diff --git a/flask_openapi3/models/schema.py b/flask_openapi3/models/schema.py
index 51996bef..2493a30c 100644
--- a/flask_openapi3/models/schema.py
+++ b/flask_openapi3/models/schema.py
@@ -3,7 +3,7 @@
 # @Time    : 2023/7/4 9:55
 from typing import Any, Union
 
-from pydantic import BaseModel, Field
+from pydantic import BaseModel, Field, model_serializer
 
 from .data_type import DataType
 from .discriminator import Discriminator
@@ -57,3 +57,11 @@ class Schema(BaseModel):
     const: Any | None = None
 
     model_config = {"populate_by_name": True}
+
+    @model_serializer(mode="wrap", when_used="json")
+    def _serialize(self, serializer, info):
+        data = serializer(self)
+        # Remove 'default' key if it's None to maintain OpenAPI spec compliance
+        if data.get("default") is None:
+            data.pop("default", None)
+        return data
diff --git a/flask_openapi3/openapi.py b/flask_openapi3/openapi.py
index 9cf658e5..c29e8445 100644
--- a/flask_openapi3/openapi.py
+++ b/flask_openapi3/openapi.py
@@ -248,7 +248,8 @@ def generate_spec_json(self):
 
         # Set components
         self.components.schemas = self.components_schemas
-        self.components.securitySchemes = self.security_schemes
+        if self.security_schemes:
+            self.components.securitySchemes = self.security_schemes
         self.spec.components = self.components
 
         # Convert spec to JSON
diff --git a/flask_openapi3/utils.py b/flask_openapi3/utils.py
index 86832c22..24fff33e 100644
--- a/flask_openapi3/utils.py
+++ b/flask_openapi3/utils.py
@@ -313,6 +313,24 @@ def parse_body(
     return content, components_schemas
 
 
+def validate_links(links: dict) -> dict:
+    """
+    Validates links and returns only valid ones.
+    Each link must have either operationRef or operationId.
+
+    Args:
+        links: Dictionary of link objects to validate.
+
+    Returns:
+        Dictionary containing only valid links.
+    """
+    valid_links = {}
+    for link_name, link_obj in links.items():
+        if isinstance(link_obj, dict) and ("operationRef" in link_obj or "operationId" in link_obj):
+            valid_links[link_name] = link_obj
+    return valid_links
+
+
 def get_responses(responses: ResponseStrKeyDict, components_schemas: dict, operation: Operation) -> None:
     _responses = {}
     _schemas = {}
@@ -323,6 +341,14 @@ def get_responses(responses: ResponseStrKeyDict, components_schemas: dict, opera
             _responses[key] = Response(description=HTTP_STATUS.get(key, ""))
         elif isinstance(response, dict):
             response["description"] = response.get("description", HTTP_STATUS.get(key, ""))
+            # Validate links - each link must have either operationRef or operationId
+            if "links" in response:
+                valid_links = validate_links(response.get("links", {}))
+                # Only set links if there are valid ones, otherwise remove the key
+                if valid_links:
+                    response["links"] = valid_links
+                else:
+                    response.pop("links", None)
             _responses[key] = Response(**response)
         else:
             # OpenAPI 3 support ^[a-zA-Z0-9\.\-_]+$ so we should normalize __name__
@@ -344,7 +370,11 @@ def get_responses(responses: ResponseStrKeyDict, components_schemas: dict, opera
                 if "headers" in openapi_extra_keys:
                     _responses[key].headers = openapi_extra.get("headers")
                 if "links" in openapi_extra_keys:
-                    _responses[key].links = openapi_extra.get("links")
+                    # Validate links - each link must have either operationRef or operationId
+                    valid_links = validate_links(openapi_extra.get("links", {}))
+                    # Only set links if there are valid ones
+                    if valid_links:
+                        _responses[key].links = valid_links
                 _content = _responses[key].content
                 if "example" in openapi_extra_keys:
                     _content["application/json"].example = openapi_extra.get("example")  # type: ignore
@@ -362,7 +392,8 @@ def get_responses(responses: ResponseStrKeyDict, components_schemas: dict, opera
                     _schemas[normalize_name(name)] = Schema(**value)
 
     components_schemas.update(**_schemas)
-    operation.responses = _responses
+    if _responses:
+        operation.responses = _responses
 
 
 def parse_and_store_tags(
diff --git a/flask_openapi3/view.py b/flask_openapi3/view.py
index d0169556..c847b38f 100644
--- a/flask_openapi3/view.py
+++ b/flask_openapi3/view.py
@@ -93,6 +93,9 @@ def wrapper(cls):
                         name=cls_method.__qualname__, path=rule, method=method
                     )
 
