diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f67cae6ff1..5ba8658505 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -25,10 +25,14 @@ repos:
       - id: black
         additional_dependencies: ["click==8.0.4"]
 
-  - repo: https://github.com/pycqa/isort
-    rev: 5.12.0
+  - repo: https://github.com/charliermarsh/ruff-pre-commit
+    rev: v0.0.244
     hooks:
-      - id: isort
+      # Simulate isort via (the much faster) ruff
+      - id: ruff
+        args:
+          - --select=I
+          - --fix
 
   - repo: https://github.com/alessandrojcm/commitlint-pre-commit-hook
     rev: v9.4.0
diff --git a/pyproject.toml b/pyproject.toml
index 5052f1d547..f28608d42e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -108,3 +108,34 @@ exclude_lines = [
 
 [tool.isort]
 profile = "black"
+
+[tool.ruff]
+# Ignore line length violations
+ignore = ["E501"]
+
+# Exclude a variety of commonly ignored directories.
+exclude = [
+    ".bzr",
+    ".direnv",
+    ".eggs",
+    ".git",
+    ".hg",
+    ".mypy_cache",
+    ".nox",
+    ".pants.d",
+    ".ruff_cache",
+    ".svn",
+    ".tox",
+    ".venv",
+    "__pypackages__",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "node_modules",
+    "venv",
+]
+
+[tool.ruff.per-file-ignores]
+# Ignore imported but unused;
+"__init__.py" = ["F401"]
diff --git a/scripts/load_data.py b/scripts/load_data.py
index 0295872157..06405d7650 100644
--- a/scripts/load_data.py
+++ b/scripts/load_data.py
@@ -15,12 +15,11 @@
 import sys
 import time
 
+import argilla as rg
 import pandas as pd
 import requests
-from datasets import load_dataset
-
-import argilla as rg
 from argilla.labeling.text_classification import Rule, add_rules
+from datasets import load_dataset
 
 
 class LoadDatasets:
diff --git a/src/argilla/__init__.py b/src/argilla/__init__.py
index c9fb4f6787..1dbd654c9f 100644
--- a/src/argilla/__init__.py
+++ b/src/argilla/__init__.py
@@ -47,12 +47,10 @@
         read_datasets,
         read_pandas,
     )
-    from argilla.client.models import (
-        TextGenerationRecord,  # TODO Remove TextGenerationRecord
-    )
     from argilla.client.models import (
         Text2TextRecord,
         TextClassificationRecord,
+        TextGenerationRecord,  # TODO Remove TextGenerationRecord
         TokenAttributions,
         TokenClassificationRecord,
     )
diff --git a/src/argilla/client/apis/datasets.py b/src/argilla/client/apis/datasets.py
index 55079c7a95..5fff021362 100644
--- a/src/argilla/client/apis/datasets.py
+++ b/src/argilla/client/apis/datasets.py
@@ -15,7 +15,7 @@
 import warnings
 from dataclasses import dataclass
 from datetime import datetime
-from typing import Any, Dict, Iterable, List, Optional, Set, Tuple, Union
+from typing import Any, Dict, Iterable, Optional, Set, Tuple, Union
 
 from pydantic import BaseModel, Field
 
diff --git a/src/argilla/client/apis/search.py b/src/argilla/client/apis/search.py
index f8a1b66a98..07de6bb71e 100644
--- a/src/argilla/client/apis/search.py
+++ b/src/argilla/client/apis/search.py
@@ -13,7 +13,7 @@
 #  limitations under the License.
 
 import dataclasses
-from typing import List, Optional, Union
+from typing import List, Optional
 
 from argilla.client.apis import AbstractApi
 from argilla.client.models import Record
diff --git a/src/argilla/client/datasets.py b/src/argilla/client/datasets.py
index 944e7d93f2..952a3a96ef 100644
--- a/src/argilla/client/datasets.py
+++ b/src/argilla/client/datasets.py
@@ -16,7 +16,7 @@
 import logging
 import random
 import uuid
-from typing import Any, Dict, List, Optional, Tuple, Type, Union
+from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Type, Union
 
 import pandas as pd
 from pkg_resources import parse_version
@@ -32,6 +32,11 @@
 from argilla.client.sdk.datasets.models import TaskType
 from argilla.utils.span_utils import SpanUtils
 
+if TYPE_CHECKING:
+    import datasets
+    import pandas
+    import spacy
+
 _LOGGER = logging.getLogger(__name__)
 
 
@@ -60,7 +65,7 @@ def _requires_spacy(func):
     @functools.wraps(func)
     def check_if_spacy_installed(*args, **kwargs):
         try:
-            import spacy
+            import spacy  # noqa: F401
         except ModuleNotFoundError:
             raise ModuleNotFoundError(
                 f"'spacy' must be installed to use `{func.__name__}`"
@@ -1007,7 +1012,7 @@ def from_datasets(
         for row in dataset:
             # TODO: fails with a KeyError if no tokens column is present and no mapping is indicated
             if not row["tokens"]:
-                _LOGGER.warning(f"Ignoring row with no tokens.")
+                _LOGGER.warning("Ignoring row with no tokens.")
                 continue
 
             if row.get("tags"):
diff --git a/src/argilla/client/sdk/client.py b/src/argilla/client/sdk/client.py
index ee244c7697..be4d2983b9 100644
--- a/src/argilla/client/sdk/client.py
+++ b/src/argilla/client/sdk/client.py
@@ -119,7 +119,7 @@ async def inner_async(self, *args, **kwargs):
             try:
                 result = await func(self, *args, **kwargs)
                 return result
-            except httpx.ConnectError as err:
+            except httpx.ConnectError as err:  # noqa: F841
                 return wrap_error(self.base_url)
 
         @functools.wraps(func)
@@ -127,7 +127,7 @@ def inner(self, *args, **kwargs):
             try:
                 result = func(self, *args, **kwargs)
                 return result
-            except httpx.ConnectError as err:
+            except httpx.ConnectError as err:  # noqa: F841
                 return wrap_error(self.base_url)
 
         is_coroutine = inspect.iscoroutinefunction(func)
diff --git a/src/argilla/client/sdk/commons/api.py b/src/argilla/client/sdk/commons/api.py
index 9ccc3eb3bb..3810aebdf1 100644
--- a/src/argilla/client/sdk/commons/api.py
+++ b/src/argilla/client/sdk/commons/api.py
@@ -126,7 +126,7 @@ def build_data_response(
             parsed_record = json.loads(r)
             try:
                 parsed_response = data_type(**parsed_record)
-            except Exception as err:
+            except Exception as err:  # noqa: F841
                 raise GenericApiError(**parsed_record) from None
             parsed_responses.append(parsed_response)
         return Response(
diff --git a/src/argilla/client/sdk/text2text/api.py b/src/argilla/client/sdk/text2text/api.py
index 2baab48725..5b5aca9568 100644
--- a/src/argilla/client/sdk/text2text/api.py
+++ b/src/argilla/client/sdk/text2text/api.py
@@ -33,7 +33,6 @@ def data(
     limit: Optional[int] = None,
     id_from: Optional[str] = None,
 ) -> Response[Union[List[Text2TextRecord], HTTPValidationError, ErrorMessage]]:
-
     path = f"/api/datasets/{name}/Text2Text/data"
     params = build_param_dict(id_from, limit)
 
diff --git a/src/argilla/client/sdk/text_classification/api.py b/src/argilla/client/sdk/text_classification/api.py
index 8a5161fe4a..39c603411e 100644
--- a/src/argilla/client/sdk/text_classification/api.py
+++ b/src/argilla/client/sdk/text_classification/api.py
@@ -12,7 +12,7 @@
 #  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
-from typing import Dict, List, Optional, Union
+from typing import List, Optional, Union
 
