diff --git a/src/backend/base/langflow/__main__.py b/src/backend/base/langflow/__main__.py
index 9a49ddaa3..3a77fd82b 100644
--- a/src/backend/base/langflow/__main__.py
+++ b/src/backend/base/langflow/__main__.py
@@ -457,11 +457,10 @@ def migration(
     """
     Run or test migrations.
     """
-    if fix:
-        if not typer.confirm(
-            "This will delete all data necessary to fix migrations. Are you sure you want to continue?"
-        ):
-            raise typer.Abort
+    if fix and not typer.confirm(
+        "This will delete all data necessary to fix migrations. Are you sure you want to continue?"
+    ):
+        raise typer.Abort
 
     initialize_services(fix_migration=fix)
     db_service = get_db_service()
diff --git a/src/backend/base/langflow/api/log_router.py b/src/backend/base/langflow/api/log_router.py
index 2a0d8635a..60b354bb9 100644
--- a/src/backend/base/langflow/api/log_router.py
+++ b/src/backend/base/langflow/api/log_router.py
@@ -90,10 +90,7 @@ async def logs(
                 status_code=HTTPStatus.BAD_REQUEST,
                 detail="Timestamp is required when requesting logs after the timestamp",
             )
-        if lines_before <= 0:
-            content = log_buffer.get_last_n(10)
-        else:
-            content = log_buffer.get_last_n(lines_before)
+        content = log_buffer.get_last_n(10) if lines_before <= 0 else log_buffer.get_last_n(lines_before)
     else:
         if lines_before > 0:
             content = log_buffer.get_before_timestamp(timestamp=timestamp, lines=lines_before)
diff --git a/src/backend/base/langflow/api/v1/chat.py b/src/backend/base/langflow/api/v1/chat.py
index 8b4003e0c..6b1e969e8 100644
--- a/src/backend/base/langflow/api/v1/chat.py
+++ b/src/backend/base/langflow/api/v1/chat.py
@@ -344,20 +344,17 @@ async def build_flow(
             raise ValueError(msg) from exc
         event_manager.on_end_vertex(data={"build_data": build_data})
         await client_consumed_queue.get()
-        if vertex_build_response.valid:
-            if vertex_build_response.next_vertices_ids:
-                tasks = []
-                for next_vertex_id in vertex_build_response.next_vertices_ids:
-                    task = asyncio.create_task(
-                        build_vertices(next_vertex_id, graph, client_consumed_queue, event_manager)
-                    )
-                    tasks.append(task)
-                try:
-                    await asyncio.gather(*tasks)
-                except asyncio.CancelledError:
-                    for task in tasks:
-                        task.cancel()
-                    return
+        if vertex_build_response.valid and vertex_build_response.next_vertices_ids:
+            tasks = []
+            for next_vertex_id in vertex_build_response.next_vertices_ids:
+                task = asyncio.create_task(build_vertices(next_vertex_id, graph, client_consumed_queue, event_manager))
+                tasks.append(task)
+            try:
+                await asyncio.gather(*tasks)
+            except asyncio.CancelledError:
+                for task in tasks:
+                    task.cancel()
+                return
 
     async def event_generator(event_manager: EventManager, client_consumed_queue: asyncio.Queue) -> None:
         if not data:
diff --git a/src/backend/base/langflow/api/v1/endpoints.py b/src/backend/base/langflow/api/v1/endpoints.py
index 741977770..aaf8a513f 100644
--- a/src/backend/base/langflow/api/v1/endpoints.py
+++ b/src/backend/base/langflow/api/v1/endpoints.py
@@ -95,13 +95,12 @@ def validate_input_and_tweaks(input_request: SimplifiedAPIRequest):
                 if has_input_value and input_value_is_chat:
                     msg = "If you pass an input_value to the chat input, you cannot pass a tweak with the same name."
                     raise InvalidChatInputException(msg)
-        elif "Text Input" in key or "TextInput" in key:
-            if isinstance(value, dict):
-                has_input_value = value.get("input_value") is not None
-                input_value_is_text = input_request.input_value is not None and input_request.input_type == "text"
-                if has_input_value and input_value_is_text:
-                    msg = "If you pass an input_value to the text input, you cannot pass a tweak with the same name."
-                    raise InvalidChatInputException(msg)
+        elif ("Text Input" in key or "TextInput" in key) and isinstance(value, dict):
+            has_input_value = value.get("input_value") is not None
+            input_value_is_text = input_request.input_value is not None and input_request.input_type == "text"
+            if has_input_value and input_value_is_text:
+                msg = "If you pass an input_value to the text input, you cannot pass a tweak with the same name."
+                raise InvalidChatInputException(msg)
 
 
 async def simple_run_flow(
diff --git a/src/backend/base/langflow/api/v1/flows.py b/src/backend/base/langflow/api/v1/flows.py
index 96b0f3a07..a4444d809 100644
--- a/src/backend/base/langflow/api/v1/flows.py
+++ b/src/backend/base/langflow/api/v1/flows.py
@@ -310,10 +310,7 @@ async def upload_file(
     contents = await file.read()
     data = orjson.loads(contents)
     response_list = []
-    if "flows" in data:
-        flow_list = FlowListCreate(**data)
-    else:
-        flow_list = FlowListCreate(flows=[FlowCreate(**data)])
+    flow_list = FlowListCreate(**data) if "flows" in data else FlowListCreate(flows=[FlowCreate(**data)])
     # Now we set the user_id for all flows
     for flow in flow_list.flows:
         flow.user_id = current_user.id
diff --git a/src/backend/base/langflow/base/agents/crewai/crew.py b/src/backend/base/langflow/base/agents/crewai/crew.py
index 360fe3cc3..f3ed99c2a 100644
--- a/src/backend/base/langflow/base/agents/crewai/crew.py
+++ b/src/backend/base/langflow/base/agents/crewai/crew.py
@@ -53,10 +53,7 @@ class BaseCrewComponent(Component):
         self,
     ) -> Callable:
         def task_callback(task_output: TaskOutput):
-            if self._vertex:
-                vertex_id = self._vertex.id
-            else:
-                vertex_id = self.display_name or self.__class__.__name__
+            vertex_id = self._vertex.id if self._vertex else self.display_name or self.__class__.__name__
             self.log(task_output.model_dump(), name=f"Task (Agent: {task_output.agent}) - {vertex_id}")
 