+                # Ensure all path parameters in URI are defined in operation parameters
+                self._ensure_path_parameters(uri, cls_method.operation)
+
             # Convert route parameters from {param} to <param>
             _rule = uri.replace("{", "<").replace("}", ">")
             self.views[_rule] = (cls, methods)
@@ -101,6 +104,40 @@ def wrapper(cls):
 
         return wrapper
 
+    def _ensure_path_parameters(self, uri: str, operation):
+        """Ensure all path parameters in the URI are defined in the operation's parameters."""
+        import re
+
+        from .models import Parameter, ParameterInType, Schema
+        from .models.data_type import DataType
+
+        # Extract all path parameter names from URI
+        param_pattern = r"\{([^}]+)\}"
+        uri_params = set(re.findall(param_pattern, uri))
+
+        if not uri_params:
+            return
+
+        # Get existing path parameter names
+        existing_params = set()
+        if operation.parameters:
+            existing_params = {p.name for p in operation.parameters if p.param_in == ParameterInType.PATH}
+
+        # Add missing path parameters
+        missing_params = uri_params - existing_params
+        if missing_params:
+            if not operation.parameters:
+                operation.parameters = []
+            for param_name in sorted(missing_params):  # Sort for consistent ordering
+                operation.parameters.append(
+                    Parameter(
+                        name=param_name,
+                        param_in=ParameterInType.PATH,
+                        required=True,
+                        param_schema=Schema(type=DataType.STRING),
+                    )
+                )
+
     def doc(
         self,
         *,
diff --git a/pyproject.toml b/pyproject.toml
index 2b996f0e..70bb9d3f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,7 +59,7 @@ doc = [
 ]
 mypy = ["mypy"]
 ruff = ["ruff"]
-test = ["pytest", "asgiref", "pyyaml"]
+test = ["pytest", "asgiref", "pyyaml", "openapi-spec-validator"]
 
 [build-system]
 requires = ["hatchling"]
@@ -75,7 +75,7 @@ include = [
     "/tests",
     "/CHANGELOG.md",
     "/CONTRIBUTING.md",
-    "/LICENSE.rst"
+    "/LICENSE.rst",
 ]
 
 [tool.ruff]
@@ -83,12 +83,12 @@ line-length = 120
 
 [tool.ruff.lint]
 select = [
-    "I", # Import related rules
-    "E4", # Import order
-    "E7", # Statement issues
-    "E9", # Runtime errors
-    "F", # Pyflakes rules
-    "Q", # flake8-quotes
+    "I",     # Import related rules
+    "E4",    # Import order
+    "E7",    # Statement issues
+    "E9",    # Runtime errors
+    "F",     # Pyflakes rules
+    "Q",     # flake8-quotes
     "UP045", # Use X | None for type annotations
 ]
 
@@ -104,4 +104,3 @@ plugins = ["pydantic.mypy"]
 module = ["pydantic_core.*", "devtools.*"]
 follow_imports = "skip"
 ignore_missing_imports = true
-
diff --git a/tests/test_api_blueprint.py b/tests/test_api_blueprint.py
index 6723cb30..df6a936b 100644
--- a/tests/test_api_blueprint.py
+++ b/tests/test_api_blueprint.py
@@ -4,6 +4,7 @@
 
 
 import pytest
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field
 
 from flask_openapi3 import APIBlueprint, Info, OpenAPI, Tag
@@ -112,6 +113,10 @@ def get_book(path: BookPath):
 def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(resp.json)
+
     assert resp.json == app.api_doc
     assert resp.json["paths"]["/api/book/{bid}"]["put"]["operationId"] == "update"
     assert resp.json["paths"]["/api/book/{bid}"]["delete"]["operationId"] == "delete_book"
diff --git a/tests/test_api_view.py b/tests/test_api_view.py
index f2ef4245..bbfe6acb 100644
--- a/tests/test_api_view.py
+++ b/tests/test_api_view.py
@@ -4,6 +4,7 @@
 
