diff --git a/.gitignore b/.gitignore
index c9d5b3b..8b47a13 100644
--- a/.gitignore
+++ b/.gitignore
@@ -162,3 +162,6 @@ cython_debug/
 # OS generated files #
 .DS_Store
 .DS_Store?
+
+# VSCode config
+.vscode/
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 54088e9..b5d23c9 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -32,7 +32,3 @@ pre-commit install
 
 - Add typing to new code; typing is enforced using [mypy](https://mypy-lang.org/)
   - Rules are defined in [our pyproject.toml file](//pyproject.toml#L10)
-
-If you use Visual Studio Code as your IDE, we recommend using the [Mypy Type Checker](https://marketplace.visualstudio.com/items?itemName=ms-python.mypy-type-checker) extension.
-After installing it, make sure to update the `Mypy-type-checkers: Args` setting
-to `"mypy-type-checker.args" = ["--config-file=pyproject.toml"]`.
diff --git a/VSCODE_CONFIG.md b/VSCODE_CONFIG.md
new file mode 100644
index 0000000..d59d200
--- /dev/null
+++ b/VSCODE_CONFIG.md
@@ -0,0 +1,35 @@
+# Helpful VS Code Settings and Extensions
+
+The following are some helpful tips on how to set up your VS Code environment for working with this repository.
+
+## Mypy Type Checker in Visual Studio Code
+
+If you use Visual Studio Code as your IDE, we recommend using the [Mypy Type Checker](https://marketplace.visualstudio.com/items?itemName=ms-python.mypy-type-checker) extension.
+After installing it, make sure to update the `Mypy-type-checkers: Args` setting
+to `"mypy-type-checker.args" = ["--config-file=pyproject.toml"]`.
+
+## Debugging in Visual Studio Code
+
+If you use Visual Studio Code and want to debug your test execution with its "Run and Debug" feature, you'll want to use
+a `launch.json` file similar to this one:
+
+```
+{
+    // Use IntelliSense to learn about possible attributes.
+    // Hover to view descriptions of existing attributes.
+    // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
+    "version": "0.2.0",
+    "configurations": [
+        {
+            "justMyCode": false,  #set to false if you want to debug dependent libraries too
+            "name": "uv_pytest_debugger",
+            "type": "debugpy",
+            "request": "launch",
+            "program": ".venv/bin/pytest",  #or your path to pytest's bin in the venv
+            "python": "${command:python.interpreterPath}",  #make sure uv's python interpreter is selected in vscode
+            "console": "integratedTerminal",
+            "args": "path/to/test.py"  #the args for pytest, can be a list, in this example runs a single file
+        }
+    ]
+}
+```
diff --git a/pyproject.toml b/pyproject.toml
index aae488d..e522437 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -43,13 +43,14 @@ classifiers = [
 dependencies = [
     "ipython>=8.18.1",
     "openshift-python-utilities>=5.0.71",
-    "openshift-python-wrapper>=11.0.6",
+    "openshift-python-wrapper>=11.0.7",
     "pytest-dependency>=0.6.0",
     "pytest-progress",
     "python-simple-logger",
     "pyyaml",
     "tenacity",
     "types-requests>=2.32.0.20241016",
+    "schemathesis>=3.38.10",
     "requests",
     "pytest-asyncio",
     "syrupy",
diff --git a/tests/conftest.py b/tests/conftest.py
index f87fe29..8c3bd67 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,10 +1,11 @@
 from typing import Tuple, Any, Generator
-
+import shlex
 import pytest
 from pytest import FixtureRequest, Config
 from kubernetes.dynamic import DynamicClient
 from ocp_resources.namespace import Namespace
 from ocp_resources.resource import get_client
+from pyhelper_utils.shell import run_command
 
 from utilities.infra import create_ns
 from utilities.constants import AcceleratorType
@@ -15,6 +16,13 @@ def admin_client() -> DynamicClient:
     return get_client()
 
 
+@pytest.fixture(scope="session")
+def current_client_token(admin_client: DynamicClient) -> str:
+    _, out, _ = run_command(command=shlex.split("oc whoami -t"), verify_stderr=False, check=False)
+    # `\n` appended to token in out, return without that
+    return out.strip()
+
+
 @pytest.fixture(scope="class")
 def model_namespace(request: FixtureRequest, admin_client: DynamicClient) -> Generator[Namespace, Any, Any]:
     with create_ns(admin_client=admin_client, name=request.param["name"]) as ns:
diff --git a/tests/model_registry/__init__.py b/tests/model_registry/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/model_registry/conftest.py b/tests/model_registry/conftest.py
new file mode 100644
index 0000000..6c51f23
--- /dev/null
+++ b/tests/model_registry/conftest.py
@@ -0,0 +1,305 @@
+import pytest
+import schemathesis
+from typing import Generator, Any
+from ocp_resources.secret import Secret
+from ocp_resources.namespace import Namespace
+from ocp_resources.service import Service
+from ocp_resources.persistent_volume_claim import PersistentVolumeClaim
+from ocp_resources.deployment import Deployment
+from ocp_resources.model_registry import ModelRegistry
+from simple_logger.logger import get_logger
+from kubernetes.dynamic import DynamicClient
+
+from tests.model_registry.utils import get_endpoint_from_mr_service, get_mr_service_by_label
+from utilities.infra import create_ns
+from utilities.constants import Protocols, KubernetesAnnotations
+
+
+LOGGER = get_logger(name=__name__)
+
+DB_RESOURCES_NAME: str = "model-registry-db"
+MR_INSTANCE_NAME: str = "model-registry"
+MR_OPERATOR_NAME: str = "model-registry-operator"
+MR_NAMESPACE: str = "rhoai-model-registries"
+DEFAULT_LABEL_DICT_DB: dict[str, str] = {
+    KubernetesAnnotations.NAME: DB_RESOURCES_NAME,
+    KubernetesAnnotations.INSTANCE: DB_RESOURCES_NAME,
+    KubernetesAnnotations.PART_OF: DB_RESOURCES_NAME,
+}
+
+
+@pytest.fixture(scope="class")
+def model_registry_namespace(admin_client: DynamicClient) -> Generator[Namespace, Any, Any]:
+    # This namespace should exist after Model Registry is enabled, but it can also be deleted
+    # from the cluster and does not get reconciled. Fetch if it exists, create otherwise.
+    ns = Namespace(name=MR_NAMESPACE, client=admin_client)
+    if ns.exists:
+        yield ns
+    else:
+        LOGGER.warning(f"{MR_NAMESPACE} namespace was not present, creating it")
+        with create_ns(
+            name=MR_NAMESPACE,
+            admin_client=admin_client,
+            teardown=False,
+        ) as ns:
+            yield ns
+
+
+@pytest.fixture(scope="class")
+def model_registry_db_service(
+    admin_client: DynamicClient, model_registry_namespace: Namespace
+) -> Generator[Service, Any, Any]:
+    with Service(
+        client=admin_client,
+        name=DB_RESOURCES_NAME,
+        namespace=model_registry_namespace.name,
+        ports=[
+            {
+                "name": "mysql",
+                "nodePort": 0,
+                "port": 3306,
+                "protocol": "TCP",
+                "appProtocol": "tcp",
+                "targetPort": 3306,
+            }
+        ],
+        selector={
+            "name": DB_RESOURCES_NAME,
+        },
+        label=DEFAULT_LABEL_DICT_DB,
+        annotations={
+            "template.openshift.io/expose-uri": "mysql://{.spec.clusterIP}:{.spec.ports[?(.name==\mysql\)].port}",
+        },
+    ) as mr_db_service:
+        yield mr_db_service
+
+
+@pytest.fixture(scope="class")
+def model_registry_db_pvc(
+    admin_client: DynamicClient,
+    model_registry_namespace: Namespace,
+) -> Generator[PersistentVolumeClaim, Any, Any]:
+    with PersistentVolumeClaim(
+        accessmodes="ReadWriteOnce",
+        name=DB_RESOURCES_NAME,
+        namespace=model_registry_namespace.name,
+        client=admin_client,
+        size="5Gi",
+        label=DEFAULT_LABEL_DICT_DB,
+    ) as pvc:
+        yield pvc
+
+
+@pytest.fixture(scope="class")
+def model_registry_db_secret(
+    admin_client: DynamicClient,
+    model_registry_namespace: Namespace,
+) -> Generator[Secret, Any, Any]:
+    with Secret(
+        client=admin_client,
+        name=DB_RESOURCES_NAME,
+        namespace=model_registry_namespace.name,
+        string_data={
+            "database-name": "model_registry",
+            "database-password": "TheBlurstOfTimes",  # pragma: allowlist secret
+            "database-user": "mlmduser",  # pragma: allowlist secret
+        },
+        label=DEFAULT_LABEL_DICT_DB,
+        annotations={
+            "template.openshift.io/expose-database_name": "'{.data[''database-name'']}'",
+            "template.openshift.io/expose-password": "'{.data[''database-password'']}'",