         return task_callback
diff --git a/src/backend/base/langflow/base/flow_processing/utils.py b/src/backend/base/langflow/base/flow_processing/utils.py
index 11bed4b86..8ed275f09 100644
--- a/src/backend/base/langflow/base/flow_processing/utils.py
+++ b/src/backend/base/langflow/base/flow_processing/utils.py
@@ -67,10 +67,7 @@ def build_data_from_result_data(result_data: ResultData, get_final_results_only:
     if isinstance(result_data.results, dict):
         for name, result in result_data.results.items():
             dataobj: Data | Message | None = None
-            if isinstance(result, Message):
-                dataobj = result
-            else:
-                dataobj = Data(data=result, text_key=name)
+            dataobj = result if isinstance(result, Message) else Data(data=result, text_key=name)
 
             data.append(dataobj)
     else:
diff --git a/src/backend/base/langflow/base/io/chat.py b/src/backend/base/langflow/base/io/chat.py
index 6f00d627a..4d8de40d9 100644
--- a/src/backend/base/langflow/base/io/chat.py
+++ b/src/backend/base/langflow/base/io/chat.py
@@ -25,12 +25,16 @@ class ChatComponent(Component):
             msg = "Only one message can be stored at a time."
             raise ValueError(msg)
         stored_message = messages[0]
-        if hasattr(self, "_event_manager") and self._event_manager and stored_message.id:
-            if not isinstance(message.text, str):
-                complete_message = self._stream_message(message, stored_message.id)
-                message_table = update_message(message_id=stored_message.id, message={"text": complete_message})
-                stored_message = Message(**message_table.model_dump())
-                self.vertex._added_message = stored_message
+        if (
+            hasattr(self, "_event_manager")
+            and self._event_manager
+            and stored_message.id
+            and not isinstance(message.text, str)
+        ):
+            complete_message = self._stream_message(message, stored_message.id)
+            message_table = update_message(message_id=stored_message.id, message={"text": complete_message})
+            stored_message = Message(**message_table.model_dump())
+            self.vertex._added_message = stored_message
         self.status = stored_message
         return stored_message
 
@@ -77,8 +81,6 @@ class ChatComponent(Component):
         session_id: str | None = None,
         return_message: bool | None = False,
     ) -> Message:
-        message: Message | None = None
-
         if isinstance(input_value, Data):
             # Update the data of the record
             message = Message.from_data(input_value)
@@ -86,10 +88,7 @@ class ChatComponent(Component):
             message = Message(
                 text=input_value, sender=sender, sender_name=sender_name, files=files, session_id=session_id
             )
-        if not return_message:
-            message_text = message.text
-        else:
-            message_text = message  # type: ignore
+        message_text = message.text if not return_message else message
 
         self.status = message_text
         if session_id and isinstance(message, Message) and isinstance(message.text, str):
diff --git a/src/backend/base/langflow/components/agents/SequentialTaskAgent.py b/src/backend/base/langflow/components/agents/SequentialTaskAgent.py
index 58062508c..1890f1c76 100644
--- a/src/backend/base/langflow/components/agents/SequentialTaskAgent.py
+++ b/src/backend/base/langflow/components/agents/SequentialTaskAgent.py
@@ -130,10 +130,7 @@ class SequentialTaskAgentComponent(Component):
 
         # If there's a previous task, create a list of tasks
         if self.previous_task:
-            if isinstance(self.previous_task, list):
-                tasks = self.previous_task + [task]
-            else:
-                tasks = [self.previous_task, task]
+            tasks = self.previous_task + [task] if isinstance(self.previous_task, list) else [self.previous_task, task]
         else:
             tasks = [task]
 
diff --git a/src/backend/base/langflow/components/chains/SQLGenerator.py b/src/backend/base/langflow/components/chains/SQLGenerator.py
index ef59696f7..88d2a5ba7 100644
--- a/src/backend/base/langflow/components/chains/SQLGenerator.py
+++ b/src/backend/base/langflow/components/chains/SQLGenerator.py
@@ -28,10 +28,7 @@ class SQLGeneratorComponent(LCChainComponent):
     outputs = [Output(display_name="Text", name="text", method="invoke_chain")]
 
     def invoke_chain(self) -> Message:
-        if self.prompt:
-            prompt_template = PromptTemplate.from_template(template=self.prompt)
-        else:
-            prompt_template = None
+        prompt_template = PromptTemplate.from_template(template=self.prompt) if self.prompt else None
 
         if self.top_k < 1:
             msg = "Top K must be greater than 0."
diff --git a/src/backend/base/langflow/components/data/Gmail.py b/src/backend/base/langflow/components/data/Gmail.py
index eaf5c16bb..35e8d994c 100644
--- a/src/backend/base/langflow/components/data/Gmail.py
+++ b/src/backend/base/langflow/components/data/Gmail.py
@@ -96,10 +96,7 @@ class GmailLoaderComponent(Component):
                     msg = "From email not found."
                     raise ValueError(msg)
 
-                if "parts" in msg["payload"]:
-                    parts = msg["payload"]["parts"]
-                else:
-                    parts = [msg["payload"]]
+                parts = msg["payload"]["parts"] if "parts" in msg["payload"] else [msg["payload"]]
 
                 for part in parts:
                     if part["mimeType"] == "text/plain":
diff --git a/src/backend/base/langflow/components/data/GoogleDriveSearch.py b/src/backend/base/langflow/components/data/GoogleDriveSearch.py
index 8fdba225b..033f7eb2c 100644
--- a/src/backend/base/langflow/components/data/GoogleDriveSearch.py
+++ b/src/backend/base/langflow/components/data/GoogleDriveSearch.py
@@ -96,17 +96,13 @@ class GoogleDriveSearchComponent(Component):
         """
         Generates the appropriate Google Drive URL for a file based on its MIME type.
         """
-        if mime_type == "application/vnd.google-apps.document":
-            return f"https://docs.google.com/document/d/{file_id}/edit"
-        if mime_type == "application/vnd.google-apps.spreadsheet":
-            return f"https://docs.google.com/spreadsheets/d/{file_id}/edit"
-        if mime_type == "application/vnd.google-apps.presentation":
-            return f"https://docs.google.com/presentation/d/{file_id}/edit"
-        if mime_type == "application/vnd.google-apps.drawing":
-            return f"https://docs.google.com/drawings/d/{file_id}/edit"
-        if mime_type == "application/pdf":
-            return f"https://drive.google.com/file/d/{file_id}/view?usp=drivesdk"
-        return f"https://drive.google.com/file/d/{file_id}/view?usp=drivesdk"
+        return {
+            "application/vnd.google-apps.document": f"https://docs.google.com/document/d/{file_id}/edit",
+            "application/vnd.google-apps.spreadsheet": f"https://docs.google.com/spreadsheets/d/{file_id}/edit",
+            "application/vnd.google-apps.presentation": f"https://docs.google.com/presentation/d/{file_id}/edit",
+            "application/vnd.google-apps.drawing": f"https://docs.google.com/drawings/d/{file_id}/edit",
+            "application/pdf": f"https://drive.google.com/file/d/{file_id}/view?usp=drivesdk",
+        }.get(mime_type, f"https://drive.google.com/file/d/{file_id}/view?usp=drivesdk")
 
     def search_files(self) -> dict:
         # Load the token information from the JSON string
diff --git a/src/backend/base/langflow/components/embeddings/TextEmbedder.py b/src/backend/base/langflow/components/embeddings/TextEmbedder.py
index 621da0c15..e5c76a623 100644
--- a/src/backend/base/langflow/components/embeddings/TextEmbedder.py
+++ b/src/backend/base/langflow/components/embeddings/TextEmbedder.py
@@ -39,10 +39,7 @@ class TextEmbedderComponent(Component):
         embeddings = embedding_model.embed_documents([text_content])
 
