg_utils.py
index 0b2b8bbe678a..a697f451d483 100644
--- a/vllm/engine/arg_utils.py
+++ b/vllm/engine/arg_utils.py
@@ -708,7 +708,7 @@ def add_cli_args(parser: FlexibleArgumentParser) -> FlexibleArgumentParser:
         structured_outputs_group.add_argument(
             "--reasoning-parser",
             # This choice is a special case because it's not static
-            choices=list(ReasoningParserManager.reasoning_parsers),
+            choices=list(ReasoningParserManager.list_registered()),
             **structured_outputs_kwargs["reasoning_parser"],
         )
         # Deprecated guided decoding arguments
diff --git a/vllm/entrypoints/openai/api_server.py b/vllm/entrypoints/openai/api_server.py
index e184f22f3630..5ef33cd0c351 100644
--- a/vllm/entrypoints/openai/api_server.py
+++ b/vllm/entrypoints/openai/api_server.py
@@ -1950,7 +1950,7 @@ def validate_api_server_args(args):
             f"(chose from {{ {','.join(valid_tool_parses)} }})"
         )
 
-    valid_reasoning_parses = ReasoningParserManager.reasoning_parsers.keys()
+    valid_reasoning_parses = ReasoningParserManager.list_registered()
     if (
         reasoning_parser := args.structured_outputs_config.reasoning_parser
     ) and reasoning_parser not in valid_reasoning_parses:
diff --git a/vllm/entrypoints/openai/run_batch.py b/vllm/entrypoints/openai/run_batch.py
index 4caccf88fd7d..7a39113961e1 100644
--- a/vllm/entrypoints/openai/run_batch.py
+++ b/vllm/entrypoints/openai/run_batch.py
@@ -334,7 +334,7 @@ async def run_request(
 
 
 def validate_run_batch_args(args):
-    valid_reasoning_parses = ReasoningParserManager.reasoning_parsers.keys()
+    valid_reasoning_parses = ReasoningParserManager.list_registered()
     if (
         reasoning_parser := args.structured_outputs_config.reasoning_parser
     ) and reasoning_parser not in valid_reasoning_parses:
diff --git a/vllm/entrypoints/openai/tool_parsers/__init__.py b/vllm/entrypoints/openai/tool_parsers/__init__.py
index 7038d4c1f05c..89e439dd53f5 100644
--- a/vllm/entrypoints/openai/tool_parsers/__init__.py
+++ b/vllm/entrypoints/openai/tool_parsers/__init__.py
@@ -72,7 +72,7 @@
     ),
     "llama4_json": (
         "llama_tool_parser",
-        "Llama4JsonToolParser",
+        "Llama3JsonToolParser",
     ),
     "llama4_pythonic": (
         "llama4_pythonic_tool_parser",
@@ -116,11 +116,11 @@
     ),
     "qwen3_xml": (
         "qwen3xml_tool_parser",
-        "Qwen3XmlToolParser",
+        "Qwen3XMLToolParser",
     ),
     "seed_oss": (
         "seed_oss_tool_parser",
-        "SeedOsSToolParser",
+        "SeedOssToolParser",
     ),
     "step3": (
         "step3_tool_parser",
diff --git a/vllm/reasoning/__init__.py b/vllm/reasoning/__init__.py
index 3d666882efb5..6bd1d8463e45 100644
--- a/vllm/reasoning/__init__.py
+++ b/vllm/reasoning/__init__.py
@@ -1,39 +1,88 @@
 # SPDX-License-Identifier: Apache-2.0
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 
-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 .minimax_m2_reasoning_parser import MiniMaxM2ReasoningParser
-from .mistral_reasoning_parser import MistralReasoningParser
-from .olmo3_reasoning_parser import Olmo3ReasoningParser
-from .qwen3_reasoning_parser import Qwen3ReasoningParser
-from .seedoss_reasoning_parser import SeedOSSReasoningParser
-from .step3_reasoning_parser import Step3ReasoningParser
+from vllm.reasoning.abs_reasoning_parsers import ReasoningParser, ReasoningParserManager
 