 import httpx
 
diff --git a/src/argilla/client/sdk/token_classification/api.py b/src/argilla/client/sdk/token_classification/api.py
index f5a95ba36d..10a91d0f59 100644
--- a/src/argilla/client/sdk/token_classification/api.py
+++ b/src/argilla/client/sdk/token_classification/api.py
@@ -39,7 +39,6 @@ def data(
 ) -> Response[
     Union[List[TokenClassificationRecord], HTTPValidationError, ErrorMessage]
 ]:
-
     path = f"/api/datasets/{name}/TokenClassification/data"
     params = build_param_dict(id_from, limit)
 
diff --git a/src/argilla/client/sdk/users/api.py b/src/argilla/client/sdk/users/api.py
index 964b6f4480..c22d704b13 100644
--- a/src/argilla/client/sdk/users/api.py
+++ b/src/argilla/client/sdk/users/api.py
@@ -12,10 +12,7 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-import httpx
-
 from argilla.client.sdk.client import AuthenticatedClient
-from argilla.client.sdk.commons.errors_handler import handle_response_error
 from argilla.client.sdk.users.models import User
 
 
diff --git a/src/argilla/labeling/text_classification/label_models.py b/src/argilla/labeling/text_classification/label_models.py
index 27f2e742ea..7186c46b9e 100644
--- a/src/argilla/labeling/text_classification/label_models.py
+++ b/src/argilla/labeling/text_classification/label_models.py
@@ -20,7 +20,6 @@
 import numpy as np
 
 from argilla import DatasetForTextClassification, TextClassificationRecord
-from argilla.client.datasets import Dataset
 from argilla.labeling.text_classification.weak_labels import WeakLabels, WeakMultiLabels
 
 _LOGGER = logging.getLogger(__name__)
@@ -368,7 +367,7 @@ def score(
             MissingAnnotationError: If the ``weak_labels`` do not contain annotated records.
         """
         try:
-            import sklearn
+            import sklearn  # noqa: F401
         except ModuleNotFoundError:
             raise ModuleNotFoundError(
                 "'sklearn' must be installed to compute the metrics! "
@@ -501,7 +500,7 @@ def __init__(
         self, weak_labels: WeakLabels, verbose: bool = True, device: str = "cpu"
     ):
         try:
-            import snorkel
+            import snorkel  # noqa: F401
         except ModuleNotFoundError:
             raise ModuleNotFoundError(
                 "'snorkel' must be installed to use the `Snorkel` label model! "
@@ -764,8 +763,8 @@ class FlyingSquid(LabelModel):
 
     def __init__(self, weak_labels: WeakLabels, **kwargs):
         try:
-            import flyingsquid
-            import pgmpy
+            import flyingsquid  # noqa: F401
+            import pgmpy  # noqa: F401
         except ModuleNotFoundError:
             raise ModuleNotFoundError(
                 "'flyingsquid' must be installed to use the `FlyingSquid` label model!"
@@ -1024,7 +1023,7 @@ def score(
             MissingAnnotationError: If the ``weak_labels`` do not contain annotated records.
         """
         try:
-            import sklearn
+            import sklearn  # noqa: F401
         except ModuleNotFoundError:
             raise ModuleNotFoundError(
                 "'sklearn' must be installed to compute the metrics! "
diff --git a/src/argilla/listeners/listener.py b/src/argilla/listeners/listener.py
index 77e48e7896..d836bbf5e6 100644
--- a/src/argilla/listeners/listener.py
+++ b/src/argilla/listeners/listener.py
@@ -98,7 +98,7 @@ def catch_exceptions_decorator(job_func):
             def wrapper(*args, **kwargs):
                 try:
                     return job_func(*args, **kwargs)
-                except:
+                except:  # noqa: E722
                     import traceback
 
                     print(traceback.format_exc())
@@ -208,7 +208,7 @@ def __listener_iteration_job__(self, *args, **kwargs):
 
         self._LOGGER.debug(f"Evaluate condition with arguments: {condition_args}")
         if self.condition(*condition_args):
-            self._LOGGER.debug(f"Condition passed! Running action...")
+            self._LOGGER.debug("Condition passed! Running action...")
             return self.__run_action__(ctx, *args, **kwargs)
 
     def __compute_metrics__(self, current_api, dataset, query: str) -> Metrics:
@@ -235,7 +235,7 @@ def __run_action__(self, ctx: Optional[RGListenerContext] = None, *args, **kwarg
                 )
             self._LOGGER.debug(f"Running action with arguments: {action_args}")
             return self.action(*args, *action_args, **kwargs)
-        except:
+        except:  # noqa: E722
             import traceback
 
             print(traceback.format_exc())
diff --git a/src/argilla/listeners/models.py b/src/argilla/listeners/models.py
index c61f603177..5c276b9a3f 100644
--- a/src/argilla/listeners/models.py
+++ b/src/argilla/listeners/models.py
@@ -13,12 +13,15 @@
 #  limitations under the License.
 
 import dataclasses
-from typing import Any, Callable, Dict, List, Optional, Union
+from typing import TYPE_CHECKING, Any, Callable, Dict, List, Optional, Union
 
 from prodict import Prodict
 
 from argilla.client.models import Record
 
+if TYPE_CHECKING:
+    from argilla.listeners import RGDatasetListener
+
 
 @dataclasses.dataclass
 class Search:
diff --git a/src/argilla/metrics/__init__.py b/src/argilla/metrics/__init__.py
index 53ef179b65..df7a911c61 100644
--- a/src/argilla/metrics/__init__.py
+++ b/src/argilla/metrics/__init__.py
@@ -19,15 +19,13 @@
     entity_consistency,
     entity_density,
     entity_labels,
-)
-from .token_classification import f1 as ner_f1
-from .token_classification import (
     mention_length,
     token_capitalness,
     token_frequency,
     token_length,
     tokens_length,
 )
+from .token_classification import f1 as ner_f1
 
 __all__ = [
     text_length,
diff --git a/src/argilla/monitoring/asgi.py b/src/argilla/monitoring/asgi.py
index 4b2119be43..f861eee958 100644
--- a/src/argilla/monitoring/asgi.py
+++ b/src/argilla/monitoring/asgi.py
@@ -21,7 +21,7 @@
 from argilla.monitoring.base import BaseMonitor
 
 try:
-    import starlette
+    import starlette  # noqa: F401
 except ModuleNotFoundError:
     raise ModuleNotFoundError(
         "'starlette' must be installed to use the middleware feature! "
diff --git a/src/argilla/monitoring/base.py b/src/argilla/monitoring/base.py
index 2e8002de46..59fc8976d4 100644
--- a/src/argilla/monitoring/base.py
+++ b/src/argilla/monitoring/base.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import atexit
-import dataclasses
 import logging
 import random
 import threading
diff --git a/src/argilla/server/apis/v0/handlers/datasets.py b/src/argilla/server/apis/v0/handlers/datasets.py
index 01d7d75478..0d1470f0f9 100644
--- a/src/argilla/server/apis/v0/handlers/datasets.py
+++ b/src/argilla/server/apis/v0/handlers/datasets.py
@@ -64,7 +64,7 @@ async def list_datasets(
     description="Create a new dataset",
 )
 async def create_dataset(
-    request: CreateDatasetRequest = Body(..., description=f"The request dataset info"),
+    request: CreateDatasetRequest = Body(..., description="The request dataset info"),
     ws_params: CommonTaskHandlerDependencies = Depends(),
     datasets: DatasetsService = Depends(DatasetsService.get_instance),
     user: User = Security(auth.get_user, scopes=["create:datasets"]),
diff --git a/src/argilla/server/apis/v0/handlers/metrics.py b/src/argilla/server/apis/v0/handlers/metrics.py
index 96e0364697..68b92bbb37 100644
--- a/src/argilla/server/apis/v0/handlers/metrics.py
+++ b/src/argilla/server/apis/v0/handlers/metrics.py
@@ -58,7 +58,7 @@ def configure_router(router: APIRouter, cfg: TaskConfig):
         path=base_metrics_endpoint,
         new_path=new_base_metrics_endpoint,
         router_method=router.get,
-        operation_id=f"get_dataset_metrics",
+        operation_id="get_dataset_metrics",
         name="get_dataset_metrics",
     )
     def get_dataset_metrics(
@@ -84,7 +84,7 @@ def get_dataset_metrics(
         path=base_metrics_endpoint + "/{metric}:summary",
         new_path=new_base_metrics_endpoint + "/{metric}:summary",
         router_method=router.post,
-        operation_id=f"metric_summary",
+        operation_id="metric_summary",
         name="metric_summary",
     )
     def metric_summary(
diff --git a/src/argilla/server/apis/v0/handlers/records_update.py b/src/argilla/server/apis/v0/handlers/records_update.py
index f77d391e53..b2034265ad 100644
--- a/src/argilla/server/apis/v0/handlers/records_update.py
+++ b/src/argilla/server/apis/v0/handlers/records_update.py
@@ -14,17 +14,12 @@
 