 
 import pytest
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field
 
 from flask_openapi3 import APIView, Info, OpenAPI, Tag
@@ -96,6 +97,10 @@ def client():
 def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(resp.json)
+
     assert resp.json == app.api_doc
     assert resp.json["paths"]["/api/v1/{name}/book/{id}"]["put"]["operationId"] == "update"
     assert (
diff --git a/tests/test_async.py b/tests/test_async.py
index a5ff2639..3ddd1306 100644
--- a/tests/test_async.py
+++ b/tests/test_async.py
@@ -4,6 +4,7 @@
 
 
 import pytest
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field
 
 from flask_openapi3 import APIView, OpenAPI
@@ -63,6 +64,10 @@ def client():
 def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(resp.json)
+
     assert resp.json == app.api_doc
 
 
diff --git a/tests/test_enum.py b/tests/test_enum.py
index 1850db33..eaf4c7a1 100644
--- a/tests/test_enum.py
+++ b/tests/test_enum.py
@@ -5,6 +5,7 @@
 from enum import Enum
 
 import pytest
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field
 
 from flask_openapi3 import Info, OpenAPI
@@ -40,6 +41,10 @@ def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     _json = resp.json
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(_json)
+
     assert _json["components"]["schemas"].get("Language") is not None
 
     resp = client.get("/English")
diff --git a/tests/test_model_config.py b/tests/test_model_config.py
index 8db1a64b..ac8a08db 100644
--- a/tests/test_model_config.py
+++ b/tests/test_model_config.py
@@ -2,6 +2,7 @@
 # @Author  : llc
 # @Time    : 2023/6/30 10:12
 import pytest
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field
 
 from flask_openapi3 import FileStorage, OpenAPI
@@ -89,6 +90,9 @@ def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     _json = resp.json
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(_json)
     assert _json["paths"]["/form"]["post"]["requestBody"]["content"]["multipart/form-data"]["examples"] == {
         "Example 01": {"summary": "An example", "value": {"file": "Example-01.jpg", "str_list": ["a", "b", "c"]}},
         "Example 02": {"summary": "Another example", "value": {"str_list": ["1", "2", "3"]}},
diff --git a/tests/test_nested_apiblueprint.py b/tests/test_nested_apiblueprint.py
index edb26726..d8716fbd 100644
--- a/tests/test_nested_apiblueprint.py
+++ b/tests/test_nested_apiblueprint.py
@@ -3,6 +3,7 @@
 # @Time    : 2022/4/2 9:09
 
 import pytest
+from openapi_spec_validator import validate
 from pydantic import BaseModel
 
 from flask_openapi3 import APIBlueprint, OpenAPI, Tag
@@ -45,6 +46,10 @@ def client():
 def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(resp.json)
+
     assert resp.json == app.api_doc
 
 
diff --git a/tests/test_number_constraints.py b/tests/test_number_constraints.py
index 5898daaa..91d32784 100644
--- a/tests/test_number_constraints.py
+++ b/tests/test_number_constraints.py
@@ -3,6 +3,7 @@
 # @Time    : 2024/4/19 20:53
 
 import pytest
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field
 
 from flask_openapi3 import OpenAPI
@@ -30,6 +31,10 @@ def client():
 def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(resp.json)
+
     assert resp.json == app.api_doc
 
     model_props = resp.json["components"]["schemas"]["MyModel"]["properties"]
diff --git a/tests/test_openapi.py b/tests/test_openapi.py
index b84d1c5c..0753c5ea 100644
--- a/tests/test_openapi.py
+++ b/tests/test_openapi.py
@@ -2,6 +2,7 @@
 
 from typing import Generic, Literal, TypeVar
 
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field
 
 from flask_openapi3 import OpenAPI, Schema
@@ -34,6 +35,10 @@ def endpoint_test():
     with test_app.test_client() as client:
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         assert resp.json["paths"]["/test"]["get"]["responses"]["201"] == {
             "description": "Custom description",
             "headers": {"location": {"description": "URL of the new resource", "schema": {"type": "string"}}},
@@ -43,7 +48,7 @@ def endpoint_test():
                 # While this one comes from responses
                 "text/plain": {"schema": {"type": "string"}},
             },
-            "links": {"dummy": {"description": "dummy link"}},
+            # Invalid links (missing operationRef/operationId) are filtered out for spec compliance
         }
 
 
@@ -68,11 +73,15 @@ def endpoint_test():
     with test_app.test_client() as client:
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         assert resp.json["paths"]["/test"]["get"]["responses"]["204"] == {
             "description": "Custom description",
             "headers": {"x-my-special-header": {"description": "Custom header", "schema": {"type": "string"}}},
             "content": {"text/plain": {"schema": {"type": "string"}}},
-            "links": {"dummy": {"description": "dummy link"}},
+            # Invalid links (missing operationRef/operationId) are filtered out for spec compliance
         }
 