 __all__ = [
     "ReasoningParser",
-    "BaseThinkingReasoningParser",
     "ReasoningParserManager",
-    "DeepSeekR1ReasoningParser",
-    "IdentityReasoningParser",
-    "DeepSeekV3ReasoningParser",
-    "Ernie45ReasoningParser",
-    "GraniteReasoningParser",
-    "HunyuanA13BReasoningParser",
-    "Qwen3ReasoningParser",
-    "Glm4MoeModelReasoningParser",
-    "MistralReasoningParser",
-    "Olmo3ReasoningParser",
-    "Step3ReasoningParser",
-    "GptOssReasoningParser",
-    "SeedOSSReasoningParser",
-    "MiniMaxM2ReasoningParser",
 ]
+"""
+Register a lazy module mapping.
+
+Example:
+    ReasoningParserManager.register_lazy_module(
+        name="qwen3",
+        module_path="vllm.reasoning.qwen3_reasoning_parser",
+        class_name="Qwen3ReasoningParser",
+    )
+"""
+
+
+_REASONING_PARSERS_TO_REGISTER = {
+    "deepseek_r1": (  # name
+        "deepseek_r1_reasoning_parser",  # filename
+        "DeepSeekR1ReasoningParser",  # class_name
+    ),
+    "deepseek_v3": (
+        "deepseek_v3_reasoning_parser",
+        "DeepSeekV3ReasoningParser",
+    ),
+    "ernie45": (
+        "ernie45_reasoning_parser",
+        "Ernie45ReasoningParser",
+    ),
+    "glm45": (
+        "glm4_moe_reasoning_parser",
+        "Glm4MoeModelReasoningParser",
+    ),
+    "openai_gptoss": (
+        "gptoss_reasoning_parser",
+        "GptOssReasoningParser",
+    ),
+    "granite": (
+        "granite_reasoning_parser",
+        "GraniteReasoningParser",
+    ),
+    "hunyuan_a13b": (
+        "hunyuan_a13b_reasoning_parser",
+        "HunyuanA13BReasoningParser",
+    ),
+    "minimax_m2": (
+        "minimax_m2_reasoning_parser",
+        "MiniMaxM2ReasoningParser",
+    ),
+    "minimax_m2_append_think": (
+        "minimax_m2_reasoning_parser",
+        "MiniMaxM2AppendThinkReasoningParser",
+    ),
+    "mistral": (
+        "mistral_reasoning_parser",
+        "MistralReasoningParser",
+    ),
+    "olmo3": (
+        "olmo3_reasoning_parser",
+        "Olmo3ReasoningParser",
+    ),
+    "qwen3": (
+        "qwen3_reasoning_parser",
+        "Qwen3ReasoningParser",
+    ),
+    "seed_oss": (
+        "seedoss_reasoning_parser",
+        "SeedOSSReasoningParser",
+    ),
+    "step3": (
+        "step3_reasoning_parser",
+        "Step3ReasoningParser",
+    ),
+}
+
+
+def register_lazy_reasoning_parsers():
+    for name, (file_name, class_name) in _REASONING_PARSERS_TO_REGISTER.items():
+        module_path = f"vllm.reasoning.{file_name}"
+        ReasoningParserManager.register_lazy_module(name, module_path, class_name)
+
+
+register_lazy_reasoning_parsers()
diff --git a/vllm/reasoning/abs_reasoning_parsers.py b/vllm/reasoning/abs_reasoning_parsers.py
index ebd660ca5a84..63ff450053ea 100644
--- a/vllm/reasoning/abs_reasoning_parsers.py
+++ b/vllm/reasoning/abs_reasoning_parsers.py
@@ -1,6 +1,7 @@
 # SPDX-License-Identifier: Apache-2.0
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 
+import importlib
 import os
 from abc import abstractmethod
 from collections.abc import Callable, Sequence
@@ -129,50 +130,117 @@ def prepare_structured_tag(
 
 
 class ReasoningParserManager:
-    reasoning_parsers: dict[str, type] = {}
+    """
+    Central registry for ReasoningParser implementations.
+
+    Supports two registration modes:
+      - Eager registration via `register_module`
+      - Lazy registration via `register_lazy_module`
+
+    Each reasoning parser must inherit from `ReasoningParser`.
+    """
+
+    reasoning_parsers: dict[str, type[ReasoningParser]] = {}
+    lazy_parsers: dict[str, tuple[str, str]] = {}  # name -> (module_path, class_name)
 
     @classmethod
-    def get_reasoning_parser(cls, name: str | None) -> type[ReasoningParser]:
+    def get_reasoning_parser(cls, name: str) -> type[ReasoningParser]:
         """
-        Get reasoning parser by name which is registered by `register_module`.
+        Retrieve a registered or lazily registered ReasoningParser class.
+
+        If the parser is lazily registered, it will be imported and cached
+        on first access.
 
