diff --git a/src/backend/base/langflow/api/utils.py b/src/backend/base/langflow/api/utils.py
index e331d93ea..7f3d98a01 100644
--- a/src/backend/base/langflow/api/utils.py
+++ b/src/backend/base/langflow/api/utils.py
@@ -261,8 +261,7 @@ def get_suggestion_message(outdated_components: list[str]) -> str:
         )
     components = ", ".join(outdated_components)
     return (
-        f"The flow contains {count} outdated components. "
-        f"We recommend updating the following components: {components}."
+        f"The flow contains {count} outdated components. We recommend updating the following components: {components}."
     )
 
 
diff --git a/src/backend/base/langflow/api/v1/endpoints.py b/src/backend/base/langflow/api/v1/endpoints.py
index 4bf4787d0..34504564c 100644
--- a/src/backend/base/langflow/api/v1/endpoints.py
+++ b/src/backend/base/langflow/api/v1/endpoints.py
@@ -511,8 +511,7 @@ async def process() -> None:
     )
     raise HTTPException(
         status_code=status.HTTP_400_BAD_REQUEST,
-        detail="The /process endpoint is deprecated and will be removed in a future version. "
-        "Please use /run instead.",
+        detail="The /process endpoint is deprecated and will be removed in a future version. Please use /run instead.",
     )
 
 
diff --git a/src/backend/base/langflow/base/curl/parse.py b/src/backend/base/langflow/base/curl/parse.py
index 93af7abe4..4a5ccaf94 100644
--- a/src/backend/base/langflow/base/curl/parse.py
+++ b/src/backend/base/langflow/base/curl/parse.py
@@ -141,7 +141,7 @@ def parse_context(curl_command):
 
     for curl_header in parsed_args.headers:
         if curl_header.startswith(":"):
-            occurrence = [m.start() for m in re.finditer(":", curl_header)]
+            occurrence = [m.start() for m in re.finditer(r":", curl_header)]
             header_key, header_value = curl_header[: occurrence[1]], curl_header[occurrence[1] + 1 :]
         else:
             header_key, header_value = curl_header.split(":", 1)
diff --git a/src/backend/base/langflow/base/data/base_file.py b/src/backend/base/langflow/base/data/base_file.py
index 46f4ab415..21d6b33df 100644
--- a/src/backend/base/langflow/base/data/base_file.py
+++ b/src/backend/base/langflow/base/data/base_file.py
@@ -88,11 +88,7 @@ class BaseFileComponent(Component, ABC):
                 text_preview = f"text_preview='{text_preview}'"
             else:
                 text_preview = f"{len(self.data)} data objects"
-            return (
-                f"BaseFile(path={self.path}"
-                f", delete_after_processing={self.delete_after_processing}"
-                f", {text_preview}"
-            )
+            return f"BaseFile(path={self.path}, delete_after_processing={self.delete_after_processing}, {text_preview}"
 
     # Subclasses can override these class variables
     VALID_EXTENSIONS: list[str] = []  # To be overridden by child classes
diff --git a/src/backend/base/langflow/components/composio/composio_api.py b/src/backend/base/langflow/components/composio/composio_api.py
index e94af95cb..cd9a26a5b 100644
--- a/src/backend/base/langflow/components/composio/composio_api.py
+++ b/src/backend/base/langflow/components/composio/composio_api.py
@@ -233,7 +233,7 @@ class ComposioAPIComponent(LCToolComponent):
                     build_config[field]["show"] = True
                     build_config[field]["advanced"] = False
 
-        if field_name in {"app_names"} and hasattr(self, "api_key") and self.api_key != "":
+        if field_name == "app_names" and hasattr(self, "api_key") and self.api_key != "":
             # app_name = self._get_normalized_app_name()
             app_name = self.app_names
             try:
diff --git a/src/backend/base/langflow/components/deactivated/merge_data.py b/src/backend/base/langflow/components/deactivated/merge_data.py
index 853801317..8c57a7888 100644
--- a/src/backend/base/langflow/components/deactivated/merge_data.py
+++ b/src/backend/base/langflow/components/deactivated/merge_data.py
@@ -76,7 +76,7 @@ class MergeDataComponent(Component):
                     # Use the existing value if the key exists, otherwise use an empty string
                     value = data_input.data.get(key, "")
                     if key not in data_input.data:
-                        log_message = f"Key '{key}' missing in data input at index {idx}. " "Assigning empty string."
+                        log_message = f"Key '{key}' missing in data input at index {idx}. Assigning empty string."
                         logger.debug(log_message)
                     merged_data_dict[key] = value
 