 
@@ -97,11 +106,15 @@ def endpoint_test():
     with test_app.test_client() as client:
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         assert resp.json["paths"]["/test"]["get"]["responses"]["201"] == {
             "description": "Custom description",
             "headers": {"location": {"description": "URL of the new resource", "schema": {"type": "string"}}},
             "content": {"text/plain": {"schema": {"type": "string"}}},
-            "links": {"dummy": {"description": "dummy link"}},
+            # Invalid links (missing operationRef/operationId) are filtered out for spec compliance
         }
 
 
@@ -125,10 +138,14 @@ def endpoint_test():
     with test_app.test_client() as client:
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         assert resp.json["paths"]["/test"]["get"]["responses"]["201"] == {
             "description": "Custom description",
             "headers": {"location": {"description": "URL of the new resource", "schema": {"type": "string"}}},
-            "links": {"dummy": {"description": "dummy link"}},
+            # Invalid links (missing operationRef/operationId) are filtered out for spec compliance
         }
 
 
@@ -171,6 +188,10 @@ def endpoint_test(body: BaseRequestGeneric[BaseRequest]):
         client.post("/test", json={"detail": {"test_int": 1, "test_str": "s"}})
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         assert resp.json["paths"]["/test"]["post"]["requestBody"] == {
             "content": {
                 "application/json": {
@@ -218,6 +239,10 @@ def endpoint_test(form: BaseRequestGeneric[BaseRequest]):
     with test_app.test_client() as client:
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         assert resp.json["paths"]["/test"]["post"]["requestBody"] == {
             "content": {
                 "multipart/form-data": {
@@ -252,6 +277,10 @@ def endpoint_test(body: BaseRequestBody):
     with test_app.test_client() as client:
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         assert {"properties", "required", "title", "type"} == set(
             resp.json["components"]["schemas"]["BaseRequestBody"].keys()
         )
@@ -280,6 +309,10 @@ def endpoint_test():
     with test_app.test_client() as client:
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         assert resp.json["paths"]["/test"]["get"]["responses"]["201"] == {
             "description": "Created",
             "content": {
@@ -311,6 +344,10 @@ def endpoint_test(path: PathParam):
     with test_app.test_client() as client:
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         assert resp.json["paths"]["/test"]["post"]["parameters"][0] == {
             "deprecated": False,
             "description": "id for path",
@@ -346,6 +383,10 @@ def endpoint_test(query: QueryParam):
     with test_app.test_client() as client:
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         assert resp.json["paths"]["/test"]["post"]["parameters"][0] == {
             "deprecated": True,
             "description": "count of param",
@@ -383,12 +424,16 @@ def endpoint_test(header: HeaderParam, cookie: CookieParam):
     with test_app.test_client() as client:
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         assert resp.json["paths"]["/test"]["post"]["parameters"][0] == {
             "description": "app name",
             "in": "header",
             "name": "app_name",
             "required": False,
-            "schema": {"description": "app name", "title": "App Name", "type": "string", "default": None},
+            "schema": {"description": "app name", "title": "App Name", "type": "string"},
         }
         assert resp.json["paths"]["/test"]["post"]["parameters"][1] == {
             "description": "app name",
@@ -401,7 +446,6 @@ def endpoint_test(header: HeaderParam, cookie: CookieParam):
                 "example": "aaa",
                 "title": "App Name",
                 "type": "string",
-                "default": None,
             },
         }
 
@@ -424,7 +468,8 @@ def endpoint_test(body: Model):
     assert works["two"]["default"] == 2
     breaks = test_app.api_doc["components"]["schemas"]["Model"]["properties"]
     assert breaks["two"]["default"] == 2
-    assert breaks["one"]["default"] is None
+    # For spec compliance, default: None is omitted from the schema
+    assert "default" not in breaks["one"]
 