         # Assuming the embedding model returns a list of embeddings, we take the first one
-        if embeddings:
-            embedding_vector = embeddings[0]
-        else:
-            embedding_vector = []
+        embedding_vector = embeddings[0] if embeddings else []
 
         # Create a Data object to encapsulate the results
         result_data = Data(data={"text": text_content, "embeddings": embedding_vector})
diff --git a/src/backend/base/langflow/components/embeddings/util/AIMLEmbeddingsImpl.py b/src/backend/base/langflow/components/embeddings/util/AIMLEmbeddingsImpl.py
index 6dfcdddd9..c7e7608ea 100644
--- a/src/backend/base/langflow/components/embeddings/util/AIMLEmbeddingsImpl.py
+++ b/src/backend/base/langflow/components/embeddings/util/AIMLEmbeddingsImpl.py
@@ -21,25 +21,24 @@ class AIMLEmbeddingsImpl(BaseModel, Embeddings):
             "Authorization": f"Bearer {self.api_key.get_secret_value()}",
         }
 
-        with httpx.Client() as client:
-            with concurrent.futures.ThreadPoolExecutor() as executor:
-                futures = []
-                for i, text in enumerate(texts):
-                    futures.append((i, executor.submit(self._embed_text, client, headers, text)))
+        with httpx.Client() as client, concurrent.futures.ThreadPoolExecutor() as executor:
+            futures = []
+            for i, text in enumerate(texts):
+                futures.append((i, executor.submit(self._embed_text, client, headers, text)))
 
-                for index, future in futures:
-                    try:
-                        result_data = future.result()
-                        assert len(result_data["data"]) == 1, "Expected one embedding"
-                        embeddings[index] = result_data["data"][0]["embedding"]
-                    except (
-                        httpx.HTTPStatusError,
-                        httpx.RequestError,
-                        json.JSONDecodeError,
-                        KeyError,
-                    ) as e:
-                        logger.error(f"Error occurred: {e}")
-                        raise
+            for index, future in futures:
+                try:
+                    result_data = future.result()
+                    assert len(result_data["data"]) == 1, "Expected one embedding"
+                    embeddings[index] = result_data["data"][0]["embedding"]
+                except (
+                    httpx.HTTPStatusError,
+                    httpx.RequestError,
+                    json.JSONDecodeError,
+                    KeyError,
+                ) as e:
+                    logger.error(f"Error occurred: {e}")
+                    raise
 
         return embeddings  # type: ignore
 
diff --git a/src/backend/base/langflow/components/langchain_utilities/FirecrawlCrawlApi.py b/src/backend/base/langflow/components/langchain_utilities/FirecrawlCrawlApi.py
index 870321914..7008b19c9 100644
--- a/src/backend/base/langflow/components/langchain_utilities/FirecrawlCrawlApi.py
+++ b/src/backend/base/langflow/components/langchain_utilities/FirecrawlCrawlApi.py
@@ -61,15 +61,9 @@ class FirecrawlCrawlApi(CustomComponent):
                 "Could not import firecrawl integration package. " "Please install it with `pip install firecrawl-py`."
             )
             raise ImportError(msg)
-        if crawlerOptions:
-            crawler_options_dict = crawlerOptions.__dict__["data"]["text"]
-        else:
-            crawler_options_dict = {}
+        crawler_options_dict = crawlerOptions.__dict__["data"]["text"] if crawlerOptions else {}
 
-        if pageOptions:
-            page_options_dict = pageOptions.__dict__["data"]["text"]
-        else:
-            page_options_dict = {}
+        page_options_dict = pageOptions.__dict__["data"]["text"] if pageOptions else {}
 
         if not idempotency_key:
             idempotency_key = str(uuid.uuid4())
diff --git a/src/backend/base/langflow/components/langchain_utilities/FirecrawlScrapeApi.py b/src/backend/base/langflow/components/langchain_utilities/FirecrawlScrapeApi.py
index 48572d3e7..e4045cb32 100644
--- a/src/backend/base/langflow/components/langchain_utilities/FirecrawlScrapeApi.py
+++ b/src/backend/base/langflow/components/langchain_utilities/FirecrawlScrapeApi.py
@@ -54,15 +54,9 @@ class FirecrawlScrapeApi(CustomComponent):
                 "Could not import firecrawl integration package. " "Please install it with `pip install firecrawl-py`."
             )
             raise ImportError(msg)
-        if extractorOptions:
-            extractor_options_dict = extractorOptions.__dict__["data"]["text"]
-        else:
-            extractor_options_dict = {}
+        extractor_options_dict = extractorOptions.__dict__["data"]["text"] if extractorOptions else {}
 
-        if pageOptions:
-            page_options_dict = pageOptions.__dict__["data"]["text"]
-        else:
-            page_options_dict = {}
+        page_options_dict = pageOptions.__dict__["data"]["text"] if pageOptions else {}
 
         app = FirecrawlApp(api_key=api_key)
         results = app.scrape_url(
diff --git a/src/backend/base/langflow/components/models/AIMLModel.py b/src/backend/base/langflow/components/models/AIMLModel.py
index 57a7ec886..1cf9d25cb 100644
--- a/src/backend/base/langflow/components/models/AIMLModel.py
+++ b/src/backend/base/langflow/components/models/AIMLModel.py
@@ -79,10 +79,7 @@ class AIMLModelComponent(LCModelComponent):
         aiml_api_base = self.aiml_api_base or "https://api.aimlapi.com"
         seed = self.seed
 