 from typing import Any, Dict, Optional, Union
 
-from fastapi import APIRouter, Depends, Query, Security
+from fastapi import APIRouter, Depends, Security
 from pydantic import BaseModel
 
-from argilla.client.sdk.token_classification.models import TokenClassificationQuery
-from argilla.server.apis.v0.helpers import deprecate_endpoint
 from argilla.server.apis.v0.models.commons.params import CommonTaskHandlerDependencies
-from argilla.server.apis.v0.models.text2text import Text2TextQuery, Text2TextRecord
-from argilla.server.apis.v0.models.text_classification import (
-    TextClassificationQuery,
-    TextClassificationRecord,
-)
+from argilla.server.apis.v0.models.text2text import Text2TextRecord
+from argilla.server.apis.v0.models.text_classification import TextClassificationRecord
 from argilla.server.apis.v0.models.token_classification import TokenClassificationRecord
 from argilla.server.commons.config import TasksFactory
 from argilla.server.commons.models import TaskStatus
diff --git a/src/argilla/server/apis/v0/handlers/token_classification.py b/src/argilla/server/apis/v0/handlers/token_classification.py
index 940775a132..7a21310e1d 100644
--- a/src/argilla/server/apis/v0/handlers/token_classification.py
+++ b/src/argilla/server/apis/v0/handlers/token_classification.py
@@ -23,7 +23,6 @@
     metrics,
     token_classification_dataset_settings,
 )
-from argilla.server.apis.v0.helpers import deprecate_endpoint
 from argilla.server.apis.v0.models.commons.model import BulkResponse
 from argilla.server.apis.v0.models.commons.params import (
     CommonTaskHandlerDependencies,
diff --git a/src/argilla/server/apis/v0/models/text2text.py b/src/argilla/server/apis/v0/models/text2text.py
index e2730f46e3..5345f95746 100644
--- a/src/argilla/server/apis/v0/models/text2text.py
+++ b/src/argilla/server/apis/v0/models/text2text.py
@@ -13,7 +13,6 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-from datetime import datetime
 from typing import Dict, List, Optional
 
 from pydantic import BaseModel, Field, validator
@@ -27,7 +26,7 @@
     SortableField,
 )
 from argilla.server.apis.v0.models.datasets import UpdateDatasetRequest
-from argilla.server.commons.models import PredictionStatus, TaskType
+from argilla.server.commons.models import PredictionStatus
 from argilla.server.services.metrics.models import CommonTasksMetrics
 from argilla.server.services.search.model import (
     ServiceBaseRecordsQuery,
diff --git a/src/argilla/server/apis/v0/models/text_classification.py b/src/argilla/server/apis/v0/models/text_classification.py
index 84f1868f78..b2886fe56b 100644
--- a/src/argilla/server/apis/v0/models/text_classification.py
+++ b/src/argilla/server/apis/v0/models/text_classification.py
@@ -14,7 +14,7 @@
 #  limitations under the License.
 
 from datetime import datetime
-from typing import Any, Dict, List, Optional, Union
+from typing import Dict, List, Optional, Union
 
 from pydantic import BaseModel, Field, root_validator, validator
 
@@ -39,14 +39,11 @@
 )
 from argilla.server.services.tasks.text_classification.model import (
     ServiceTextClassificationDataset,
-)
-from argilla.server.services.tasks.text_classification.model import (
-    ServiceTextClassificationQuery as _TextClassificationQuery,
+    TokenAttributions,
 )
 from argilla.server.services.tasks.text_classification.model import (
     TextClassificationAnnotation as _TextClassificationAnnotation,
 )
-from argilla.server.services.tasks.text_classification.model import TokenAttributions
 
 
 class UpdateLabelingRule(BaseModel):
diff --git a/src/argilla/server/daos/backend/metrics/base.py b/src/argilla/server/daos/backend/metrics/base.py
index 80122add68..256ffcdbf1 100644
--- a/src/argilla/server/daos/backend/metrics/base.py
+++ b/src/argilla/server/daos/backend/metrics/base.py
@@ -13,11 +13,14 @@
 #  limitations under the License.
 
 import dataclasses
-from typing import Any, Dict, List, Optional, Union
+from typing import TYPE_CHECKING, Any, Dict, List, Optional, Union
 
 from argilla.server.daos.backend.query_helpers import aggregations
 from argilla.server.helpers import unflatten_dict
 
+if TYPE_CHECKING:
+    from argilla.server.daos.backend.client_adapters.base import IClientAdapter
+
 
 @dataclasses.dataclass
 class ElasticsearchMetric:
diff --git a/src/argilla/server/daos/backend/search/query_builder.py b/src/argilla/server/daos/backend/search/query_builder.py
index a05ed872b9..76d9e989ff 100644
--- a/src/argilla/server/daos/backend/search/query_builder.py
+++ b/src/argilla/server/daos/backend/search/query_builder.py
@@ -277,7 +277,7 @@ def map_2_es_sort_configuration(
         es_sort = []
         for sortable_field in sort.sort_by or [SortableField(id="id")]:
             if valid_fields:
-                if not sortable_field.id.split(".")[0] in valid_fields:
+                if sortable_field.id.split(".")[0] not in valid_fields:
                     raise AssertionError(
                         f"Wrong sort id {sortable_field.id}. Valid values are: "
                         f"{[str(v) for v in valid_fields]}"
diff --git a/src/argilla/server/daos/models/datasets.py b/src/argilla/server/daos/models/datasets.py
index 22a57e2019..027e4a7011 100644
--- a/src/argilla/server/daos/models/datasets.py
+++ b/src/argilla/server/daos/models/datasets.py
@@ -46,7 +46,7 @@ def id(self) -> str:
         """The dataset id. Compounded by owner and name"""
         return self.build_dataset_id(self.name, self.owner)
 
-    def dict(self, *args, **kwargs) -> "DictStrAny":
+    def dict(self, *args, **kwargs) -> Dict[str, Any]:
         """
         Extends base component dict extending object properties
         and user defined extended fields
diff --git a/src/argilla/server/daos/models/records.py b/src/argilla/server/daos/models/records.py
index 43776057e6..117d39581e 100644
--- a/src/argilla/server/daos/models/records.py
+++ b/src/argilla/server/daos/models/records.py
@@ -225,7 +225,7 @@ def extended_fields(self) -> Dict[str, Any]:
             "score": self.scores,
         }
 
-    def dict(self, *args, **kwargs) -> "DictStrAny":
+    def dict(self, *args, **kwargs) -> Dict[str, Any]:
         """
         Extends base component dict extending object properties
         and user defined extended fields
diff --git a/src/argilla/server/errors/api_errors.py b/src/argilla/server/errors/api_errors.py
index 01fb75c81f..1cc0f6eb50 100644
--- a/src/argilla/server/errors/api_errors.py
+++ b/src/argilla/server/errors/api_errors.py
@@ -15,7 +15,7 @@
 import logging
 from typing import Any, Dict
 