+            "template.openshift.io/expose-username": "'{.data[''database-user'']}'",
+        },
+    ) as mr_db_secret:
+        yield mr_db_secret
+
+
+@pytest.fixture(scope="class")
+def model_registry_db_deployment(
+    admin_client: DynamicClient,
+    model_registry_namespace: Namespace,
+    model_registry_db_secret: Secret,
+    model_registry_db_pvc: PersistentVolumeClaim,
+    model_registry_db_service: Service,
+) -> Generator[Deployment, Any, Any]:
+    with Deployment(
+        name=DB_RESOURCES_NAME,
+        namespace=model_registry_namespace.name,
+        annotations={
+            "template.alpha.openshift.io/wait-for-ready": "true",
+        },
+        label=DEFAULT_LABEL_DICT_DB,
+        replicas=1,
+        revision_history_limit=0,
+        selector={"matchLabels": {"name": DB_RESOURCES_NAME}},
+        strategy={"type": "Recreate"},
+        template={
+            "metadata": {
+                "labels": {
+                    "name": DB_RESOURCES_NAME,
+                    "sidecar.istio.io/inject": "false",
+                }
+            },
+            "spec": {
+                "containers": [
+                    {
+                        "env": [
+                            {
+                                "name": "MYSQL_USER",
+                                "valueFrom": {
+                                    "secretKeyRef": {
+                                        "key": "database-user",
+                                        "name": f"{model_registry_db_secret.name}",
+                                    }
+                                },
+                            },
+                            {
+                                "name": "MYSQL_PASSWORD",
+                                "valueFrom": {
+                                    "secretKeyRef": {
+                                        "key": "database-password",
+                                        "name": f"{model_registry_db_secret.name}",
+                                    }
+                                },
+                            },
+                            {
+                                "name": "MYSQL_ROOT_PASSWORD",
+                                "valueFrom": {
+                                    "secretKeyRef": {
+                                        "key": "database-password",
+                                        "name": f"{model_registry_db_secret.name}",
+                                    }
+                                },
+                            },
+                            {
+                                "name": "MYSQL_DATABASE",
+                                "valueFrom": {
+                                    "secretKeyRef": {
+                                        "key": "database-name",
+                                        "name": f"{model_registry_db_secret.name}",
+                                    }
+                                },
+                            },
+                        ],
+                        "args": [
+                            "--datadir",
+                            "/var/lib/mysql/datadir",
+                            "--default-authentication-plugin=mysql_native_password",
+                        ],
+                        "image": "mysql:8.3.0",
+                        "imagePullPolicy": "IfNotPresent",
+                        "livenessProbe": {
+                            "exec": {
+                                "command": [
+                                    "/bin/bash",
+                                    "-c",
+                                    "mysqladmin -u${MYSQL_USER} -p${MYSQL_ROOT_PASSWORD} ping",
+                                ]
+                            },
+                            "initialDelaySeconds": 15,
+                            "periodSeconds": 10,
+                            "timeoutSeconds": 5,
+                        },
+                        "name": "mysql",
+                        "ports": [{"containerPort": 3306, "protocol": "TCP"}],
+                        "readinessProbe": {
+                            "exec": {
+                                "command": [
+                                    "/bin/bash",
+                                    "-c",