-        if isinstance(aiml_api_key, SecretStr):
-            openai_api_key = aiml_api_key.get_secret_value()
-        else:
-            openai_api_key = aiml_api_key
+        openai_api_key = aiml_api_key.get_secret_value() if isinstance(aiml_api_key, SecretStr) else aiml_api_key
 
         return ChatOpenAI(
             model=model_name,
diff --git a/src/backend/base/langflow/components/models/CohereModel.py b/src/backend/base/langflow/components/models/CohereModel.py
index 1dd761bf2..8ccf0922a 100644
--- a/src/backend/base/langflow/components/models/CohereModel.py
+++ b/src/backend/base/langflow/components/models/CohereModel.py
@@ -36,10 +36,7 @@ class CohereComponent(LCModelComponent):
         cohere_api_key = self.cohere_api_key
         temperature = self.temperature
 
-        if cohere_api_key:
-            api_key = SecretStr(cohere_api_key)
-        else:
-            api_key = None
+        api_key = SecretStr(cohere_api_key) if cohere_api_key else None
 
         return ChatCohere(
             temperature=temperature or 0.75,
diff --git a/src/backend/base/langflow/components/models/MistralModel.py b/src/backend/base/langflow/components/models/MistralModel.py
index ed9661c39..611bf58cf 100644
--- a/src/backend/base/langflow/components/models/MistralModel.py
+++ b/src/backend/base/langflow/components/models/MistralModel.py
@@ -78,10 +78,7 @@ class MistralAIModelComponent(LCModelComponent):
         random_seed = self.random_seed
         safe_mode = self.safe_mode
 
-        if mistral_api_key:
-            api_key = SecretStr(mistral_api_key)
-        else:
-            api_key = None
+        api_key = SecretStr(mistral_api_key) if mistral_api_key else None
 
         return ChatMistralAI(
             max_tokens=max_tokens or None,
diff --git a/src/backend/base/langflow/components/models/OpenAIModel.py b/src/backend/base/langflow/components/models/OpenAIModel.py
index 9edabf7e7..6d585af3d 100644
--- a/src/backend/base/langflow/components/models/OpenAIModel.py
+++ b/src/backend/base/langflow/components/models/OpenAIModel.py
@@ -102,10 +102,7 @@ class OpenAIModelComponent(LCModelComponent):
         json_mode = bool(output_schema_dict) or self.json_mode
         seed = self.seed
 
-        if openai_api_key:
-            api_key = SecretStr(openai_api_key)
-        else:
-            api_key = None
+        api_key = SecretStr(openai_api_key) if openai_api_key else None
         output = ChatOpenAI(
             max_tokens=max_tokens or None,
             model_kwargs=model_kwargs,
diff --git a/src/backend/base/langflow/components/prototypes/SubFlow.py b/src/backend/base/langflow/components/prototypes/SubFlow.py
index 312c98034..22b6b668e 100644
--- a/src/backend/base/langflow/components/prototypes/SubFlow.py
+++ b/src/backend/base/langflow/components/prototypes/SubFlow.py
@@ -57,7 +57,7 @@ class SubFlowComponent(Component):
         for vertex in inputs_vertex:
             new_vertex_inputs = []
             field_template = vertex.data["node"]["template"]
-            for inp in field_template.keys():
+            for inp in field_template:
                 if inp not in ["code", "_type"]:
                     field_template[inp]["display_name"] = (
                         vertex.display_name + " - " + field_template[inp]["display_name"]
@@ -84,10 +84,10 @@ class SubFlowComponent(Component):
 
     async def generate_results(self) -> list[Data]:
         tweaks: dict = {}
-        for field in self._attributes.keys():
+        for field in self._attributes:
             if field != "flow_name":
                 [node, name] = field.split("|")
-                if node not in tweaks.keys():
+                if node not in tweaks:
                     tweaks[node] = {}
                 tweaks[node][name] = self._attributes[field]
         flow_name = self._attributes.get("flow_name")
diff --git a/src/backend/base/langflow/components/textsplitters/CharacterTextSplitter.py b/src/backend/base/langflow/components/textsplitters/CharacterTextSplitter.py
index 1b70fcb3b..cfb1baa73 100644
--- a/src/backend/base/langflow/components/textsplitters/CharacterTextSplitter.py
+++ b/src/backend/base/langflow/components/textsplitters/CharacterTextSplitter.py
@@ -43,10 +43,7 @@ class CharacterTextSplitterComponent(LCTextSplitterComponent):
         return self.data_input
 
     def build_text_splitter(self) -> TextSplitter:
-        if self.separator:
-            separator = unescape_string(self.separator)
-        else:
-            separator = "\n\n"
+        separator = unescape_string(self.separator) if self.separator else "\n\n"
         return CharacterTextSplitter(
             chunk_overlap=self.chunk_overlap,
             chunk_size=self.chunk_size,
diff --git a/src/backend/base/langflow/components/textsplitters/NaturalLanguageTextSplitter.py b/src/backend/base/langflow/components/textsplitters/NaturalLanguageTextSplitter.py
index faac181b4..40f2d6825 100644
--- a/src/backend/base/langflow/components/textsplitters/NaturalLanguageTextSplitter.py
+++ b/src/backend/base/langflow/components/textsplitters/NaturalLanguageTextSplitter.py
@@ -51,10 +51,7 @@ class NaturalLanguageTextSplitterComponent(LCTextSplitterComponent):
         return self.data_input
 
     def build_text_splitter(self) -> TextSplitter:
-        if self.separator:
-            separator = unescape_string(self.separator)
-        else:
-            separator = "\n\n"
+        separator = unescape_string(self.separator) if self.separator else "\n\n"
         return NLTKTextSplitter(
             language=self.language.lower() if self.language else "english",
             separator=separator,
diff --git a/src/backend/base/langflow/components/tools/PythonCodeStructuredTool.py b/src/backend/base/langflow/components/tools/PythonCodeStructuredTool.py
index db01d408b..295eb2004 100644
--- a/src/backend/base/langflow/components/tools/PythonCodeStructuredTool.py
+++ b/src/backend/base/langflow/components/tools/PythonCodeStructuredTool.py
@@ -188,9 +188,7 @@ class PythonCodeStructuredTool(LCToolComponent):
                 schema_annotation = Any
             schema_fields[field_name] = (
                 schema_annotation,
-                Field(
-                    default=func_arg["default"] if "default" in func_arg else Undefined, description=field_description
-                ),
+                Field(default=func_arg.get("default", Undefined), description=field_description),
             )
 
         if "temp_annotation_type" in _globals:
diff --git a/src/backend/base/langflow/components/vectorstores/Cassandra.py b/src/backend/base/langflow/components/vectorstores/Cassandra.py
index 253566b6d..1c729921b 100644
--- a/src/backend/base/langflow/components/vectorstores/Cassandra.py
+++ b/src/backend/base/langflow/components/vectorstores/Cassandra.py
@@ -174,10 +174,7 @@ class CassandraVectorStoreComponent(LCVectorStoreComponent):
             else:
                 documents.append(_input)
 