 
 def test_parameters_none(request):
@@ -504,6 +549,10 @@ def endpoint_test():
     with test_app.test_client() as client:
         resp = client.get("/openapi/openapi.json")
         assert resp.status_code == 200
+
+        # Validate the spec against OpenAPI specification
+        validate(resp.json)
+
         print("###", resp.json)
         assert resp.json["components"]["schemas"]["MyResponse"]["properties"]["foobar"] == {
             "const": "baz",
diff --git a/tests/test_openapi_extensions.py b/tests/test_openapi_extensions.py
index eb837881..809003f0 100644
--- a/tests/test_openapi_extensions.py
+++ b/tests/test_openapi_extensions.py
@@ -2,6 +2,7 @@
 # @Author  : llc
 # @Time    : 2023/5/31 14:32
 import pytest
+from openapi_spec_validator import validate
 
 from flask_openapi3 import APIBlueprint, APIView, OpenAPI
 
@@ -58,6 +59,10 @@ def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     _json: dict = resp.json
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(_json)
+
     assert _json.get("x-google-endpoints") is not None
     assert _json["paths"]["/"]["get"]["x-google-backend"] is not None
     assert _json["paths"]["/api/book"]["get"]["x-google-backend"] is not None
diff --git a/tests/test_options_in_viewfunc.py b/tests/test_options_in_viewfunc.py
index c6db0b43..56677505 100644
--- a/tests/test_options_in_viewfunc.py
+++ b/tests/test_options_in_viewfunc.py
@@ -3,6 +3,7 @@
 # @Time    : 2022/5/15 14:19
 
 import pytest
+from openapi_spec_validator import validate
 
 from flask_openapi3 import APIBlueprint, OpenAPI
 
@@ -47,6 +48,10 @@ def create_book():
 def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(resp.json)
+
     assert resp.json == app.api_doc
     assert resp.json["paths"]["/book"]["get"]["operationId"] == "get_book_book_get"  # Default operation_id generator
     assert resp.json["paths"]["/api/book"]["post"]["operationId"] == "create_book"  # Custom callback operation_id
diff --git a/tests/test_pydantic_calculated_fields.py b/tests/test_pydantic_calculated_fields.py
index 41243e7f..7221b299 100644
--- a/tests/test_pydantic_calculated_fields.py
+++ b/tests/test_pydantic_calculated_fields.py
@@ -4,6 +4,7 @@
 from functools import cached_property
 
 import pytest
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field, computed_field
 
 from flask_openapi3 import OpenAPI
@@ -39,4 +40,8 @@ def test_openapi(client):
     import pprint
 
     pprint.pprint(resp.json)
+
+    # Validate the spec against OpenAPI specification
+    validate(resp.json)
+
     assert resp.json["components"]["schemas"]["User"]["properties"].get("display_name") is not None
diff --git a/tests/test_pydantic_validation_error.py b/tests/test_pydantic_validation_error.py
index 56aa89f2..1e43d3ad 100644
--- a/tests/test_pydantic_validation_error.py
+++ b/tests/test_pydantic_validation_error.py
@@ -1,4 +1,5 @@
 import pytest
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field
 
 from flask_openapi3 import OpenAPI
@@ -27,6 +28,9 @@ def test_pydantic_validation_error_schema(client):
     resp = client.get("/openapi/openapi.json")
     assert resp.status_code == 200
 
+    # Validate the spec against OpenAPI specification
+    validate(resp.json)
+
     schemas = resp.json["components"]["schemas"]
     assert "ValidationErrorModel" in schemas
 
diff --git a/tests/test_response.py b/tests/test_response.py
index 0bf8d2d4..a75b3d72 100644
--- a/tests/test_response.py
+++ b/tests/test_response.py
@@ -4,6 +4,7 @@
 from http import HTTPStatus
 
 import pytest
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field
 
 from flask_openapi3 import APIBlueprint, OpenAPI
@@ -55,5 +56,9 @@ def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     _json = resp.json
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(_json)
+
     assert _json["paths"]["/book/{bid}"]["get"]["responses"].keys() - ["200", "201", "202", "204"] == {"422"}
     assert _json["paths"]["/api/book"]["get"]["responses"].keys() - ["200", "201", "202", "204"] == {"422"}
diff --git a/tests/test_restapi.py b/tests/test_restapi.py
index 24e02ece..b54d3d50 100644
--- a/tests/test_restapi.py
+++ b/tests/test_restapi.py
@@ -8,6 +8,7 @@
 
 import pytest
 from flask import Response
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field, RootModel
 
 from flask_openapi3 import ExternalDocumentation, Info, OpenAPI, Tag
@@ -183,6 +184,10 @@ def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     print(resp.json)
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(resp.json)
+
     assert resp.json == app.api_doc
 