diff --git a/src/backend/base/langflow/components/helpers/structured_output.py b/src/backend/base/langflow/components/helpers/structured_output.py
index 26615691a..61cca1260 100644
--- a/src/backend/base/langflow/components/helpers/structured_output.py
+++ b/src/backend/base/langflow/components/helpers/structured_output.py
@@ -55,7 +55,7 @@ class StructuredOutputComponent(Component):
                     "display_name": "Type",
                     "type": "str",
                     "description": (
-                        "Indicate the data type of the output field " "(e.g., str, int, float, bool, list, dict)."
+                        "Indicate the data type of the output field (e.g., str, int, float, bool, list, dict)."
                     ),
                     "default": "text",
                 },
diff --git a/src/backend/base/langflow/components/processing/merge_data.py b/src/backend/base/langflow/components/processing/merge_data.py
index b82d8160a..819895ff0 100644
--- a/src/backend/base/langflow/components/processing/merge_data.py
+++ b/src/backend/base/langflow/components/processing/merge_data.py
@@ -76,7 +76,7 @@ class MergeDataComponent(Component):
                     # Use the existing value if the key exists, otherwise use an empty string
                     value = data_input.data.get(key, "")
                     if key not in data_input.data:
-                        log_message = f"Key '{key}' missing in data input at index {idx}. " "Assigning empty string."
+                        log_message = f"Key '{key}' missing in data input at index {idx}. Assigning empty string."
                         logger.debug(log_message)
                     merged_data_dict[key] = value
 
diff --git a/src/backend/base/langflow/components/processing/update_data.py b/src/backend/base/langflow/components/processing/update_data.py
index 206c9924f..a79ad3691 100644
--- a/src/backend/base/langflow/components/processing/update_data.py
+++ b/src/backend/base/langflow/components/processing/update_data.py
@@ -78,7 +78,7 @@ class UpdateDataComponent(Component):
 
             if field_value_int > self.MAX_FIELDS:
                 build_config["number_of_fields"]["value"] = self.MAX_FIELDS
-                msg = f"Number of fields cannot exceed {self.MAX_FIELDS}. " "Try using a Component to combine two Data."
+                msg = f"Number of fields cannot exceed {self.MAX_FIELDS}. Try using a Component to combine two Data."
                 raise ValueError(msg)
 
             existing_fields = {}
@@ -154,5 +154,5 @@ class UpdateDataComponent(Component):
         """This function validates that the Text Key is one of the keys in the Data."""
         data_keys = data.data.keys()
         if self.text_key and self.text_key not in data_keys:
-            msg = f"Text Key: '{self.text_key}' not found in the Data keys: " f"{', '.join(data_keys)}"
+            msg = f"Text Key: '{self.text_key}' not found in the Data keys: {', '.join(data_keys)}"
             raise ValueError(msg)
diff --git a/src/backend/base/langflow/components/tools/astradb_cql.py b/src/backend/base/langflow/components/tools/astradb_cql.py
index 79c3904c8..5c2fa7dd0 100644
--- a/src/backend/base/langflow/components/tools/astradb_cql.py
+++ b/src/backend/base/langflow/components/tools/astradb_cql.py
@@ -111,10 +111,10 @@ class AstraDBCQLToolComponent(LCToolComponent):
             elif self.static_filters[k] is not None:
                 key.append(self.static_filters[k])
 