-        if self.enable_body_search:
-            body_index_options = [("index_analyzer", "STANDARD")]
-        else:
-            body_index_options = None
+        body_index_options = [("index_analyzer", "STANDARD")] if self.enable_body_search else None
 
         if self.setup_mode == "Off":
             setup_mode = SetupMode.OFF
diff --git a/src/backend/base/langflow/components/vectorstores/CassandraGraph.py b/src/backend/base/langflow/components/vectorstores/CassandraGraph.py
index 054105c74..4336f6209 100644
--- a/src/backend/base/langflow/components/vectorstores/CassandraGraph.py
+++ b/src/backend/base/langflow/components/vectorstores/CassandraGraph.py
@@ -161,10 +161,7 @@ class CassandraGraphVectorStoreComponent(LCVectorStoreComponent):
             else:
                 documents.append(_input)
 
-        if self.setup_mode == "Off":
-            setup_mode = SetupMode.OFF
-        else:
-            setup_mode = SetupMode.SYNC
+        setup_mode = SetupMode.OFF if self.setup_mode == "Off" else SetupMode.SYNC
 
         if documents:
             logger.debug(f"Adding {len(documents)} documents to the Vector Store.")
diff --git a/src/backend/base/langflow/components/vectorstores/Chroma.py b/src/backend/base/langflow/components/vectorstores/Chroma.py
index 119b90c9c..4a6ffb291 100644
--- a/src/backend/base/langflow/components/vectorstores/Chroma.py
+++ b/src/backend/base/langflow/components/vectorstores/Chroma.py
@@ -125,10 +125,7 @@ class ChromaVectorStoreComponent(LCVectorStoreComponent):
             client = Client(settings=chroma_settings)
 
         # Check persist_directory and expand it if it is a relative path
-        if self.persist_directory is not None:
-            persist_directory = self.resolve_path(self.persist_directory)
-        else:
-            persist_directory = None
+        persist_directory = self.resolve_path(self.persist_directory) if self.persist_directory is not None else None
 
         chroma = Chroma(
             persist_directory=persist_directory,
diff --git a/src/backend/base/langflow/custom/code_parser/code_parser.py b/src/backend/base/langflow/custom/code_parser/code_parser.py
index 7d41bcbc5..78f59959b 100644
--- a/src/backend/base/langflow/custom/code_parser/code_parser.py
+++ b/src/backend/base/langflow/custom/code_parser/code_parser.py
@@ -1,4 +1,5 @@
 import ast
+import contextlib
 import inspect
 import traceback
 from typing import Any
@@ -171,11 +172,9 @@ class CodeParser:
             return_type_str = ast.unparse(node.returns)
             eval_env = self.construct_eval_env(return_type_str, tuple(self.data["imports"]))
 
-            try:
+            # Handle cases where the type is not found in the constructed environment
+            with contextlib.suppress(NameError):
                 return_type = eval(return_type_str, eval_env)
-            except NameError:
-                # Handle cases where the type is not found in the constructed environment
-                pass
 
         func = CallableCodeDetails(
             name=node.name,
diff --git a/src/backend/base/langflow/custom/custom_component/base_component.py b/src/backend/base/langflow/custom/custom_component/base_component.py
index 4be0f706b..68cdca07b 100644
--- a/src/backend/base/langflow/custom/custom_component/base_component.py
+++ b/src/backend/base/langflow/custom/custom_component/base_component.py
@@ -81,7 +81,7 @@ class BaseComponent:
                     template_config[attribute] = func(value=value)
 
         for key in template_config.copy():
-            if key not in ATTR_FUNC_MAPPING.keys():
+            if key not in ATTR_FUNC_MAPPING:
                 template_config.pop(key, None)
 
         return template_config
diff --git a/src/backend/base/langflow/custom/utils.py b/src/backend/base/langflow/custom/utils.py
index 83945f1be..ad6e51d16 100644
--- a/src/backend/base/langflow/custom/utils.py
+++ b/src/backend/base/langflow/custom/utils.py
@@ -226,7 +226,7 @@ def add_extra_fields(frontend_node, field_config, function_args):
             field_required,
             config,
         )
-    if "kwargs" in function_args_names and not all(key in function_args_names for key in field_config.keys()):
+    if "kwargs" in function_args_names and not all(key in function_args_names for key in field_config):
         for field_name, field_config in _field_config.copy().items():
             if "name" not in field_config or field_name == "code":
                 continue
@@ -503,35 +503,35 @@ def update_field_dict(
     call: bool = False,
 ):
     """Update the field dictionary by calling options() or value() if they are callable"""
-    if ("real_time_refresh" in field_dict or "refresh_button" in field_dict) and any(
-        (
-            field_dict.get("real_time_refresh", False),
-            field_dict.get("refresh_button", False),
+    if (
+        ("real_time_refresh" in field_dict or "refresh_button" in field_dict)
+        and any(
+            (
+                field_dict.get("real_time_refresh", False),
+                field_dict.get("refresh_button", False),
+            )
         )
+        and call
     ):
-        if call:
-            try:
-                dd_build_config = dotdict(build_config)
-                custom_component_instance.update_build_config(
-                    build_config=dd_build_config,
-                    field_value=update_field,
-                    field_name=update_field_value,
-                )
-                build_config = dd_build_config
-            except Exception as exc:
-                logger.error(f"Error while running update_build_config: {str(exc)}")
-                msg = f"Error while running update_build_config: {str(exc)}"
-                raise UpdateBuildConfigError(msg) from exc
+        try:
+            dd_build_config = dotdict(build_config)
+            custom_component_instance.update_build_config(
+                build_config=dd_build_config,
+                field_value=update_field,
+                field_name=update_field_value,
+            )
+            build_config = dd_build_config
+        except Exception as exc:
+            logger.error(f"Error while running update_build_config: {str(exc)}")
+            msg = f"Error while running update_build_config: {str(exc)}"
+            raise UpdateBuildConfigError(msg) from exc
 
     return build_config
 
 
 def sanitize_field_config(field_config: dict | Input):
     # If any of the already existing keys are in field_config, remove them
-    if isinstance(field_config, Input):
-        field_dict = field_config.to_dict()
-    else:
-        field_dict = field_config
+    field_dict = field_config.to_dict() if isinstance(field_config, Input) else field_config
     for key in [
         "name",
         "field_type",
diff --git a/src/backend/base/langflow/graph/edge/base.py b/src/backend/base/langflow/graph/edge/base.py
index 20b24816f..6ee13e9fb 100644
--- a/src/backend/base/langflow/graph/edge/base.py
+++ b/src/backend/base/langflow/graph/edge/base.py
@@ -244,10 +244,10 @@ class CycleEdge(Edge):
             await self.honor(source, target)
 