-        Raise a KeyError exception if the name is not registered.
+        Raises:
+            KeyError: if no parser is found under the given name.
         """
         if name in cls.reasoning_parsers:
             return cls.reasoning_parsers[name]
 
-        raise KeyError(f"reasoning helper: '{name}' not found in reasoning_parsers")
+        if name in cls.lazy_parsers:
+            return cls._load_lazy_parser(name)
+
+        raise KeyError(f"Reasoning parser '{name}' not found.")
+
+    @classmethod
+    def list_registered(cls) -> list[str]:
+        """Return names of all eagerly and lazily registered reasoning parsers."""
+        return sorted(set(cls.reasoning_parsers.keys()) | set(cls.lazy_parsers.keys()))
+
+    @classmethod
+    def _load_lazy_parser(cls, name: str) -> type[ReasoningParser]:
+        """Import and register a lazily loaded reasoning parser."""
+        module_path, class_name = cls.lazy_parsers[name]
+        try:
+            mod = importlib.import_module(module_path)
+            parser_cls = getattr(mod, class_name)
+            if not issubclass(parser_cls, ReasoningParser):
+                raise TypeError(
+                    f"{class_name} in {module_path} is not a ReasoningParser subclass."
+                )
+
+            cls.reasoning_parsers[name] = parser_cls  # cache
+            return parser_cls
+        except Exception as e:
+            logger.exception(
+                "Failed to import lazy reasoning parser '%s' from %s: %s",
+                name,
+                module_path,
+                e,
+            )
+            raise
 
     @classmethod
     def _register_module(
         cls,
-        module: type,
+        module: type[ReasoningParser],
         module_name: str | list[str] | None = None,
         force: bool = True,
     ) -> None:
+        """Register a ReasoningParser class immediately."""
         if not issubclass(module, ReasoningParser):
             raise TypeError(
                 f"module must be subclass of ReasoningParser, but got {type(module)}"
             )
+
         if module_name is None:
-            module_name = module.__name__
-        if isinstance(module_name, str):
-            module_name = [module_name]
-        for name in module_name:
+            module_names = [module.__name__]
+        elif isinstance(module_name, str):
+            module_names = [module_name]
+        elif is_list_of(module_name, str):
+            module_names = module_name
+        else:
+            raise TypeError("module_name must be str, list[str], or None.")
+
+        for name in module_names:
             if not force and name in cls.reasoning_parsers:
-                existed_module = cls.reasoning_parsers[name]
-                raise KeyError(
-                    f"{name} is already registered at {existed_module.__module__}"
-                )
+                existed = cls.reasoning_parsers[name]
+                raise KeyError(f"{name} is already registered at {existed.__module__}")
             cls.reasoning_parsers[name] = module
 
+    @classmethod
+    def register_lazy_module(cls, name: str, module_path: str, class_name: str) -> None:
+        """
+        Register a lazy module mapping for delayed import.
+
+        Example:
+            ReasoningParserManager.register_lazy_module(
+                name="qwen3",
+                module_path="vllm.reasoning.parsers.qwen3_reasoning_parser",
+                class_name="Qwen3ReasoningParser",
+            )
+        """
+        cls.lazy_parsers[name] = (module_path, class_name)
+
     @classmethod
     def register_module(
         cls,
         name: str | list[str] | None = None,
         force: bool = True,
-        module: type | None = None,
-    ) -> type | Callable:
+        module: type[ReasoningParser] | None = None,
+    ) -> (
+        type[ReasoningParser] | Callable[[type[ReasoningParser]], type[ReasoningParser]]
+    ):
         """
         Register module with the given name or name list. it can be used as a
         decoder(with module as None) or normal function(with module as not
@@ -181,24 +249,29 @@ def register_module(
         if not isinstance(force, bool):
             raise TypeError(f"force must be a boolean, but got {type(force)}")
 
-        # raise the error ahead of time
-        if not (name is None or isinstance(name, str) or is_list_of(name, str)):
-            raise TypeError(
-                "name must be None, an instance of str, or a sequence of str, "
-                f"but got {type(name)}"
-            )
-
-        # use it as a normal method: x.register_module(module=SomeClass)
+        # Immediate registration (explicit call)
         if module is not None:
             cls._register_module(module=module, module_name=name, force=force)
             return module
 