-from fastapi import HTTPException, Request, status
+from fastapi import HTTPException, Request
 from fastapi.exception_handlers import http_exception_handler
 from pydantic import BaseModel
 
diff --git a/src/argilla/server/errors/base_errors.py b/src/argilla/server/errors/base_errors.py
index ab69d7ff7b..36ed5bd700 100644
--- a/src/argilla/server/errors/base_errors.py
+++ b/src/argilla/server/errors/base_errors.py
@@ -12,7 +12,7 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-from typing import Any, Dict, Optional, Type, Union
+from typing import Any, Optional, Type, Union
 
 import pydantic
 from starlette import status
diff --git a/src/argilla/server/server.py b/src/argilla/server/server.py
index 7e1ece9e26..67e146d670 100644
--- a/src/argilla/server/server.py
+++ b/src/argilla/server/server.py
@@ -16,7 +16,6 @@
 """
 This module configures the global fastapi application
 """
-import fileinput
 import glob
 import inspect
 import logging
diff --git a/src/argilla/server/services/datasets.py b/src/argilla/server/services/datasets.py
index 2a3bce6f9a..d67914d354 100644
--- a/src/argilla/server/services/datasets.py
+++ b/src/argilla/server/services/datasets.py
@@ -146,7 +146,7 @@ def delete(self, user: User, dataset: ServiceDataset):
             self.__dao__.delete_dataset(dataset)
         else:
             raise ForbiddenOperationError(
-                f"You don't have the necessary permissions to delete this dataset. "
+                "You don't have the necessary permissions to delete this dataset. "
                 "Only dataset creators or administrators can delete datasets"
             )
 
diff --git a/src/argilla/server/services/storage/service.py b/src/argilla/server/services/storage/service.py
index 27897efe11..703adaab55 100644
--- a/src/argilla/server/services/storage/service.py
+++ b/src/argilla/server/services/storage/service.py
@@ -13,7 +13,7 @@
 #  limitations under the License.
 
 import dataclasses
-from typing import Any, Dict, List, Optional, Type
+from typing import List, Optional, Type
 
 from fastapi import Depends
 
@@ -94,7 +94,7 @@ async def delete_records(
         else:
             if not user.is_superuser() and user.username != dataset.created_by:
                 raise ForbiddenOperationError(
-                    f"You don't have the necessary permissions to delete records on this dataset. "
+                    "You don't have the necessary permissions to delete records on this dataset. "
                     "Only dataset creators or administrators can delete datasets"
                 )
 
diff --git a/src/argilla/server/services/tasks/text2text/models.py b/src/argilla/server/services/tasks/text2text/models.py
index bccc2b912d..f8d1e8438c 100644
--- a/src/argilla/server/services/tasks/text2text/models.py
+++ b/src/argilla/server/services/tasks/text2text/models.py
@@ -12,7 +12,6 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-from datetime import datetime
 from typing import Any, Dict, List, Optional
 
 from pydantic import BaseModel, Field
@@ -21,9 +20,7 @@
 from argilla.server.services.datasets import ServiceBaseDataset
 from argilla.server.services.search.model import (
     ServiceBaseRecordsQuery,
-    ServiceBaseSearchResultsAggregations,
     ServiceScoreRange,
-    ServiceSearchResults,
 )
 from argilla.server.services.tasks.commons import (
     ServiceBaseAnnotation,
@@ -91,4 +88,3 @@ class ServiceText2TextQuery(ServiceBaseRecordsQuery):
 
 class ServiceText2TextDataset(ServiceBaseDataset):
     task: TaskType = Field(default=TaskType.text2text, const=True)
-    pass
diff --git a/src/argilla/server/services/tasks/text2text/service.py b/src/argilla/server/services/tasks/text2text/service.py
index 48f5af61b3..a83e219153 100644
--- a/src/argilla/server/services/tasks/text2text/service.py
+++ b/src/argilla/server/services/tasks/text2text/service.py
@@ -13,12 +13,11 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-from typing import Iterable, List, Optional, Type
+from typing import Iterable, List, Optional
 
 from fastapi import Depends
 
 from argilla.server.commons.config import TasksFactory
-from argilla.server.services.metrics.models import ServiceBaseTaskMetrics
 from argilla.server.services.search.model import (
     ServiceSearchResults,
     ServiceSortableField,
diff --git a/src/argilla/server/services/tasks/text_classification/model.py b/src/argilla/server/services/tasks/text_classification/model.py
index 2450d9731d..a94a2632a4 100644
--- a/src/argilla/server/services/tasks/text_classification/model.py
+++ b/src/argilla/server/services/tasks/text_classification/model.py
@@ -99,7 +99,7 @@ def check_label_length(cls, class_label):
             assert 1 <= len(class_label) <= DEFAULT_MAX_KEYWORD_LENGTH, (
                 f"Class name '{class_label}' exceeds max length of {DEFAULT_MAX_KEYWORD_LENGTH}"
                 if len(class_label) > DEFAULT_MAX_KEYWORD_LENGTH
-                else f"Class name must not be empty"
+                else "Class name must not be empty"
             )
         return class_label
 
diff --git a/src/argilla/utils/span_utils.py b/src/argilla/utils/span_utils.py
index 201039cb4d..4a236c6083 100644
--- a/src/argilla/utils/span_utils.py
+++ b/src/argilla/utils/span_utils.py
@@ -111,7 +111,7 @@ def validate(self, spans: List[Tuple[str, int, int]]):
 
             if misaligned_spans_errors:
                 spans = "\n".join(misaligned_spans_errors)
-                message += f"Following entity spans are not aligned with provided tokenization\n"
+                message += "Following entity spans are not aligned with provided tokenization\n"
                 message += f"Spans:\n{spans}\n"
                 message += f"Tokens:\n{self.tokens}"
 
diff --git a/tests/client/apis/test_base.py b/tests/client/apis/test_base.py
index 189969dbb6..1101d9849a 100644
--- a/tests/client/apis/test_base.py
+++ b/tests/client/apis/test_base.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla.client import api
 from argilla.client.apis import AbstractApi, api_compatibility
 from argilla.client.sdk._helpers import handle_response_error
diff --git a/tests/client/conftest.py b/tests/client/conftest.py
index ae01679272..ab95abdd6f 100644
--- a/tests/client/conftest.py
+++ b/tests/client/conftest.py
@@ -15,10 +15,9 @@
 import datetime
 from typing import List
 
-import pytest
-
 import argilla
 import argilla as ar
+import pytest
 from argilla.client.sdk.datasets.models import TaskType
 from argilla.client.sdk.text2text.models import (
     CreationText2TextRecord,
diff --git a/tests/client/functional_tests/test_record_update.py b/tests/client/functional_tests/test_record_update.py
index 345149ca69..8c52cb4058 100644
--- a/tests/client/functional_tests/test_record_update.py
+++ b/tests/client/functional_tests/test_record_update.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla.client.api import active_api
 from argilla.client.sdk.commons.errors import NotFoundApiError
 
diff --git a/tests/client/functional_tests/test_scan_raw_records.py b/tests/client/functional_tests/test_scan_raw_records.py
index f58b18006a..7af6af9b6f 100644
--- a/tests/client/functional_tests/test_scan_raw_records.py
+++ b/tests/client/functional_tests/test_scan_raw_records.py
@@ -13,8 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
-import argilla
 from argilla.client.api import active_api
 from argilla.client.sdk.token_classification.models import TokenClassificationRecord
 