         # If the target vertex is a power component we log messages
-        if target.vertex_type == "ChatOutput" and (
-            isinstance(target.params.get(INPUT_FIELD_NAME), str)
-            or isinstance(target.params.get(INPUT_FIELD_NAME), dict)
+        if (
+            target.vertex_type == "ChatOutput"
+            and isinstance(target.params.get(INPUT_FIELD_NAME), str | dict)
+            and target.params.get("message") == ""
         ):
-            if target.params.get("message") == "":
-                return self.result
+            return self.result
         return self.result
diff --git a/src/backend/base/langflow/graph/graph/base.py b/src/backend/base/langflow/graph/graph/base.py
index e0078c352..6ddb6571a 100644
--- a/src/backend/base/langflow/graph/graph/base.py
+++ b/src/backend/base/langflow/graph/graph/base.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import asyncio
+import contextlib
 import copy
 import json
 import uuid
@@ -1061,10 +1062,7 @@ class Graph:
         same_length = len(vertex.edges) == len(other_vertex.edges)
         if not same_length:
             return False
-        for edge in vertex.edges:
-            if edge not in other_vertex.edges:
-                return False
-        return True
+        return all(edge in other_vertex.edges for edge in vertex.edges)
 
     def update(self, other: Graph) -> Graph:
         # Existing vertices in self graph
@@ -1080,10 +1078,8 @@ class Graph:
 
         # Remove vertices that are not in the other graph
         for vertex_id in removed_vertex_ids:
-            try:
+            with contextlib.suppress(ValueError):
                 self.remove_vertex(vertex_id)
-            except ValueError:
-                pass
 
         # The order here matters because adding the vertex is required
         # if any of them have edges that point to any of the new vertices
diff --git a/src/backend/base/langflow/graph/graph/runnable_vertices_manager.py b/src/backend/base/langflow/graph/graph/runnable_vertices_manager.py
index 7b1668438..7ce83fc3c 100644
--- a/src/backend/base/langflow/graph/graph/runnable_vertices_manager.py
+++ b/src/backend/base/langflow/graph/graph/runnable_vertices_manager.py
@@ -55,9 +55,7 @@ class RunnableVerticesManager:
             return False
         if vertex_id not in self.vertices_to_run:
             return False
-        if not self.are_all_predecessors_fulfilled(vertex_id):
-            return False
-        return True
+        return self.are_all_predecessors_fulfilled(vertex_id)
 
     def are_all_predecessors_fulfilled(self, vertex_id: str) -> bool:
         return not any(self.run_predecessors.get(vertex_id, []))
diff --git a/src/backend/base/langflow/graph/graph/utils.py b/src/backend/base/langflow/graph/graph/utils.py
index 324ded266..a46029f7f 100644
--- a/src/backend/base/langflow/graph/graph/utils.py
+++ b/src/backend/base/langflow/graph/graph/utils.py
@@ -354,12 +354,7 @@ def has_cycle(vertex_ids: list[str], edges: list[tuple[str, str]]) -> bool:
     visited: set[str] = set()
     rec_stack: set[str] = set()
 
-    for vertex in vertex_ids:
-        if vertex not in visited:
-            if dfs(vertex, visited, rec_stack):
-                return True
-
-    return False
+    return any(vertex not in visited and dfs(vertex, visited, rec_stack) for vertex in vertex_ids)
 
 
 def find_cycle_edge(entry_point: str, edges: list[tuple[str, str]]) -> tuple[str, str]:
diff --git a/src/backend/base/langflow/graph/utils.py b/src/backend/base/langflow/graph/utils.py
index 65d5845da..43384768b 100644
--- a/src/backend/base/langflow/graph/utils.py
+++ b/src/backend/base/langflow/graph/utils.py
@@ -103,11 +103,10 @@ def get_artifact_type(value, build_result) -> str:
         case Message():
             result = ArtifactType.MESSAGE
 
-    if result == ArtifactType.UNKNOWN:
-        if isinstance(build_result, Generator):
-            result = ArtifactType.STREAM
-        elif isinstance(value, Message) and isinstance(value.text, Generator):
-            result = ArtifactType.STREAM
+    if result == ArtifactType.UNKNOWN and (
+        isinstance(build_result, Generator) or isinstance(value, Message) and isinstance(value.text, Generator)
+    ):
+        result = ArtifactType.STREAM
 
     return result.value
 
diff --git a/src/backend/base/langflow/graph/vertex/base.py b/src/backend/base/langflow/graph/vertex/base.py
index 7231b855d..7eb5f5974 100644
--- a/src/backend/base/langflow/graph/vertex/base.py
+++ b/src/backend/base/langflow/graph/vertex/base.py
@@ -287,7 +287,7 @@ class Vertex:
                     if not param_dict or len(param_dict) != 1:
                         params[param_key] = self.graph.get_vertex(edge.source_id)
                     else:
-                        params[param_key] = {key: self.graph.get_vertex(edge.source_id) for key in param_dict.keys()}
+                        params[param_key] = {key: self.graph.get_vertex(edge.source_id) for key in param_dict}
 
                 else:
                     params[param_key] = self.graph.get_vertex(edge.source_id)
@@ -415,8 +415,6 @@ class Vertex:
                 elif val is not None and val != "":
                     params[field_name] = val
 
-                elif val is not None and val != "":
-                    params[field_name] = val
                 if field.get("load_from_db"):
                     load_from_db_fields.append(field_name)
 