-        url = f'{astra_url}{"/".join(key)}?page-size={self.number_of_results}'
+        url = f"{astra_url}{'/'.join(key)}?page-size={self.number_of_results}"
 
         if self.projection_fields != "*":
-            url += f'&fields={urllib.parse.quote(self.projection_fields.replace(" ", ""))}'
+            url += f"&fields={urllib.parse.quote(self.projection_fields.replace(' ', ''))}"
 
         res = requests.request("GET", url=url, headers=headers, timeout=10)
 
diff --git a/src/backend/base/langflow/components/tools/youtube_transcripts.py b/src/backend/base/langflow/components/tools/youtube_transcripts.py
index 04b671bc1..cc4561d69 100644
--- a/src/backend/base/langflow/components/tools/youtube_transcripts.py
+++ b/src/backend/base/langflow/components/tools/youtube_transcripts.py
@@ -27,8 +27,7 @@ class YouTubeTranscriptsComponent(Component):
             display_name="Transcript Format",
             options=["text", "chunks"],
             value="text",
-            info="The format of the transcripts. Either 'text' for a single output "
-            "or 'chunks' for timestamped chunks.",
+            info="The format of the transcripts. Either 'text' for a single output or 'chunks' for timestamped chunks.",
             advanced=True,
         ),
         IntInput(
@@ -179,8 +178,7 @@ class YouTubeTranscriptsComponent(Component):
             ],
             value="en",
             info=(
-                "Specify to make sure the transcripts are retrieved in your desired language. "
-                "Defaults to English: 'en'"
+                "Specify to make sure the transcripts are retrieved in your desired language. Defaults to English: 'en'"
             ),
         ),
         DropdownInput(
@@ -188,7 +186,7 @@ class YouTubeTranscriptsComponent(Component):
             display_name="Translation Language",
             advanced=True,
             options=["", "en", "es", "fr", "de", "it", "pt", "ru", "ja", "ko", "hi", "ar", "id"],
-            info="Translate the transcripts to the specified language. " "Leave empty for no translation.",
+            info="Translate the transcripts to the specified language. Leave empty for no translation.",
         ),
     ]
 
diff --git a/src/backend/base/langflow/components/unstructured/unstructured.py b/src/backend/base/langflow/components/unstructured/unstructured.py
index 0e8de67fc..f4946fc2e 100644
--- a/src/backend/base/langflow/components/unstructured/unstructured.py
+++ b/src/backend/base/langflow/components/unstructured/unstructured.py
@@ -8,8 +8,7 @@ from langflow.schema import Data
 class UnstructuredComponent(BaseFileComponent):
     display_name = "Unstructured API"
     description = (
-        "Uses Unstructured.io API to extract clean text from raw source documents. "
-        "Supports a wide range of file types."
+        "Uses Unstructured.io API to extract clean text from raw source documents. Supports a wide range of file types."
     )
     documentation = (
         "https://python.langchain.com/api_reference/unstructured/document_loaders/"
diff --git a/src/backend/base/langflow/custom/custom_component/component.py b/src/backend/base/langflow/custom/custom_component/component.py
index 3185fce6c..08a1e8f4a 100644
--- a/src/backend/base/langflow/custom/custom_component/component.py
+++ b/src/backend/base/langflow/custom/custom_component/component.py
@@ -625,10 +625,7 @@ class Component(CustomComponent):
     def _set_parameter_or_attribute(self, key, value) -> None:
         if isinstance(value, Component):
             methods = ", ".join([f"'{output.method}'" for output in value.outputs])
-            msg = (
-                f"You set {value.display_name} as value for `{key}`. "
-                f"You should pass one of the following: {methods}"
-            )
+            msg = f"You set {value.display_name} as value for `{key}`. You should pass one of the following: {methods}"
             raise TypeError(msg)
         self._set_input_value(key, value)
         self._parameters[key] = value
diff --git a/src/backend/base/langflow/custom/directory_reader/directory_reader.py b/src/backend/base/langflow/custom/directory_reader/directory_reader.py
index 840652418..81ac913f5 100644
--- a/src/backend/base/langflow/custom/directory_reader/directory_reader.py
+++ b/src/backend/base/langflow/custom/directory_reader/directory_reader.py
@@ -75,7 +75,7 @@ class DirectoryReader:
                     continue
             items.append({"name": menu["name"], "path": menu["path"], "components": components})
         filtered = [menu for menu in items if menu["components"]]
-        logger.debug(f'Filtered components {"with errors" if with_errors else ""}: {len(filtered)}')
+        logger.debug(f"Filtered components {'with errors' if with_errors else ''}: {len(filtered)}")
         return {"menu": filtered}
 