 
diff --git a/tests/test_security.py b/tests/test_security.py
index 2a5f0e7b..699ca65c 100644
--- a/tests/test_security.py
+++ b/tests/test_security.py
@@ -2,6 +2,7 @@
 # @Author  : llc
 # @Time    : 2022/9/2 15:20
 import pytest
+from openapi_spec_validator import validate
 
 from flask_openapi3 import OpenAPI
 
@@ -39,4 +40,8 @@ def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     print(resp.json)
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(resp.json)
+
     assert resp.json == app.api_doc
diff --git a/tests/test_summary.py b/tests/test_summary.py
index 98572827..eefe73b8 100644
--- a/tests/test_summary.py
+++ b/tests/test_summary.py
@@ -3,6 +3,7 @@
 # @Time    : 2022/1/1 16:54
 
 import pytest
+from openapi_spec_validator import validate
 
 from flask_openapi3 import Info, OpenAPI
 
@@ -41,6 +42,7 @@ def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     _json = resp.json
     assert resp.status_code == 200
+    validate(_json)
     assert _json["paths"]["/book"]["get"]["summary"] == "new summary"
     assert _json["paths"]["/book"]["get"]["description"] == "new description"
     assert _json["paths"]["/book2"]["get"]["summary"] == "Get a book"
diff --git a/tests/test_tags.py b/tests/test_tags.py
index c882f3a9..9b549f9d 100644
--- a/tests/test_tags.py
+++ b/tests/test_tags.py
@@ -3,6 +3,7 @@
 # @Time    : 2022/12/19 10:34
 
 import pytest
+from openapi_spec_validator import validate
 
 from flask_openapi3 import APIBlueprint, Info, OpenAPI, Tag
 
@@ -40,6 +41,10 @@ def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     _json = resp.json
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(_json)
+
     tags = _json["tags"]
     news_tags = []
     for tag in tags:
diff --git a/tests/test_trail_slash.py b/tests/test_trail_slash.py
index 213b03f0..caea7944 100644
--- a/tests/test_trail_slash.py
+++ b/tests/test_trail_slash.py
@@ -3,6 +3,7 @@
 # @Time    : 2022/5/5 13:28
 
 import pytest
+from openapi_spec_validator import validate
 
 from flask_openapi3 import APIBlueprint, Info, OpenAPI
 
@@ -59,5 +60,9 @@ def test_without_slash2(client):
 def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     _json = resp.json
+
+    # Validate the spec against OpenAPI specification
+    validate(_json)
+
     assert _json["paths"].get("/api/v1/book1/") is not None
     assert _json["paths"].get("/api/v1/book2") is not None
diff --git a/tests/test_url_prefix.py b/tests/test_url_prefix.py
index 0a0cbde6..186d1656 100644
--- a/tests/test_url_prefix.py
+++ b/tests/test_url_prefix.py
@@ -2,6 +2,7 @@
 # @Author  : llc
 # @Time    : 2025/1/15 9:58
 import pytest
+from openapi_spec_validator import validate
 
 from flask_openapi3 import APIBlueprint, APIView, OpenAPI
 
@@ -62,6 +63,10 @@ def get(
 def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     _json = resp.json
+
+    # Validate the spec against OpenAPI specification
+    validate(_json)
+
     assert "/api1/book" in _json["paths"].keys()
     assert "/api2/book" in _json["paths"].keys()
     assert "/api3/book" in _json["paths"].keys()
diff --git a/tests/test_validation_error.py b/tests/test_validation_error.py
index 8208d201..986385b5 100644
--- a/tests/test_validation_error.py
+++ b/tests/test_validation_error.py
@@ -3,6 +3,7 @@
 # @Time    : 2023/7/21 10:32
 import pytest
 from flask import current_app, make_response
+from openapi_spec_validator import validate
 from pydantic import BaseModel, Field, ValidationError
 
 from flask_openapi3 import OpenAPI
@@ -71,6 +72,10 @@ def api_query(query: BookQuery):
 def test_openapi(client):
     resp = client.get("/openapi/openapi.json")
     assert resp.status_code == 200
+
+    # Validate the spec against OpenAPI specification
+    validate(resp.json)
+
     assert resp.json["components"]["schemas"].get("GenericTracebackError") is not None
 
 
diff --git a/uv.lock b/uv.lock
index a87b8a15..f5a564d1 100644
--- a/uv.lock
+++ b/uv.lock
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+source = { registry = "https://pypi.org/simple" }
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