@@ -534,10 +532,7 @@ class Vertex:
         # to the frontend
         self.set_artifacts()
         artifacts = self.artifacts_raw
-        if isinstance(artifacts, dict):
-            messages = self.extract_messages_from_artifacts(artifacts)
-        else:
-            messages = []
+        messages = self.extract_messages_from_artifacts(artifacts) if isinstance(artifacts, dict) else []
         result_dict = ResultData(
             results=result_dict,
             artifacts=artifacts,
diff --git a/src/backend/base/langflow/graph/vertex/types.py b/src/backend/base/langflow/graph/vertex/types.py
index eb0377499..2e08784eb 100644
--- a/src/backend/base/langflow/graph/vertex/types.py
+++ b/src/backend/base/langflow/graph/vertex/types.py
@@ -1,4 +1,5 @@
 import asyncio
+import contextlib
 import json
 from collections.abc import AsyncIterator, Generator, Iterator
 from typing import TYPE_CHECKING, Any, cast
@@ -167,7 +168,7 @@ class ComponentVertex(Vertex):
             message_dict = artifact if isinstance(artifact, dict) else artifact.model_dump()
             if not message_dict.get("text"):
                 continue
-            try:
+            with contextlib.suppress(KeyError):
                 messages.append(
                     ChatOutputResponse(
                         message=message_dict["text"],
@@ -182,8 +183,6 @@ class ComponentVertex(Vertex):
                         type=self.artifacts_type[key],
                     ).model_dump(exclude_none=True)
                 )
-            except KeyError:
-                pass
         return messages
 
     def _finalize_build(self):
@@ -440,11 +439,12 @@ class InterfaceVertex(ComponentVertex):
             for key, value in origin_vertex.results.items():
                 if isinstance(value, AsyncIterator | Iterator):
                     origin_vertex.results[key] = complete_message
-        if self._custom_component:
-            if hasattr(self._custom_component, "should_store_message") and hasattr(
-                self._custom_component, "store_message"
-            ):
-                self._custom_component.store_message(message)
+        if (
+            self._custom_component
+            and hasattr(self._custom_component, "should_store_message")
+            and hasattr(self._custom_component, "store_message")
+        ):
+            self._custom_component.store_message(message)
         log_vertex_build(
             flow_id=self.graph.flow_id,
             vertex_id=self.id,
diff --git a/src/backend/base/langflow/initial_setup/setup.py b/src/backend/base/langflow/initial_setup/setup.py
index 1ad9a6688..019a6ba8e 100644
--- a/src/backend/base/langflow/initial_setup/setup.py
+++ b/src/backend/base/langflow/initial_setup/setup.py
@@ -90,17 +90,19 @@ def update_projects_components_with_latest_component_versions(project_data, all_
                 )
             else:
                 for attr in NODE_FORMAT_ATTRIBUTES:
-                    if attr in latest_node:
+                    if (
+                        attr in latest_node
                         # Check if it needs to be updated
-                        if latest_node[attr] != node_data.get(attr):
-                            node_changes_log[node_data["display_name"]].append(
-                                {
-                                    "attr": attr,
-                                    "old_value": node_data.get(attr),
-                                    "new_value": latest_node[attr],
-                                }
-                            )
-                            node_data[attr] = latest_node[attr]
+                        and latest_node[attr] != node_data.get(attr)
+                    ):
+                        node_changes_log[node_data["display_name"]].append(
+                            {
+                                "attr": attr,
+                                "old_value": node_data.get(attr),
+                                "new_value": latest_node[attr],
+                            }
+                        )
+                        node_data[attr] = latest_node[attr]
 
                 for field_name, field_dict in latest_template.items():
                     if field_name not in node_data["template"]:
@@ -109,17 +111,20 @@ def update_projects_components_with_latest_component_versions(project_data, all_
                     # The idea here is to update some attributes of the field
                     to_check_attributes = FIELD_FORMAT_ATTRIBUTES
                     for attr in to_check_attributes:
-                        if attr in field_dict and attr in node_data["template"].get(field_name):
+                        if (
+                            attr in field_dict
+                            and attr in node_data["template"].get(field_name)
                             # Check if it needs to be updated
-                            if field_dict[attr] != node_data["template"][field_name][attr]:
-                                node_changes_log[node_data["display_name"]].append(
-                                    {
-                                        "attr": f"{field_name}.{attr}",
-                                        "old_value": node_data["template"][field_name][attr],
-                                        "new_value": field_dict[attr],
-                                    }
-                                )
-                                node_data["template"][field_name][attr] = field_dict[attr]
+                            and field_dict[attr] != node_data["template"][field_name][attr]
+                        ):
+                            node_changes_log[node_data["display_name"]].append(
+                                {
+                                    "attr": f"{field_name}.{attr}",
+                                    "old_value": node_data["template"][field_name][attr],
+                                    "new_value": field_dict[attr],
+                                }
+                            )
+                            node_data["template"][field_name][attr] = field_dict[attr]
             # Remove fields that are not in the latest template
             if node_data.get("display_name") != "Prompt":
                 for field_name in list(node_data["template"].keys()):
@@ -274,16 +279,17 @@ def update_edges_with_latest_component_versions(project_data):
                 source_handle["output_types"] = new_output_types
 
             field_name = target_handle.get("fieldName")
-            if field_name in target_node_data.get("template"):
-                if target_handle["inputTypes"] != target_node_data.get("template").get(field_name).get("input_types"):
-                    edge_changes_log[target_node_data["display_name"]].append(
-                        {
-                            "attr": "inputTypes",
-                            "old_value": target_handle["inputTypes"],
-                            "new_value": target_node_data.get("template").get(field_name).get("input_types"),
-                        }
-                    )
-                    target_handle["inputTypes"] = target_node_data.get("template").get(field_name).get("input_types")
+            if field_name in target_node_data.get("template") and target_handle["inputTypes"] != target_node_data.get(
+                "template"
+            ).get(field_name).get("input_types"):
+                edge_changes_log[target_node_data["display_name"]].append(
+                    {
+                        "attr": "inputTypes",
+                        "old_value": target_handle["inputTypes"],
+                        "new_value": target_node_data.get("template").get(field_name).get("input_types"),
+                    }
+                )
+                target_handle["inputTypes"] = target_node_data.get("template").get(field_name).get("input_types")
             escaped_source_handle = escape_json_dump(source_handle)
             escaped_target_handle = escape_json_dump(target_handle)
             try:
@@ -390,10 +396,7 @@ def get_project_data(project):
         updated_at_datetime = datetime.strptime(project_updated_at, "%Y-%m-%dT%H:%M:%S.%f")
     project_data = project.get("data")
     project_icon = project.get("icon")
-    if project_icon and purely_emoji(project_icon):
-        project_icon = demojize(project_icon)
-    else:
-        project_icon = ""
+    project_icon = demojize(project_icon) if project_icon and purely_emoji(project_icon) else ""
     project_icon_bg_color = project.get("icon_bg_color")
     return (
         project_name,
diff --git a/src/backend/base/langflow/inputs/inputs.py b/src/backend/base/langflow/inputs/inputs.py
index bbc3dc773..4270bbb2d 100644
--- a/src/backend/base/langflow/inputs/inputs.py
+++ b/src/backend/base/langflow/inputs/inputs.py
@@ -131,12 +131,7 @@ class StrInput(BaseInputMixin, ListableInputMixin, DatabaseLoadMixin, MetadataTr
             ValueError: If the value is not of a valid type or if the input is missing a required key.
         """
         is_list = _info.data["is_list"]
-        value = None
-        if is_list:
-            value = [cls._validate_value(vv, _info) for vv in v]
-        else:
-            value = cls._validate_value(v, _info)
-        return value
+        return [cls._validate_value(vv, _info) for vv in v] if is_list else cls._validate_value(v, _info)
 