@@ -28,9 +26,8 @@ def test_scan_records(
     gutenberg_spacy_ner,
     fields,
 ):
-    import pandas as pd
-
     import argilla as rg
+    import pandas as pd
 
     data = active_api().datasets.scan(
         name=gutenberg_spacy_ner,
diff --git a/tests/client/sdk/commons/api.py b/tests/client/sdk/commons/api.py
index 92eeaa9ef6..b7ca635486 100644
--- a/tests/client/sdk/commons/api.py
+++ b/tests/client/sdk/commons/api.py
@@ -14,8 +14,6 @@
 #  limitations under the License.
 import httpx
 import pytest
-from httpx import Response as HttpxResponse
-
 from argilla.client.sdk.commons.api import (
     build_bulk_response,
     build_data_response,
@@ -29,6 +27,7 @@
     ValidationError,
 )
 from argilla.client.sdk.text_classification.models import TextClassificationRecord
+from httpx import Response as HttpxResponse
 
 
 def test_text2text_bulk(sdk_client, mocked_client, bulk_text2text_data, monkeypatch):
diff --git a/tests/client/sdk/commons/test_client.py b/tests/client/sdk/commons/test_client.py
index 5b1dd8bedd..cb801f12ef 100644
--- a/tests/client/sdk/commons/test_client.py
+++ b/tests/client/sdk/commons/test_client.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla.client.api import active_api
 from argilla.client.sdk.client import Client
 
diff --git a/tests/client/sdk/conftest.py b/tests/client/sdk/conftest.py
index 7186d02816..75ef26042b 100644
--- a/tests/client/sdk/conftest.py
+++ b/tests/client/sdk/conftest.py
@@ -16,9 +16,8 @@
 from datetime import datetime
 from typing import Any, Dict, List
 
-import pytest
-
 import argilla as ar
+import pytest
 from argilla._constants import DEFAULT_API_KEY
 from argilla.client.sdk.client import AuthenticatedClient
 from argilla.client.sdk.text2text.models import (
diff --git a/tests/client/sdk/datasets/test_api.py b/tests/client/sdk/datasets/test_api.py
index ec46434227..7a5fba08d0 100644
--- a/tests/client/sdk/datasets/test_api.py
+++ b/tests/client/sdk/datasets/test_api.py
@@ -14,7 +14,6 @@
 #  limitations under the License.
 import httpx
 import pytest
-
 from argilla._constants import DEFAULT_API_KEY
 from argilla.client.sdk.client import AuthenticatedClient
 from argilla.client.sdk.commons.errors import (
@@ -22,14 +21,8 @@
     NotFoundApiError,
     ValidationApiError,
 )
-from argilla.client.sdk.commons.models import (
-    ErrorMessage,
-    HTTPValidationError,
-    Response,
-    ValidationError,
-)
 from argilla.client.sdk.datasets.api import _build_response, get_dataset
-from argilla.client.sdk.datasets.models import Dataset, TaskType
+from argilla.client.sdk.datasets.models import Dataset
 from argilla.client.sdk.text_classification.models import TextClassificationBulkData
 
 
diff --git a/tests/client/sdk/datasets/test_models.py b/tests/client/sdk/datasets/test_models.py
index a10ea4acd6..c490db0e9b 100644
--- a/tests/client/sdk/datasets/test_models.py
+++ b/tests/client/sdk/datasets/test_models.py
@@ -13,7 +13,6 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 import pytest
-
 from argilla.client.sdk.datasets.models import Dataset, TaskType
 from argilla.server.apis.v0.models.datasets import Dataset as ServerDataset
 
diff --git a/tests/client/sdk/text2text/test_models.py b/tests/client/sdk/text2text/test_models.py
index 811d56f61a..57f2e70178 100644
--- a/tests/client/sdk/text2text/test_models.py
+++ b/tests/client/sdk/text2text/test_models.py
@@ -16,7 +16,6 @@
 from datetime import datetime
 
 import pytest
-
 from argilla.client.models import Text2TextRecord
 from argilla.client.sdk.text2text.models import (
     CreationText2TextRecord,
diff --git a/tests/client/sdk/text_classification/test_models.py b/tests/client/sdk/text_classification/test_models.py
index 24bee1eed1..9bebb747c5 100644
--- a/tests/client/sdk/text_classification/test_models.py
+++ b/tests/client/sdk/text_classification/test_models.py
@@ -16,7 +16,6 @@
 from datetime import datetime
 
 import pytest
-
 from argilla.client.models import TextClassificationRecord, TokenAttributions
 from argilla.client.sdk.text_classification.models import (
     ClassPrediction,
diff --git a/tests/client/sdk/token_classification/test_models.py b/tests/client/sdk/token_classification/test_models.py
index bf0af8e502..4e419b07d2 100644
--- a/tests/client/sdk/token_classification/test_models.py
+++ b/tests/client/sdk/token_classification/test_models.py
@@ -16,7 +16,6 @@
 from datetime import datetime
 
 import pytest
-
 from argilla.client.models import TokenClassificationRecord
 from argilla.client.sdk.token_classification.models import (
     CreationTokenClassificationRecord,
diff --git a/tests/client/sdk/users/test_api.py b/tests/client/sdk/users/test_api.py
index 34c053ff8a..8eb8f2b3c7 100644
--- a/tests/client/sdk/users/test_api.py
+++ b/tests/client/sdk/users/test_api.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla.client.sdk.client import AuthenticatedClient
 from argilla.client.sdk.commons.errors import BaseClientError, UnauthorizedApiError
 from argilla.client.sdk.users.api import whoami
diff --git a/tests/client/test_api.py b/tests/client/test_api.py
index 4f80a66deb..0c52482c27 100644
--- a/tests/client/test_api.py
+++ b/tests/client/test_api.py
@@ -15,14 +15,13 @@
 import concurrent.futures
 import datetime
 from time import sleep
-from typing import Any, Iterable, List
+from typing import Any, Iterable
 
+import argilla as ar
 import datasets
 import httpx
 import pandas as pd
 import pytest
-
-import argilla as ar
 from argilla._constants import (
     _OLD_WORKSPACE_HEADER_NAME,
     DEFAULT_API_KEY,
@@ -46,6 +45,7 @@
 from argilla.server.apis.v0.models.text_classification import (
     TextClassificationSearchResults,
 )
+
 from tests.helpers import SecuredClient
 from tests.server.test_api import create_some_data_for_text_classification
 
diff --git a/tests/client/test_asgi.py b/tests/client/test_asgi.py
index 41565b7aa8..465e20136d 100644
--- a/tests/client/test_asgi.py
+++ b/tests/client/test_asgi.py
@@ -16,17 +16,16 @@
 import time
 from typing import Any, Dict
 
-from fastapi import FastAPI
-from starlette.applications import Starlette
-from starlette.responses import JSONResponse, PlainTextResponse
-from starlette.testclient import TestClient
-
 import argilla
 from argilla.monitoring.asgi import (
     ArgillaLogHTTPMiddleware,
     text_classification_mapper,
     token_classification_mapper,
 )
+from fastapi import FastAPI
+from starlette.applications import Starlette
+from starlette.responses import JSONResponse, PlainTextResponse
+from starlette.testclient import TestClient
 
 
 def test_argilla_middleware_for_text_classification(
diff --git a/tests/client/test_client_errors.py b/tests/client/test_client_errors.py
index a19ff3dd12..f9f0cd4703 100644
--- a/tests/client/test_client_errors.py
+++ b/tests/client/test_client_errors.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla.client.sdk.commons.errors import UnauthorizedApiError
 
 
diff --git a/tests/client/test_dataset.py b/tests/client/test_dataset.py
index e335e419b3..83ae429af0 100644
--- a/tests/client/test_dataset.py
+++ b/tests/client/test_dataset.py
@@ -17,12 +17,11 @@
 import sys
 from time import sleep
 