+                                    'mysql -D ${MYSQL_DATABASE} -u${MYSQL_USER} -p${MYSQL_ROOT_PASSWORD} -e "SELECT 1"',
+                                ]
+                            },
+                            "initialDelaySeconds": 10,
+                            "timeoutSeconds": 5,
+                        },
+                        "securityContext": {"capabilities": {}, "privileged": False},
+                        "terminationMessagePath": "/dev/termination-log",
+                        "volumeMounts": [
+                            {
+                                "mountPath": "/var/lib/mysql",
+                                "name": f"{DB_RESOURCES_NAME}-data",
+                            }
+                        ],
+                    }
+                ],
+                "dnsPolicy": "ClusterFirst",
+                "restartPolicy": "Always",
+                "volumes": [
+                    {
+                        "name": f"{DB_RESOURCES_NAME}-data",
+                        "persistentVolumeClaim": {"claimName": DB_RESOURCES_NAME},
+                    }
+                ],
+            },
+        },
+        wait_for_resource=True,
+    ) as mr_db_deployment:
+        mr_db_deployment.wait_for_replicas(deployed=True)
+        yield mr_db_deployment
+
+
+@pytest.fixture(scope="class")
+def model_registry_instance(
+    admin_client: DynamicClient,
+    model_registry_namespace: Namespace,
+    model_registry_db_deployment: Deployment,
+    model_registry_db_secret: Secret,
+    model_registry_db_service: Service,
+) -> Generator[ModelRegistry, Any, Any]:
+    with ModelRegistry(
+        name=MR_INSTANCE_NAME,
+        namespace=model_registry_namespace.name,
+        label={
+            KubernetesAnnotations.NAME: MR_INSTANCE_NAME,
+            KubernetesAnnotations.INSTANCE: MR_INSTANCE_NAME,
+            KubernetesAnnotations.PART_OF: MR_OPERATOR_NAME,
+            KubernetesAnnotations.CREATED_BY: MR_OPERATOR_NAME,
+        },
+        grpc={},
+        rest={},
+        istio={
+            "authProvider": "redhat-ods-applications-auth-provider",
+            "gateway": {"grpc": {"tls": {}}, "rest": {"tls": {}}},
+        },
+        mysql={
+            "host": f"{model_registry_db_deployment.name}.{model_registry_db_deployment.namespace}.svc.cluster.local",
+            "database": model_registry_db_secret.string_data["database-name"],
+            "passwordSecret": {"key": "database-password", "name": DB_RESOURCES_NAME},
+            "port": 3306,
+            "skipDBCreation": False,
+            "username": model_registry_db_secret.string_data["database-user"],
+        },
+        wait_for_resource=True,
+    ) as mr:
+        mr.wait_for_condition(condition="Available", status="True")
+        yield mr
+
+
+@pytest.fixture(scope="class")
+def model_registry_instance_service(
+    admin_client: DynamicClient,
+    model_registry_namespace: Namespace,
+    model_registry_instance: ModelRegistry,
+) -> Service:
+    return get_mr_service_by_label(
+        client=admin_client, ns=model_registry_namespace, mr_instance=model_registry_instance
+    )
+
+
+@pytest.fixture(scope="class")
+def model_registry_instance_rest_endpoint(
+    admin_client: DynamicClient,
+    model_registry_instance_service: Service,
+) -> str:
+    return get_endpoint_from_mr_service(
+        client=admin_client, svc=model_registry_instance_service, protocol=Protocols.REST
+    )
+
+
+@pytest.fixture(scope="class")
+def generated_schema(model_registry_instance_rest_endpoint):
+    return schemathesis.from_uri(
+        uri="https://raw.githubusercontent.com/kubeflow/model-registry/main/api/openapi/model-registry.yaml",
+        base_url=f"https://{model_registry_instance_rest_endpoint}/",
+    )
diff --git a/tests/model_registry/constants.py b/tests/model_registry/constants.py
new file mode 100644
index 0000000..59aa8cc
--- /dev/null
+++ b/tests/model_registry/constants.py
@@ -0,0 +1,2 @@
+class ModelRegistryEndpoints:
+    REGISTERED_MODELS: str = "/api/model_registry/v1alpha3/registered_models"
diff --git a/tests/model_registry/test_model_registry_creation.py b/tests/model_registry/test_model_registry_creation.py
new file mode 100644
index 0000000..15049b7