-        # use it as a decorator: @x.register_module()
-        def _register(module):
-            cls._register_module(module=module, module_name=name, force=force)
-            return module
+        # Decorator usage
+        def _decorator(obj: type[ReasoningParser]) -> type[ReasoningParser]:
+            module_path = obj.__module__
+            class_name = obj.__name__
+
+            if isinstance(name, str):
+                names = [name]
+            elif is_list_of(name, str):
+                names = name
+            else:
+                names = [class_name]
+
+            for n in names:
+                cls.lazy_parsers[n] = (module_path, class_name)
+
+            return obj
 
-        return _register
+        return _decorator
 
     @classmethod
     def import_reasoning_parser(cls, plugin_path: str) -> None:
diff --git a/vllm/reasoning/deepseek_r1_reasoning_parser.py b/vllm/reasoning/deepseek_r1_reasoning_parser.py
index d5200145ea03..ad4e0fe6c9ce 100644
--- a/vllm/reasoning/deepseek_r1_reasoning_parser.py
+++ b/vllm/reasoning/deepseek_r1_reasoning_parser.py
@@ -4,11 +4,9 @@
 from collections.abc import Sequence
 
 from vllm.entrypoints.openai.protocol import DeltaMessage
-from vllm.reasoning.abs_reasoning_parsers import ReasoningParserManager
 from vllm.reasoning.basic_parsers import BaseThinkingReasoningParser
 
 
-@ReasoningParserManager.register_module("deepseek_r1")
 class DeepSeekR1ReasoningParser(BaseThinkingReasoningParser):
     """
     Reasoning parser for DeepSeek R1 model.
diff --git a/vllm/reasoning/deepseek_v3_reasoning_parser.py b/vllm/reasoning/deepseek_v3_reasoning_parser.py
index 7116f90a1ac0..73292f9047c1 100644
--- a/vllm/reasoning/deepseek_v3_reasoning_parser.py
+++ b/vllm/reasoning/deepseek_v3_reasoning_parser.py
@@ -10,7 +10,6 @@
 from vllm.reasoning import (
     DeepSeekR1ReasoningParser,
     ReasoningParser,
-    ReasoningParserManager,
 )
 
 from .identity_reasoning_parser import IdentityReasoningParser
@@ -18,7 +17,6 @@
 logger = init_logger(__name__)
 
 
-@ReasoningParserManager.register_module("deepseek_v3")
 class DeepSeekV3ReasoningParser(ReasoningParser):
     """
     V3 parser that delegates to either DeepSeekR1ReasoningParser or
diff --git a/vllm/reasoning/ernie45_reasoning_parser.py b/vllm/reasoning/ernie45_reasoning_parser.py
index 8dfbcc0ce46b..11dc1d10f73e 100644
--- a/vllm/reasoning/ernie45_reasoning_parser.py
+++ b/vllm/reasoning/ernie45_reasoning_parser.py
@@ -7,13 +7,11 @@
 
 from vllm.entrypoints.openai.protocol import ChatCompletionRequest, DeltaMessage
 from vllm.logger import init_logger
-from vllm.reasoning import ReasoningParserManager
 from vllm.reasoning.basic_parsers import BaseThinkingReasoningParser
 
 logger = init_logger(__name__)
 
 
-@ReasoningParserManager.register_module("ernie45")
 class Ernie45ReasoningParser(BaseThinkingReasoningParser):
     """
     Reasoning parser for Ernie45 thinking model.
diff --git a/vllm/reasoning/glm4_moe_reasoning_parser.py b/vllm/reasoning/glm4_moe_reasoning_parser.py
index 09cd43c1d555..d43fa7700799 100644
--- a/vllm/reasoning/glm4_moe_reasoning_parser.py
+++ b/vllm/reasoning/glm4_moe_reasoning_parser.py
@@ -7,12 +7,11 @@
 
 from vllm.entrypoints.openai.protocol import ChatCompletionRequest, DeltaMessage
 from vllm.logger import init_logger
-from vllm.reasoning import ReasoningParser, ReasoningParserManager
+from vllm.reasoning import ReasoningParser
 
 logger = init_logger(__name__)
 
