diff --git a/lavague-core/lavague/core/retrievers.py b/lavague-core/lavague/core/retrievers.py
index dbe4954e..314c6d32 100644
--- a/lavague-core/lavague/core/retrievers.py
+++ b/lavague-core/lavague/core/retrievers.py
@@ -182,7 +182,7 @@ def get_html_with_xpath(
                 filter_by_possible_interactions,
                 xpath_prefix + frame_xpath,
             )
-            frame_soup = BeautifulSoup(frame_soup_str, 'html.parser')
+            frame_soup = BeautifulSoup(frame_soup_str, "html.parser")
             iframe_tag.replace_with(frame_soup)
             self.driver.switch_parent_frame()
         return str(soup)
diff --git a/lavague-integrations/drivers/lavague-drivers-playwright/lavague/drivers/playwright/base.py b/lavague-integrations/drivers/lavague-drivers-playwright/lavague/drivers/playwright/base.py
index 5622c322..f288bfb2 100644
--- a/lavague-integrations/drivers/lavague-drivers-playwright/lavague/drivers/playwright/base.py
+++ b/lavague-integrations/drivers/lavague-drivers-playwright/lavague/drivers/playwright/base.py
@@ -312,7 +312,7 @@ def get_possible_interactions(
     ) -> PossibleInteractionsByXpath:
         exe: Dict[str, List[str]] = self.execute_script(
             JS_GET_INTERACTIVES,
-            in_viewport, 
+            in_viewport,
             foreground_only,
         )
         res = dict()
diff --git a/lavague-integrations/drivers/lavague-drivers-selenium/lavague/drivers/selenium/base.py b/lavague-integrations/drivers/lavague-drivers-selenium/lavague/drivers/selenium/base.py
index c11af821..0b0e38cd 100644
--- a/lavague-integrations/drivers/lavague-drivers-selenium/lavague/drivers/selenium/base.py
+++ b/lavague-integrations/drivers/lavague-drivers-selenium/lavague/drivers/selenium/base.py
@@ -48,6 +48,7 @@
     REMOVE_HIGHLIGHT,
 )
 
+
 class XPathResolved(ABC):
     def __init__(self, xpath: str, driver: any, element: WebElement) -> None:
         self.xpath = xpath
@@ -61,6 +62,7 @@ def __enter__(self):
     def __exit__(self, exc_type, exc_val, exc_tb):
         self._driver.switch_default_frame()
 
+
 class SeleniumDriver(BaseDriver):
     driver: WebDriver
     last_hover_xpath: Optional[str] = None
@@ -222,7 +224,9 @@ def check_visibility(self, xpath: str) -> bool:
         try:
             # Done manually here to avoid issues
             element = self.resolve_xpath(xpath).element
-            res = element is not None and element.is_displayed() and element.is_enabled()
+            res = (
+                element is not None and element.is_displayed() and element.is_enabled()
+            )
             self.switch_default_frame()
             return res
         except:
@@ -364,13 +368,17 @@ def code_for_execute_script(self, js_code: str, *args) -> str:
     def hover(self, xpath: str):
         with self.resolve_xpath(xpath) as element_resolved:
             self.last_hover_xpath = xpath
-            ActionChains(self.driver).move_to_element(element_resolved.element).perform()
+            ActionChains(self.driver).move_to_element(
+                element_resolved.element
+            ).perform()
 
     def scroll_page(self, direction: ScrollDirection = ScrollDirection.DOWN):
         self.driver.execute_script(direction.get_page_script())
 
     def get_scroll_anchor(self, xpath_anchor: Optional[str] = None) -> WebElement:
-        with self.resolve_xpath(xpath_anchor or self.last_hover_xpath) as element_resolved:
+        with self.resolve_xpath(
+            xpath_anchor or self.last_hover_xpath
+        ) as element_resolved:
             element = element_resolved.element
             parent = self.driver.execute_script(JS_GET_SCROLLABLE_PARENT, element)
             scroll_anchor = parent or element
@@ -657,7 +665,7 @@ def get_possible_interactions(
     ) -> PossibleInteractionsByXpath:
         exe: Dict[str, List[str]] = self.driver.execute_script(
             JS_GET_INTERACTIVES,
-            in_viewport, 
+            in_viewport,
             foreground_only,
         )
         res = dict()
@@ -665,6 +673,7 @@ def get_possible_interactions(
             res[k] = set(InteractionType[i] for i in v)
         return res
 
+
 class SeleniumNode(DOMNode):
     def __init__(self, xpath: str, driver: SeleniumDriver) -> None:
         self.xpath = xpath
@@ -732,6 +741,7 @@ def _create_session(self):
         )
         return response.json()["id"]
 
+
 SELENIUM_PROMPT_TEMPLATE = """
 You are a chrome extension and your goal is to interact with web pages. You have been given a series of HTML snippets and queries.
 Your goal is to return a list of actions that should be done in order to execute the actions.