--- /dev/null
+++ b/tests/model_registry/test_model_registry_creation.py
@@ -0,0 +1,41 @@
+import shlex
+from ast import literal_eval
+from typing import Self
+from simple_logger.logger import get_logger
+from ocp_resources.model_registry import ModelRegistry
+from pyhelper_utils.shell import run_command
+
+from tests.model_registry.utils import generate_register_model_command
+
+LOGGER = get_logger(name=__name__)
+
+
+class TestModelRegistryCreation:
+    """Tests the creation of a model registry"""
+
+    # TODO: Enable Model Registry in DSC if needed
+
+    def test_model_registry_instance_creation(self: Self, model_registry_instance: ModelRegistry):
+        assert model_registry_instance.exists
+
+    def test_registering_model(self: Self, model_registry_instance_rest_endpoint: str, current_client_token: str):
+        cmd = generate_register_model_command(
+            endpoint=model_registry_instance_rest_endpoint, token=current_client_token
+        )
+        _, out, _ = run_command(command=shlex.split(cmd))
+        out_dict = literal_eval(out)
+        errors = []
+        if not out_dict["name"] == "model-name":
+            errors.append(f"Unexpected name, received {out_dict['name']}")
+        if not out_dict["description"] == "test-model":
+            errors.append(f"Unexpected description, received {out_dict['description']}")
+        if not out_dict["externalId"] == "1":
+            errors.append(f"Unexpected id, received {out_dict['externalId']}")
+        if not out_dict["owner"] == "opendatahub-tests-client":
+            errors.append(f"Unexpected owner, received {out_dict['owner']}")
+        if not out_dict["state"] == "LIVE":
+            errors.append(f"Unexpected state, received {out_dict['state']}")
+
+        assert not errors, "errors occured:\n{}".format("\n".join(errors))
+
+    # TODO: Query for a registered Model
diff --git a/tests/model_registry/test_rest_api.py b/tests/model_registry/test_rest_api.py
new file mode 100644
index 0000000..a85f58a
--- /dev/null
+++ b/tests/model_registry/test_rest_api.py
@@ -0,0 +1,18 @@
+import schemathesis
+import pytest
+from simple_logger.logger import get_logger
+
+LOGGER = get_logger(name=__name__)
+
+schema = schemathesis.from_pytest_fixture("generated_schema")
+
+
+# TODO: This is a Stateless test due to how the openAPI spec is currently defined in upstream.
+# Once it is updated to support Stateful testing of the API we can enable this to run every time,
+# but for now having it run manually to check the existing failures is more than enough.
+@pytest.mark.skip(reason="Only run manually for now")
+@schema.parametrize()
+def test_mr_api(case, current_client_token):
+    case.headers["Authorization"] = f"Bearer {current_client_token}"
+    case.headers["Content-Type"] = "application/json"
+    case.call_and_validate(verify=False)
diff --git a/tests/model_registry/utils.py b/tests/model_registry/utils.py
new file mode 100644
index 0000000..170ab42
--- /dev/null
+++ b/tests/model_registry/utils.py
@@ -0,0 +1,72 @@
+from kubernetes.dynamic import DynamicClient
+from ocp_resources.namespace import Namespace
+from ocp_resources.service import Service
+from ocp_resources.model_registry import ModelRegistry
+from kubernetes.dynamic.exceptions import ResourceNotFoundError
+
+from tests.utils import ProtocolNotSupported
+from utilities.constants import Protocols, HTTPRequest
+from tests.model_registry.constants import ModelRegistryEndpoints
+
+
+ADDRESS_ANNOTATION_PREFIX: str = "routing.opendatahub.io/external-address-"
+
+
+class TooManyServices(Exception):
+    def __init__(self, services: list[Service]):
+        self.services = services
+
+    def __str__(self) -> str:
+        return f"The Model Registry instance has too many Services, there should be only 1. List: {self.services}"
+
+
+def get_mr_service_by_label(client: DynamicClient, ns: Namespace, mr_instance: ModelRegistry) -> Service:
+    """
+    Args:
+        client (DynamicClient): OCP Client to use.
+        ns (Namespace): Namespace object where to find the Service
+        mr_instance (ModelRegistry): Model Registry instance
+
+    Returns:
+        Service: The matching Service
+
+    Raises:
+        ResourceNotFoundError: if no service is found.