+import argilla as ar
 import datasets
 import pandas as pd
 import pytest
 import spacy
-
-import argilla as ar
 from argilla.client.datasets import (
     DatasetBase,
     DatasetForTokenClassification,
diff --git a/tests/client/test_models.py b/tests/client/test_models.py
index 6d5d4b052b..75d37bde11 100644
--- a/tests/client/test_models.py
+++ b/tests/client/test_models.py
@@ -19,15 +19,13 @@
 import numpy
 import pandas as pd
 import pytest
-from pydantic import ValidationError
-
-from argilla._constants import DEFAULT_MAX_KEYWORD_LENGTH
 from argilla.client.models import (
     Text2TextRecord,
     TextClassificationRecord,
     TokenClassificationRecord,
     _Validators,
 )
+from pydantic import ValidationError
 
 
 @pytest.mark.parametrize(
diff --git a/tests/conftest.py b/tests/conftest.py
index a9b28296e0..33738a6db6 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -15,7 +15,6 @@
 import httpx
 import pytest
 from _pytest.logging import LogCaptureFixture
-
 from argilla.client.sdk.users import api as users_api
 from argilla.server.commons import telemetry
 
@@ -23,10 +22,9 @@
     from loguru import logger
 except ModuleNotFoundError:
     logger = None
-from starlette.testclient import TestClient
-
 from argilla import app
 from argilla.client.api import active_api
+from starlette.testclient import TestClient
 
 from .helpers import SecuredClient
 
diff --git a/tests/datasets/test_datasets.py b/tests/datasets/test_datasets.py
index 3edfdccf73..4499d25964 100644
--- a/tests/datasets/test_datasets.py
+++ b/tests/datasets/test_datasets.py
@@ -12,9 +12,8 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-import pytest
-
 import argilla as ar
+import pytest
 from argilla import TextClassificationSettings, TokenClassificationSettings
 from argilla.client import api
 from argilla.client.sdk.commons.errors import ForbiddenApiError
diff --git a/tests/functional_tests/datasets/test_delete_records_from_datasets.py b/tests/functional_tests/datasets/test_delete_records_from_datasets.py
index 5279ebb567..238c358338 100644
--- a/tests/functional_tests/datasets/test_delete_records_from_datasets.py
+++ b/tests/functional_tests/datasets/test_delete_records_from_datasets.py
@@ -15,7 +15,6 @@
 import time
 
 import pytest
-
 from argilla.client.sdk.commons.errors import ForbiddenApiError
 
 
diff --git a/tests/functional_tests/datasets/test_update_record.py b/tests/functional_tests/datasets/test_update_record.py
index 8ffd74fabc..7eb050a4c5 100644
--- a/tests/functional_tests/datasets/test_update_record.py
+++ b/tests/functional_tests/datasets/test_update_record.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla.server.apis.v0.models.text2text import Text2TextRecord
 from argilla.server.apis.v0.models.text_classification import TextClassificationRecord
 from argilla.server.apis.v0.models.token_classification import TokenClassificationRecord
diff --git a/tests/functional_tests/search/test_search_service.py b/tests/functional_tests/search/test_search_service.py
index 92eb8062bb..9fc0b9b439 100644
--- a/tests/functional_tests/search/test_search_service.py
+++ b/tests/functional_tests/search/test_search_service.py
@@ -12,9 +12,8 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-import pytest
-
 import argilla
+import pytest
 from argilla.server.apis.v0.models.commons.model import ScoreRange
 from argilla.server.apis.v0.models.datasets import Dataset
 from argilla.server.apis.v0.models.text_classification import (
diff --git a/tests/functional_tests/test_log_for_text_classification.py b/tests/functional_tests/test_log_for_text_classification.py
index 0a85ec53e8..5e2a16f8bb 100644
--- a/tests/functional_tests/test_log_for_text_classification.py
+++ b/tests/functional_tests/test_log_for_text_classification.py
@@ -12,16 +12,16 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-import pytest
-
 import argilla as ar
+import pytest
 from argilla.client.sdk.commons.errors import (
     BadRequestApiError,
     GenericApiError,
     ValidationApiError,
 )
 from argilla.server.settings import settings
-from tests.client.conftest import SUPPORTED_VECTOR_SEARCH, supported_vector_search
+
+from tests.client.conftest import SUPPORTED_VECTOR_SEARCH
 from tests.helpers import SecuredClient
 
 
diff --git a/tests/functional_tests/test_log_for_token_classification.py b/tests/functional_tests/test_log_for_token_classification.py
index f4bea51e2c..2df8c37c5c 100644
--- a/tests/functional_tests/test_log_for_token_classification.py
+++ b/tests/functional_tests/test_log_for_token_classification.py
@@ -12,14 +12,14 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-import pytest
-
 import argilla
+import pytest
 from argilla import TokenClassificationRecord
 from argilla.client import api
 from argilla.client.sdk.commons.errors import NotFoundApiError
 from argilla.metrics import __all__ as ALL_METRICS
 from argilla.metrics import entity_consistency
+
 from tests.client.conftest import SUPPORTED_VECTOR_SEARCH
 from tests.helpers import SecuredClient
 
diff --git a/tests/helpers.py b/tests/helpers.py
index 3999376e6f..4246a8fd45 100644
--- a/tests/helpers.py
+++ b/tests/helpers.py
@@ -14,14 +14,13 @@
 
 from typing import List
 
-from fastapi import FastAPI
-from starlette.testclient import TestClient
-
 from argilla._constants import API_KEY_HEADER_NAME, WORKSPACE_HEADER_NAME
 from argilla.client.api import active_api
 from argilla.server.security import auth
 from argilla.server.security.auth_provider.local.settings import settings
 from argilla.server.security.auth_provider.local.users.model import UserInDB
+from fastapi import FastAPI
+from starlette.testclient import TestClient
 
 
 class SecuredClient:
diff --git a/tests/labeling/text_classification/test_label_errors.py b/tests/labeling/text_classification/test_label_errors.py
index 71933a9828..f33f9d8ab6 100644
--- a/tests/labeling/text_classification/test_label_errors.py
+++ b/tests/labeling/text_classification/test_label_errors.py
@@ -14,11 +14,9 @@
 #  limitations under the License.
 import sys
 
+import argilla as ar
 import cleanlab
 import pytest
-from pkg_resources import parse_version
-
-import argilla as ar
 from argilla.labeling.text_classification import find_label_errors
 from argilla.labeling.text_classification.label_errors import (
     MissingPredictionError,
@@ -26,6 +24,7 @@
     SortBy,
     _construct_s_and_psx,
 )
+from pkg_resources import parse_version
 
 
 @pytest.fixture(
diff --git a/tests/labeling/text_classification/test_label_models.py b/tests/labeling/text_classification/test_label_models.py
index c21bac70a2..0cde14796f 100644
--- a/tests/labeling/text_classification/test_label_models.py
+++ b/tests/labeling/text_classification/test_label_models.py
@@ -13,11 +13,9 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 import sys
-from types import SimpleNamespace
 
 import numpy as np
 import pytest
-
 from argilla import TextClassificationRecord
 from argilla.labeling.text_classification import (
     FlyingSquid,
diff --git a/tests/labeling/text_classification/test_rule.py b/tests/labeling/text_classification/test_rule.py
index 3c1d29a326..c46c7cdf3e 100644
--- a/tests/labeling/text_classification/test_rule.py
+++ b/tests/labeling/text_classification/test_rule.py
@@ -14,7 +14,6 @@
 #  limitations under the License.
 import httpx
 import pytest
-
 from argilla import load
 from argilla.client.models import TextClassificationRecord
 from argilla.client.sdk.text_classification.models import (
diff --git a/tests/labeling/text_classification/test_weak_labels.py b/tests/labeling/text_classification/test_weak_labels.py
index 0ad4cf6e97..8a42263881 100644
--- a/tests/labeling/text_classification/test_weak_labels.py
+++ b/tests/labeling/text_classification/test_weak_labels.py
@@ -18,8 +18,6 @@
 import numpy as np
 import pandas as pd
 import pytest
-from pandas.testing import assert_frame_equal
-
 from argilla import TextClassificationRecord
 from argilla.client.sdk.text_classification.models import (
     CreationTextClassificationRecord,
@@ -35,6 +33,7 @@
     NoRulesFoundError,
     WeakLabelsBase,
 )
+from pandas.testing import assert_frame_equal
 