     def validate_code(self, file_content) -> bool:
diff --git a/src/backend/base/langflow/logging/logger.py b/src/backend/base/langflow/logging/logger.py
index b4cc10435..4db331d58 100644
--- a/src/backend/base/langflow/logging/logger.py
+++ b/src/backend/base/langflow/logging/logger.py
@@ -22,7 +22,7 @@ from langflow.settings import DEV
 VALID_LOG_LEVELS = ["DEBUG", "INFO", "WARNING", "ERROR", "CRITICAL"]
 # Human-readable
 DEFAULT_LOG_FORMAT = (
-    "<green>{time:YYYY-MM-DD HH:mm:ss}</green> - <level>" "{level: <8}</level> - {module} - <level>{message}</level>"
+    "<green>{time:YYYY-MM-DD HH:mm:ss}</green> - <level>{level: <8}</level> - {module} - <level>{message}</level>"
 )
 
 
diff --git a/src/backend/base/langflow/services/tracing/arize_phoenix.py b/src/backend/base/langflow/services/tracing/arize_phoenix.py
index 94bc24df2..475da19c2 100644
--- a/src/backend/base/langflow/services/tracing/arize_phoenix.py
+++ b/src/backend/base/langflow/services/tracing/arize_phoenix.py
@@ -74,13 +74,13 @@ class ArizePhoenixTracer(BaseTracer):
 
     def setup_arize_phoenix(self) -> bool:
         """Configures Arize/Phoenix specific environment variables and registers the tracer provider."""
-        arize_phoenix_batch = os.getenv("ARIZE_PHOENIX_BATCH", "False").lower() in (
+        arize_phoenix_batch = os.getenv("ARIZE_PHOENIX_BATCH", "False").lower() in {
             "true",
             "t",
             "yes",
             "y",
             "1",
-        )
+        }
 
         # Arize Config
         arize_api_key = os.getenv("ARIZE_API_KEY", None)
diff --git a/src/backend/tests/unit/components/helpers/test_structured_output_component.py b/src/backend/tests/unit/components/helpers/test_structured_output_component.py
index bce79b4b5..adebc6a43 100644
--- a/src/backend/tests/unit/components/helpers/test_structured_output_component.py
+++ b/src/backend/tests/unit/components/helpers/test_structured_output_component.py
@@ -116,7 +116,7 @@ class TestStructuredOutputComponent:
                 "display_name": "Type",
                 "type": "str",
                 "description": (
-                    "Indicate the data type of the output field " "(e.g., str, int, float, bool, list, dict)."
+                    "Indicate the data type of the output field (e.g., str, int, float, bool, list, dict)."
                 ),
             },
             {
@@ -158,7 +158,7 @@ class TestStructuredOutputComponent:
                 "display_name": "Type",
                 "type": "str",
                 "description": (
-                    "Indicate the data type of the output field " "(e.g., str, int, float, bool, list, dict)."
+                    "Indicate the data type of the output field (e.g., str, int, float, bool, list, dict)."
                 ),
             },
             {
diff --git a/src/backend/tests/unit/initial_setup/starter_projects/test_vector_store_rag.py b/src/backend/tests/unit/initial_setup/starter_projects/test_vector_store_rag.py
index 183f1740b..87515a0f2 100644
--- a/src/backend/tests/unit/initial_setup/starter_projects/test_vector_store_rag.py
+++ b/src/backend/tests/unit/initial_setup/starter_projects/test_vector_store_rag.py
@@ -215,10 +215,9 @@ def test_vector_store_rag_add(ingestion_graph: Graph, rag_graph: Graph):
         f"Vertices mismatch: {len(ingestion_graph_copy.vertices)} "
         f"!= {len(ingestion_graph.vertices)} + {len(rag_graph.vertices)}"
     )
-    assert len(ingestion_graph_copy.edges) == len(ingestion_graph.edges) + len(rag_graph.edges), (
-        f"Edges mismatch: {len(ingestion_graph_copy.edges)} "
-        f"!= {len(ingestion_graph.edges)} + {len(rag_graph.edges)}"
-    )
+    assert len(ingestion_graph_copy.edges) == len(ingestion_graph.edges) + len(
+        rag_graph.edges
+    ), f"Edges mismatch: {len(ingestion_graph_copy.edges)} != {len(ingestion_graph.edges)} + {len(rag_graph.edges)}"
 
     combined_graph_dump = ingestion_graph_copy.dump(
         name="Combined Graph", description="Graph for data ingestion and RAG", endpoint_name="combined"