 
-@ReasoningParserManager.register_module("glm45")
 class Glm4MoeModelReasoningParser(ReasoningParser):
     """
     Reasoning parser for the Glm4MoeModel model.
diff --git a/vllm/reasoning/gptoss_reasoning_parser.py b/vllm/reasoning/gptoss_reasoning_parser.py
index e6766ddcbc68..fbfa7619ef3c 100644
--- a/vllm/reasoning/gptoss_reasoning_parser.py
+++ b/vllm/reasoning/gptoss_reasoning_parser.py
@@ -9,7 +9,7 @@
 from vllm.entrypoints.openai.protocol import ChatCompletionRequest, DeltaMessage
 from vllm.entrypoints.tool_server import ToolServer
 from vllm.logger import init_logger
-from vllm.reasoning import ReasoningParser, ReasoningParserManager
+from vllm.reasoning import ReasoningParser
 
 logger = init_logger(__name__)
 
@@ -57,7 +57,6 @@ def tag_with_builtin_funcs(no_func_reaonsing_tag, builtin_tool_list: list[str])
     return new_tag
 
 
-@ReasoningParserManager.register_module("openai_gptoss")
 class GptOssReasoningParser(ReasoningParser):
     """
     Reasoning parser for GptOss model.
diff --git a/vllm/reasoning/granite_reasoning_parser.py b/vllm/reasoning/granite_reasoning_parser.py
index 44391f8ad635..eae6c2f5c7b3 100644
--- a/vllm/reasoning/granite_reasoning_parser.py
+++ b/vllm/reasoning/granite_reasoning_parser.py
@@ -8,12 +8,11 @@
 
 from vllm.entrypoints.openai.protocol import ChatCompletionRequest, DeltaMessage
 from vllm.logger import init_logger
-from vllm.reasoning import ReasoningParser, ReasoningParserManager
+from vllm.reasoning import ReasoningParser
 
 logger = init_logger(__name__)
 
 
-@ReasoningParserManager.register_module("granite")
 class GraniteReasoningParser(ReasoningParser):
     """
     Reasoning parser for IBM Granite.
diff --git a/vllm/reasoning/hunyuan_a13b_reasoning_parser.py b/vllm/reasoning/hunyuan_a13b_reasoning_parser.py
index e5cf6f399740..1a82068c2694 100644
--- a/vllm/reasoning/hunyuan_a13b_reasoning_parser.py
+++ b/vllm/reasoning/hunyuan_a13b_reasoning_parser.py
@@ -8,12 +8,11 @@
 
 from vllm.entrypoints.openai.protocol import ChatCompletionRequest, DeltaMessage
 from vllm.logger import init_logger
-from vllm.reasoning import ReasoningParser, ReasoningParserManager
+from vllm.reasoning import ReasoningParser
 
 logger = init_logger(__name__)
 
 
-@ReasoningParserManager.register_module("hunyuan_a13b")
 class HunyuanA13BReasoningParser(ReasoningParser):
     """
     Reasoning parser for Hunyuan A13B Model
diff --git a/vllm/reasoning/minimax_m2_reasoning_parser.py b/vllm/reasoning/minimax_m2_reasoning_parser.py
index 0d4f6cc270a1..440b2b6e2fc2 100644
--- a/vllm/reasoning/minimax_m2_reasoning_parser.py
+++ b/vllm/reasoning/minimax_m2_reasoning_parser.py
@@ -9,14 +9,13 @@
     ResponsesRequest,
 )
 from vllm.logger import init_logger
-from vllm.reasoning.abs_reasoning_parsers import ReasoningParser, ReasoningParserManager
+from vllm.reasoning.abs_reasoning_parsers import ReasoningParser
 from vllm.reasoning.basic_parsers import BaseThinkingReasoningParser
 from vllm.transformers_utils.tokenizer import AnyTokenizer
 
 logger = init_logger(__name__)
 
 
-@ReasoningParserManager.register_module("minimax_m2")
 class MiniMaxM2ReasoningParser(BaseThinkingReasoningParser):
     """
     Reasoning parser for MiniMax M2 model.
@@ -33,7 +32,6 @@ def end_token(self) -> str:
         return "</think>"
 