 
 @pytest.fixture
diff --git a/tests/listeners/test_listener.py b/tests/listeners/test_listener.py
index 1aa6bca55a..8549036869 100644
--- a/tests/listeners/test_listener.py
+++ b/tests/listeners/test_listener.py
@@ -15,9 +15,8 @@
 import time
 from typing import List
 
-import pytest
-
 import argilla as ar
+import pytest
 from argilla import RGListenerContext, listener
 from argilla.client.models import Record
 
diff --git a/tests/metrics/test_common_metrics.py b/tests/metrics/test_common_metrics.py
index b1ac68084c..4cbb6f80f6 100644
--- a/tests/metrics/test_common_metrics.py
+++ b/tests/metrics/test_common_metrics.py
@@ -12,10 +12,9 @@
 #  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
-import pytest
-
 import argilla
 import argilla as ar
+import pytest
 from argilla.metrics.commons import keywords, records_status, text_length
 
 
diff --git a/tests/metrics/test_token_classification.py b/tests/metrics/test_token_classification.py
index 443b7a17c8..89ee11c961 100644
--- a/tests/metrics/test_token_classification.py
+++ b/tests/metrics/test_token_classification.py
@@ -12,10 +12,9 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-import pytest
-
 import argilla
 import argilla as ar
+import pytest
 from argilla.metrics import entity_consistency
 from argilla.metrics.token_classification import (
     Annotations,
diff --git a/tests/monitoring/test_base_monitor.py b/tests/monitoring/test_base_monitor.py
index 96dc9c349d..f3baa32730 100644
--- a/tests/monitoring/test_base_monitor.py
+++ b/tests/monitoring/test_base_monitor.py
@@ -13,7 +13,7 @@
 #  limitations under the License.
 
 from time import sleep
-from typing import Any, Dict, List, Optional
+from typing import Any, Dict, List
 
 from argilla import TextClassificationRecord
 from argilla.client.api import Api, active_api
diff --git a/tests/monitoring/test_flair_monitoring.py b/tests/monitoring/test_flair_monitoring.py
index e8cb51b6ad..18aa38201e 100644
--- a/tests/monitoring/test_flair_monitoring.py
+++ b/tests/monitoring/test_flair_monitoring.py
@@ -15,11 +15,10 @@
 
 
 def test_flair_monitoring(mocked_client, monkeypatch):
+    import argilla as ar
     from flair.data import Sentence
     from flair.models import SequenceTagger
 
-    import argilla as ar
-
     dataset = "test_flair_monitoring"
     model = "flair/ner-english"
 
diff --git a/tests/monitoring/test_transformers_monitoring.py b/tests/monitoring/test_transformers_monitoring.py
index ee0487c98f..225f606518 100644
--- a/tests/monitoring/test_transformers_monitoring.py
+++ b/tests/monitoring/test_transformers_monitoring.py
@@ -14,9 +14,8 @@
 from time import sleep
 from typing import List, Union
 
-import pytest
-
 import argilla
+import pytest
 from argilla import TextClassificationRecord
 
 
diff --git a/tests/server/backend/test_query_builder.py b/tests/server/backend/test_query_builder.py
index 2ceef02733..0276da15eb 100644
--- a/tests/server/backend/test_query_builder.py
+++ b/tests/server/backend/test_query_builder.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla.server.daos.backend.search.model import (
     SortableField,
     SortConfig,
diff --git a/tests/server/commons/test_records_dao.py b/tests/server/commons/test_records_dao.py
index 2dd227267a..f86d68d084 100644
--- a/tests/server/commons/test_records_dao.py
+++ b/tests/server/commons/test_records_dao.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla.server.commons.models import TaskType
 from argilla.server.daos.backend import GenericElasticEngineBackend
 from argilla.server.daos.models.datasets import BaseDatasetDB
diff --git a/tests/server/commons/test_settings.py b/tests/server/commons/test_settings.py
index 563ebdd3ce..9380f00eba 100644
--- a/tests/server/commons/test_settings.py
+++ b/tests/server/commons/test_settings.py
@@ -15,9 +15,8 @@
 import os
 
 import pytest
-from pydantic import ValidationError
-
 from argilla.server.settings import ApiSettings
+from pydantic import ValidationError
 
 
 @pytest.mark.parametrize("bad_namespace", ["Badns", "bad-ns", "12-bad-ns", "@bad"])
diff --git a/tests/server/commons/test_telemetry.py b/tests/server/commons/test_telemetry.py
index e892042649..f3ce903918 100644
--- a/tests/server/commons/test_telemetry.py
+++ b/tests/server/commons/test_telemetry.py
@@ -15,11 +15,10 @@
 import uuid
 
 import pytest
-from fastapi import Request
-
 from argilla.server.commons import telemetry
 from argilla.server.commons.models import TaskType
 from argilla.server.errors import ServerError
+from fastapi import Request
 
 mock_request = Request(scope={"type": "http", "headers": {}})
 
diff --git a/tests/server/daos/models/test_records.py b/tests/server/daos/models/test_records.py
index e2542c804f..5ebac261fc 100644
--- a/tests/server/daos/models/test_records.py
+++ b/tests/server/daos/models/test_records.py
@@ -15,7 +15,6 @@
 import warnings
 
 import pytest
-
 from argilla.server.daos.models.records import BaseRecordInDB
 from argilla.server.settings import settings
 
diff --git a/tests/server/datasets/test_api.py b/tests/server/datasets/test_api.py
index 416cf16275..2d0ebebf0b 100644
--- a/tests/server/datasets/test_api.py
+++ b/tests/server/datasets/test_api.py
@@ -19,6 +19,7 @@
     TextClassificationBulkRequest,
 )
 from argilla.server.commons.models import TaskType
+
 from tests.helpers import SecuredClient
 
 
@@ -97,7 +98,7 @@ def test_fetch_dataset_using_workspaces(mocked_client: SecuredClient):
     assert response.status_code == 409, response.json()
 
     response = mocked_client.post(
-        f"/api/datasets",
+        "/api/datasets",
         json=request,
     )
 
diff --git a/tests/server/datasets/test_dao.py b/tests/server/datasets/test_dao.py
index 2b208c73fd..962df52564 100644
--- a/tests/server/datasets/test_dao.py
+++ b/tests/server/datasets/test_dao.py
@@ -14,7 +14,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla.server.commons.models import TaskType
 from argilla.server.daos.backend import GenericElasticEngineBackend
 from argilla.server.daos.datasets import DatasetsDAO
diff --git a/tests/server/datasets/test_model.py b/tests/server/datasets/test_model.py
index b664522d78..165203cd7f 100644
--- a/tests/server/datasets/test_model.py
+++ b/tests/server/datasets/test_model.py
@@ -14,10 +14,9 @@
 #  limitations under the License.
 
 import pytest
-from pydantic import ValidationError
-
 from argilla.server.apis.v0.models.datasets import CreateDatasetRequest
 from argilla.server.commons.models import TaskType
+from pydantic import ValidationError
 