+    """
+    if svc := [
+        svcs
+        for svcs in Service.get(
+            dyn_client=client,
+            namespace=ns.name,
+            label_selector=f"app={mr_instance.name},component=model-registry",
+        )
+    ]:
+        if len(svc) > 1:
+            raise TooManyServices(svc)
+        return svc[0]
+
+    raise ResourceNotFoundError(f"{mr_instance.name} has no Service")
+
+
+def get_endpoint_from_mr_service(client: DynamicClient, svc: Service, protocol: str) -> str:
+    if protocol in (Protocols.REST, Protocols.GRPC):
+        return svc.instance.metadata.annotations[f"{ADDRESS_ANNOTATION_PREFIX}{protocol}"]
+    else:
+        raise ProtocolNotSupported(protocol)
+
+
+def generate_register_model_command(endpoint: str, token: str) -> str:
+    # data = ' -d \'{"name": "model-name", "description": "test-model", "owner": "opendatahub-tests-client", "externalId": "1", "state": "LIVE"}\''
+    # cmd = (
+    #     "curl -k "
+    #     + f" {HTTPRequest.AUTH_HEADER.format(token=token)}"
+    #     + f" {HTTPRequest.CONTENT_JSON}"
+    #     + data
+    #     + " "
+    #     + Protocols.HTTPS
+    #     + "://"
+    #     + endpoint
+    #     + ModelRegistryEndpoints.REGISTERED_MODELS
+    # )
+    cmd = f'curl -k {HTTPRequest.AUTH_HEADER.format(token=token)} {HTTPRequest.CONTENT_JSON} -d \'{"name": "model-name", "description": "test-model", "owner": "opendatahub-tests-client", "externalId": "1", "state": "LIVE"}\' {Protocols.HTTPS}://{endpoint}{ModelRegistryEndpoints.REGISTERED_MODELS}'
+    return cmd
diff --git a/tests/model_serving/model_server/private_endpoint/utils.py b/tests/model_serving/model_server/private_endpoint/utils.py
index beea2cd..cf025ec 100644
--- a/tests/model_serving/model_server/private_endpoint/utils.py
+++ b/tests/model_serving/model_server/private_endpoint/utils.py
@@ -9,18 +9,11 @@
 from simple_logger.logger import get_logger
 
 from utilities.constants import Protocols
+from tests.utils import ProtocolNotSupported
 
 LOGGER = get_logger(name=__name__)
 
 
-class ProtocolNotSupported(Exception):
-    def __init__(self, protocol: str):
-        self.protocol = protocol
-
-    def __str__(self) -> str:
-        return f"Protocol {self.protocol} is not supported"
-
-
 class InvalidStorageArgument(Exception):
     def __init__(
         self,
diff --git a/tests/trustyai/drift/test_drift.py b/tests/trustyai/drift/test_drift.py
index d38e1a3..e3df9f6 100644
--- a/tests/trustyai/drift/test_drift.py
+++ b/tests/trustyai/drift/test_drift.py
@@ -23,14 +23,14 @@ class TestDriftMetrics:
     def test_send_inference_request_and_verify_trustyai_service(
         self,
         admin_client,
-        openshift_token,
+        current_client_token,
         ns_with_modelmesh_enabled,
         trustyai_service_with_pvc_storage,
         gaussian_credit_model,
     ) -> None:
         send_inference_requests_and_verify_trustyai_service(
             client=admin_client,
-            token=openshift_token,
+            token=current_client_token,
             data_path="./tests/trustyai/drift/model_data/data_batches",
             trustyai_service=trustyai_service_with_pvc_storage,
             inference_service=gaussian_credit_model,
@@ -39,12 +39,12 @@ def test_send_inference_request_and_verify_trustyai_service(
         # TODO: Add rest of operations in upcoming PRs (upload data directly to Trusty, send metric request, schedule period metric calculation, delete metric request).