 
-@ReasoningParserManager.register_module("minimax_m2_append_think")
 class MiniMaxM2AppendThinkReasoningParser(ReasoningParser):
     """
     Reasoning parser for MiniMax M2 model.
diff --git a/vllm/reasoning/mistral_reasoning_parser.py b/vllm/reasoning/mistral_reasoning_parser.py
index 5658c372a264..af6d179bf6d0 100644
--- a/vllm/reasoning/mistral_reasoning_parser.py
+++ b/vllm/reasoning/mistral_reasoning_parser.py
@@ -4,14 +4,13 @@
 from functools import cached_property
 
 from vllm.logger import init_logger
-from vllm.reasoning import ReasoningParser, ReasoningParserManager
+from vllm.reasoning import ReasoningParser
 from vllm.reasoning.deepseek_r1_reasoning_parser import DeepSeekR1ReasoningParser
 from vllm.transformers_utils.tokenizers.mistral import MistralTokenizer
 
 logger = init_logger(__name__)
 
 
-@ReasoningParserManager.register_module("mistral")
 class MistralReasoningParser(DeepSeekR1ReasoningParser):
     """
     Reasoning parser for Mistral models.
diff --git a/vllm/reasoning/olmo3_reasoning_parser.py b/vllm/reasoning/olmo3_reasoning_parser.py
index b6c26899a114..91512a2e34c7 100644
--- a/vllm/reasoning/olmo3_reasoning_parser.py
+++ b/vllm/reasoning/olmo3_reasoning_parser.py
@@ -17,7 +17,7 @@
     ResponsesRequest,
 )
 from vllm.logger import init_logger
-from vllm.reasoning import ReasoningParser, ReasoningParserManager
+from vllm.reasoning import ReasoningParser
 
 logger = init_logger(__name__)
 
@@ -192,7 +192,6 @@ def add_text(self, delta_text: str) -> DeltaMessage | None:
         return delta_message
 
 
-@ReasoningParserManager.register_module("olmo3")
 class Olmo3ReasoningParser(ReasoningParser):
     """
     Reasoning parser for Olmo 3 model
diff --git a/vllm/reasoning/qwen3_reasoning_parser.py b/vllm/reasoning/qwen3_reasoning_parser.py
index 2ec06720719d..254f0e2e066b 100644
--- a/vllm/reasoning/qwen3_reasoning_parser.py
+++ b/vllm/reasoning/qwen3_reasoning_parser.py
@@ -3,11 +3,9 @@
 
 
 from vllm.entrypoints.openai.protocol import ChatCompletionRequest, ResponsesRequest
-from vllm.reasoning.abs_reasoning_parsers import ReasoningParserManager
 from vllm.reasoning.basic_parsers import BaseThinkingReasoningParser
 
 
-@ReasoningParserManager.register_module("qwen3")
 class Qwen3ReasoningParser(BaseThinkingReasoningParser):
     """
     Reasoning parser for the Qwen3 model.
diff --git a/vllm/reasoning/seedoss_reasoning_parser.py b/vllm/reasoning/seedoss_reasoning_parser.py
index 72f8dc54f1b3..d3d4d8ec0749 100644
--- a/vllm/reasoning/seedoss_reasoning_parser.py
+++ b/vllm/reasoning/seedoss_reasoning_parser.py
@@ -1,11 +1,10 @@
 # SPDX-License-Identifier: Apache-2.0
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 
-from vllm.reasoning.abs_reasoning_parsers import ReasoningParserManager
+
 from vllm.reasoning.basic_parsers import BaseThinkingReasoningParser
 
 
-@ReasoningParserManager.register_module("seed_oss")
 class SeedOSSReasoningParser(BaseThinkingReasoningParser):
     """
     Reasoning parser for SeedOSS model.
diff --git a/vllm/reasoning/step3_reasoning_parser.py b/vllm/reasoning/step3_reasoning_parser.py
index ae066d96f250..202da057b028 100644
--- a/vllm/reasoning/step3_reasoning_parser.py
+++ b/vllm/reasoning/step3_reasoning_parser.py
@@ -8,12 +8,11 @@
 
 from vllm.entrypoints.openai.protocol import ChatCompletionRequest, DeltaMessage
 from vllm.logger import init_logger
-from vllm.reasoning import ReasoningParser, ReasoningParserManager
+from vllm.reasoning import ReasoningParser
 
 logger = init_logger(__name__)
 
 
-@ReasoningParserManager.register_module("step3")
 class Step3ReasoningParser(ReasoningParser):
     """
     Reasoning parser for Step3 model.