 
 @pytest.mark.parametrize(
diff --git a/tests/server/functional_tests/datasets/test_get_record.py b/tests/server/functional_tests/datasets/test_get_record.py
index 5bc7deba30..ee95849bef 100644
--- a/tests/server/functional_tests/datasets/test_get_record.py
+++ b/tests/server/functional_tests/datasets/test_get_record.py
@@ -12,7 +12,6 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 import pytest
-
 from argilla.server.apis.v0.models.text2text import (
     Text2TextBulkRequest,
     Text2TextRecord,
diff --git a/tests/server/info/test_api.py b/tests/server/info/test_api.py
index d25b143555..41b6c23518 100644
--- a/tests/server/info/test_api.py
+++ b/tests/server/info/test_api.py
@@ -36,7 +36,7 @@ def test_api_status(mocked_client):
     assert info.version == argilla_version
 
     # Checking to not get the error dictionary service.py includes whenever something goes wrong
-    assert not "error" in info.elasticsearch
+    assert "error" not in info.elasticsearch
 
     # Checking that the first key into mem_info dictionary has a nont-none value
     assert "rss" in info.mem_info is not None
diff --git a/tests/server/security/test_dao.py b/tests/server/security/test_dao.py
index cda8ea5d1b..41e03f5bc3 100644
--- a/tests/server/security/test_dao.py
+++ b/tests/server/security/test_dao.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla._constants import DEFAULT_API_KEY
 from argilla.server.security.auth_provider.local.users.service import create_users_dao
 
diff --git a/tests/server/security/test_model.py b/tests/server/security/test_model.py
index 4c4428ed06..757349d6a0 100644
--- a/tests/server/security/test_model.py
+++ b/tests/server/security/test_model.py
@@ -13,10 +13,9 @@
 #  limitations under the License.
 
 import pytest
-from pydantic import ValidationError
-
 from argilla.server.errors import EntityNotFoundError
 from argilla.server.security.model import User
+from pydantic import ValidationError
 
 
 @pytest.mark.parametrize("email", ["my@email.com", "infra@recogn.ai"])
diff --git a/tests/server/security/test_provider.py b/tests/server/security/test_provider.py
index f06b64dcf7..6d169e74dc 100644
--- a/tests/server/security/test_provider.py
+++ b/tests/server/security/test_provider.py
@@ -13,12 +13,11 @@
 #  limitations under the License.
 
 import pytest
-from fastapi.security import SecurityScopes
-
 from argilla._constants import DEFAULT_API_KEY
 from argilla.server.security.auth_provider.local.provider import (
     create_local_auth_provider,
 )
+from fastapi.security import SecurityScopes
 
 localAuth = create_local_auth_provider()
 security_Scopes = SecurityScopes
diff --git a/tests/server/security/test_service.py b/tests/server/security/test_service.py
index 9bc5f315a3..8985b556a2 100644
--- a/tests/server/security/test_service.py
+++ b/tests/server/security/test_service.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla._constants import DEFAULT_API_KEY
 from argilla.server.security.auth_provider.local.users.dao import create_users_dao
 from argilla.server.security.auth_provider.local.users.service import UsersService
diff --git a/tests/server/test_app.py b/tests/server/test_app.py
index 21d336d081..06e6ca9f05 100644
--- a/tests/server/test_app.py
+++ b/tests/server/test_app.py
@@ -16,7 +16,6 @@
 from importlib import reload
 
 import pytest
-
 from argilla.server import app
 
 
diff --git a/tests/server/text2text/test_api.py b/tests/server/text2text/test_api.py
index a5f8c36e73..c5db714f9d 100644
--- a/tests/server/text2text/test_api.py
+++ b/tests/server/text2text/test_api.py
@@ -14,14 +14,13 @@
 from typing import List, Optional
 
 import pytest
-
 from argilla.server.apis.v0.models.commons.model import BulkResponse
 from argilla.server.apis.v0.models.text2text import (
     Text2TextBulkRequest,
-    Text2TextRecord,
     Text2TextRecordInputs,
     Text2TextSearchResults,
 )
+
 from tests.client.conftest import SUPPORTED_VECTOR_SEARCH
 
 
diff --git a/tests/server/text_classification/test_api.py b/tests/server/text_classification/test_api.py
index 5ffb8c5300..6791614471 100644
--- a/tests/server/text_classification/test_api.py
+++ b/tests/server/text_classification/test_api.py
@@ -16,7 +16,6 @@
 from datetime import datetime
 
 import pytest
-
 from argilla.server.apis.v0.models.commons.model import BulkResponse
 from argilla.server.apis.v0.models.datasets import Dataset
 from argilla.server.apis.v0.models.text_classification import (
@@ -28,6 +27,7 @@
     TextClassificationSearchResults,
 )
 from argilla.server.commons.models import PredictionStatus
+
 from tests.client.conftest import SUPPORTED_VECTOR_SEARCH
 
 
diff --git a/tests/server/text_classification/test_api_rules.py b/tests/server/text_classification/test_api_rules.py
index 6c95ed80c0..464ab427af 100644
--- a/tests/server/text_classification/test_api_rules.py
+++ b/tests/server/text_classification/test_api_rules.py
@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pytest
-
 from argilla.server.apis.v0.models.text_classification import (
     CreateLabelingRule,
     LabelingRule,
diff --git a/tests/server/text_classification/test_model.py b/tests/server/text_classification/test_model.py
index 18a967a637..87e344cb02 100644
--- a/tests/server/text_classification/test_model.py
+++ b/tests/server/text_classification/test_model.py
@@ -13,8 +13,6 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 import pytest
-from pydantic import ValidationError
-
 from argilla._constants import DEFAULT_MAX_KEYWORD_LENGTH
 from argilla.server.apis.v0.models.text_classification import (
     TextClassificationAnnotation,
@@ -27,6 +25,7 @@
     ClassPrediction,
     ServiceTextClassificationRecord,
 )
+from pydantic import ValidationError
 
 
 def test_flatten_metadata():
diff --git a/tests/server/token_classification/test_api.py b/tests/server/token_classification/test_api.py
index 29ee17ec24..8260300012 100644
--- a/tests/server/token_classification/test_api.py
+++ b/tests/server/token_classification/test_api.py
@@ -15,7 +15,6 @@
 from typing import Callable
 
 import pytest
-
 from argilla.server.apis.v0.models.commons.model import BulkResponse, SortableField
 from argilla.server.apis.v0.models.token_classification import (
     TokenClassificationBulkRequest,
@@ -24,6 +23,7 @@
     TokenClassificationSearchRequest,
     TokenClassificationSearchResults,
 )
+
 from tests.client.conftest import SUPPORTED_VECTOR_SEARCH
 
 
diff --git a/tests/server/token_classification/test_model.py b/tests/server/token_classification/test_model.py
index 11701da917..8d0c12bbff 100644
--- a/tests/server/token_classification/test_model.py
+++ b/tests/server/token_classification/test_model.py
@@ -14,8 +14,6 @@
 #  limitations under the License.
 
 import pytest
-from pydantic import ValidationError
-
 from argilla._constants import DEFAULT_MAX_KEYWORD_LENGTH
 from argilla.server.apis.v0.models.token_classification import (
     TokenClassificationAnnotation,
@@ -28,6 +26,7 @@
     EntitySpan,
     ServiceTokenClassificationRecord,
 )
+from pydantic import ValidationError
 
 
 def test_char_position():
diff --git a/tests/utils/test_span_utils.py b/tests/utils/test_span_utils.py
index eb53a0b038..e3ddbdc6cf 100644
--- a/tests/utils/test_span_utils.py
+++ b/tests/utils/test_span_utils.py
@@ -13,7 +13,6 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 import pytest
-
 from argilla.utils.span_utils import SpanUtils
 
 
diff --git a/tests/utils/test_utils.py b/tests/utils/test_utils.py
index 47804bd72e..85fe24e9f5 100644
--- a/tests/utils/test_utils.py
+++ b/tests/utils/test_utils.py
@@ -13,7 +13,6 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 import pytest
-
 from argilla.utils import LazyargillaModule