 
     def test_drift_metric_meanshift(
-        self, admin_client, openshift_token, trustyai_service_with_pvc_storage, gaussian_credit_model
+        self, admin_client, current_client_token, trustyai_service_with_pvc_storage, gaussian_credit_model
     ):
         verify_metric_request(
             client=admin_client,
             trustyai_service=trustyai_service_with_pvc_storage,
-            token=openshift_token,
+            token=current_client_token,
             metric_name="meanshift",
             json_data={"modelId": gaussian_credit_model.name, "referenceTag": "TRAINING"},
         )
diff --git a/tests/utils.py b/tests/utils.py
new file mode 100644
index 0000000..714d681
--- /dev/null
+++ b/tests/utils.py
@@ -0,0 +1,6 @@
+class ProtocolNotSupported(Exception):
+    def __init__(self, protocol: str):
+        self.protocol = protocol
+
+    def __str__(self) -> str:
+        return f"Protocol {self.protocol} is not supported"
diff --git a/utilities/constants.py b/utilities/constants.py
index ffda728..fd5d190 100644
--- a/utilities/constants.py
+++ b/utilities/constants.py
@@ -42,6 +42,13 @@ class Protocols:
     HTTP: str = "http"
     HTTPS: str = "https"
     GRPC: str = "grpc"
+    REST: str = "rest"
+
+
+class HTTPRequest:
+    # Use string formatting to set the token value when using this constant
+    AUTH_HEADER: str = "-H 'Authorization: Bearer {token}'"
+    CONTENT_JSON: str = "-H 'Content-Type: application/json'"
 
 
 class AcceleratorType:
@@ -49,3 +56,10 @@ class AcceleratorType:
     AMD: str = "amd"
     GAUDI: str = "gaudi"
     SUPPORTED_LISTS: list[str] = [NVIDIA, AMD, GAUDI]
+
+
+class KubernetesAnnotations:
+    NAME: str = "app.kubernetes.io/name"
+    INSTANCE: str = "app.kubernetes.io/instance"
+    PART_OF: str = "app.kubernetes.io/part-of"
+    CREATED_BY: str = "app.kubernetes.io/created-by"
diff --git a/uv.lock b/uv.lock
index 918edcd..0e53eb2 100644
--- a/uv.lock
+++ b/uv.lock
@@ -6,6 +6,34 @@ resolution-markers = [
     "python_full_version < '3.10'",
 ]
 
+[[package]]
+name = "anyio"
+version = "4.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "idna" },
+    { name = "sniffio" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f6/40/318e58f669b1a9e00f5c4453910682e2d9dd594334539c7b7817dabb765f/anyio-4.7.0.tar.gz", hash = "sha256:2f834749c602966b7d456a7567cafcb309f96482b5081d14ac93ccd457f9dd48", size = 177076 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a0/7a/4daaf3b6c08ad7ceffea4634ec206faeff697526421c20f07628c7372156/anyio-4.7.0-py3-none-any.whl", hash = "sha256:ea60c3723ab42ba6fff7e8ccb0488c898ec538ff4df1f1d5e642c3601d07e352", size = 93052 },
+]
+
+[[package]]
+name = "arrow"
+version = "1.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "python-dateutil" },
+    { name = "types-python-dateutil" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/2e/00/0f6e8fcdb23ea632c866620cc872729ff43ed91d284c866b515c6342b173/arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85", size = 131960 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80", size = 66419 },
+]
+
 [[package]]
 name = "asttokens"
 version = "3.0.0"
@@ -15,6 +43,24 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2", size = 26918 },
 ]
 
+[[package]]
+name = "attrs"
+version = "24.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/fc/0f/aafca9af9315aee06a89ffde799a10a582fe8de76c563ee80bbcdc08b3fb/attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346", size = 792678 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6a/21/5b6702a7f963e95456c0de2d495f67bf5fd62840ac655dc451586d23d39a/attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2", size = 63001 },
+]
+
+[[package]]
+name = "backoff"
+version = "2.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/47/d7/5bbeb12c44d7c4f2fb5b56abce497eb5ed9f34d85701de869acedd602619/backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba", size = 17001 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/df/73/b6e24bd22e6720ca8ee9a85a0c4a2971af8497d8f3193fa05390cbd46e09/backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8", size = 15148 },
+]
+
 [[package]]
 name = "bcrypt"
 version = "4.2.1"
@@ -460,6 +506,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b5/fd/afcd0496feca3276f509df3dbd5dae726fcc756f1a08d9e25abe1733f962/executing-2.1.0-py2.py3-none-any.whl", hash = "sha256:8d63781349375b5ebccc3142f4b30350c0cd9c79f921cde38be2be4637e98eaf", size = 25805 },
 ]
 
+[[package]]
+name = "fqdn"
+version = "1.5.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/30/3e/a80a8c077fd798951169626cde3e239adeba7dab75deb3555716415bd9b0/fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f", size = 6015 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014", size = 9121 },
+]
+
 [[package]]
 name = "google-auth"
 version = "2.37.0"
@@ -474,6 +529,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/8d/8d/4d5d5f9f500499f7bd4c93903b43e8d6976f3fc6f064637ded1a85d09b07/google_auth-2.37.0-py2.py3-none-any.whl", hash = "sha256:42664f18290a6be591be5329a96fe30184be1a1badb7292a7f686a9659de9ca0", size = 209829 },
 ]
 
+[[package]]
+name = "graphql-core"
+version = "3.2.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions", marker = "python_full_version < '3.10'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/2e/b5/ebc6fe3852e2d2fdaf682dddfc366934f3d2c9ef9b6d1b0e6ca348d936ba/graphql_core-3.2.5.tar.gz", hash = "sha256:e671b90ed653c808715645e3998b7ab67d382d55467b7e2978549111bbabf8d5", size = 504664 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e3/dc/078bd6b304de790618ebb95e2aedaadb78f4527ac43a9ad8815f006636b6/graphql_core-3.2.5-py3-none-any.whl", hash = "sha256:2f150d5096448aa4f8ab26268567bbfeef823769893b39c1a2e1409590939c8a", size = 203189 },
+]
+
 [[package]]
 name = "grpcio"
 version = "1.68.1"
@@ -540,6 +607,92 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d8/87/a996d44e69f867ee12fcddf2528187ad4e32acde643d6f58f99c42be5b90/grpcio_reflection-1.68.1-py3-none-any.whl", hash = "sha256:c3f850724d899d004424605829d735ffcde464a8fa259743df486693bc0345e7", size = 22687 },
 ]
 
+[[package]]
+name = "h11"
+version = "0.14.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f5/38/3af3d3633a34a3316095b39c8e8fb4853a28a536e55d347bd8d8e9a14b03/h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d", size = 100418 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/95/04/ff642e65ad6b90db43e668d70ffb6736436c7ce41fcc549f4e9472234127/h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761", size = 58259 },
+]
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+[[package]]
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+version = "0.3.0"
+source = { registry = "https://pypi.org/simple" }
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+wheels = [
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+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "h11" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6a/41/d7d0a89eb493922c37d343b607bc1b5da7f5be7e383740b4753ad8943e90/httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c", size = 85196 }
+wheels = [
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+]
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+[[package]]
+name = "httpx"
+version = "0.28.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "certifi" },
+    { name = "httpcore" },
+    { name = "idna" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406 }
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+[[package]]
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+version = "6.122.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "attrs" },
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "sortedcontainers" },
+]
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+version = "0.11.1"
+source = { registry = "https://pypi.org/simple" }
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+version = "0.23.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "hypothesis" },
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 [[package]]
 name = "idna"
 version = "3.10"
@@ -598,6 +751,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/47/6b/d9fdcdef2eb6a23f391251fde8781c38d42acd82abe84d054cb74f7863b0/ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397", size = 808161 },
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+[[package]]
+name = "isoduration"
+version = "20.11.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "arrow" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/7c/1a/3c8edc664e06e6bd06cce40c6b22da5f1429aa4224d0c590f3be21c91ead/isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9", size = 11649 }
+wheels = [
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+]
+
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 name = "ipython"
 version = "8.30.0"
@@ -648,6 +813,66 @@ wheels = [
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+[[package]]
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+version = "3.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/6a/0a/eebeb1fa92507ea94016a2a790b93c2ae41a7e18778f85471dc54475ed25/jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef", size = 9114 }
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+    { name = "isoduration" },
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+    { name = "rfc3339-validator" },
+    { name = "rfc3987" },
+    { name = "uri-template" },
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