 
 class MessageInput(StrInput, InputTraceMixin):
diff --git a/src/backend/base/langflow/interface/initialize/loading.py b/src/backend/base/langflow/interface/initialize/loading.py
index 7c211b024..4c128c93b 100644
--- a/src/backend/base/langflow/interface/initialize/loading.py
+++ b/src/backend/base/langflow/interface/initialize/loading.py
@@ -89,12 +89,11 @@ def convert_kwargs(params):
     # Loop through items to avoid repeated lookups
     items_to_remove = []
     for key, value in params.items():
-        if "kwargs" in key or "config" in key:
-            if isinstance(value, str):
-                try:
-                    params[key] = orjson.loads(value)
-                except orjson.JSONDecodeError:
-                    items_to_remove.append(key)
+        if ("kwargs" in key or "config" in key) and isinstance(value, str):
+            try:
+                params[key] = orjson.loads(value)
+            except orjson.JSONDecodeError:
+                items_to_remove.append(key)
 
     # Remove invalid keys outside the loop to avoid modifying dict during iteration
     for key in items_to_remove:
diff --git a/src/backend/base/langflow/interface/utils.py b/src/backend/base/langflow/interface/utils.py
index 10d595130..8ce859618 100644
--- a/src/backend/base/langflow/interface/utils.py
+++ b/src/backend/base/langflow/interface/utils.py
@@ -69,11 +69,9 @@ def extract_input_variables_from_prompt(prompt: str) -> list[str]:
         if not match:
             break
 
-        # Extract the variable name from either the single or double brace match
-        if match.group(1):  # Match found in double braces
-            variable_name = "{{" + match.group(1) + "}}"  # Re-add single braces for JSON strings
-        else:  # Match found in single braces
-            variable_name = match.group(2)
+        # Extract the variable name from either the single or double brace match.
+        # If match found in double braces, re-add single braces for JSON strings.
+        variable_name = "{{" + match.group(1) + "}}" if match.group(1) else match.group(2)
         if variable_name is not None:
             # This means there is a match
             # but there is nothing inside the braces
diff --git a/src/backend/base/langflow/logging/logger.py b/src/backend/base/langflow/logging/logger.py
index 2f4909256..d56b765f1 100644
--- a/src/backend/base/langflow/logging/logger.py
+++ b/src/backend/base/langflow/logging/logger.py
@@ -77,22 +77,18 @@ class SizedLogBuffer:
         try:
             with self._wlock:
                 as_list = list(self.buffer)
-            i = 0
             max_index = -1
-            for ts, msg in as_list:
+            for i, (ts, msg) in enumerate(as_list):
                 if ts >= timestamp:
                     max_index = i
                     break
-                i += 1
             if max_index == -1:
                 return self.get_last_n(lines)
             rc = {}
-            i = 0
             start_from = max(max_index - lines, 0)
-            for ts, msg in as_list:
+            for i, (ts, msg) in enumerate(as_list):
                 if start_from <= i < max_index:
                     rc[ts] = msg
-                i += 1
             return rc
         finally:
             self._rsemaphore.release()
diff --git a/src/backend/base/langflow/memory.py b/src/backend/base/langflow/memory.py
index b76f2d4ba..1a29e0cc7 100644
--- a/src/backend/base/langflow/memory.py
+++ b/src/backend/base/langflow/memory.py
@@ -46,10 +46,7 @@ def get_messages(
         if flow_id:
             stmt = stmt.where(MessageTable.flow_id == flow_id)
         if order_by:
-            if order == "DESC":
-                col = getattr(MessageTable, order_by).desc()
-            else:
-                col = getattr(MessageTable, order_by).asc()
+            col = getattr(MessageTable, order_by).desc() if order == "DESC" else getattr(MessageTable, order_by).asc()
             stmt = stmt.order_by(col)
         if limit:
             stmt = stmt.limit(limit)
diff --git a/src/backend/base/langflow/processing/process.py b/src/backend/base/langflow/processing/process.py
index 90bda68f2..dee2e6c16 100644
--- a/src/backend/base/langflow/processing/process.py
+++ b/src/backend/base/langflow/processing/process.py
@@ -29,10 +29,7 @@ async def run_graph_internal(
 ) -> tuple[list[RunOutputs], str]:
     """Run the graph and generate the result"""
     inputs = inputs or []
-    if session_id is None:
-        session_id_str = flow_id
-    else:
-        session_id_str = session_id
+    session_id_str = flow_id if session_id is None else session_id
     components = []
     inputs_list = []
     types = []
@@ -168,11 +165,7 @@ def process_tweaks(
     :return: The modified graph_data dictionary.
     :raises ValueError: If the input is not in the expected format.
     """
-    tweaks_dict = {}
-    if not isinstance(tweaks, dict):
-        tweaks_dict = cast(dict[str, Any], tweaks.model_dump())
-    else:
-        tweaks_dict = tweaks
+    tweaks_dict = cast(dict[str, Any], tweaks.model_dump()) if not isinstance(tweaks, dict) else tweaks
     if "stream" not in tweaks_dict:
         tweaks_dict |= {"stream": stream}
     nodes = validate_input(graph_data, cast(dict[str, str | dict[str, Any]], tweaks_dict))
@@ -182,9 +175,7 @@ def process_tweaks(
     all_nodes_tweaks = {}
     for key, value in tweaks_dict.items():
         if isinstance(value, dict):
-            if node := nodes_map.get(key):
-                apply_tweaks(node, value)
-            elif node := nodes_display_name_map.get(key):
+            if (node := nodes_map.get(key)) or (node := nodes_display_name_map.get(key)):
                 apply_tweaks(node, value)
         else:
             all_nodes_tweaks[key] = value
diff --git a/src/backend/base/langflow/schema/artifact.py b/src/backend/base/langflow/schema/artifact.py
index ba408fba5..78e35b1a4 100644
--- a/src/backend/base/langflow/schema/artifact.py
+++ b/src/backend/base/langflow/schema/artifact.py
@@ -41,11 +41,13 @@ def get_artifact_type(value, build_result=None) -> str:
         case list():
             result = ArtifactType.ARRAY
 
-    if result == ArtifactType.UNKNOWN:
-        if build_result and isinstance(build_result, Generator):
-            result = ArtifactType.STREAM
-        elif isinstance(value, Message) and isinstance(value.text, Generator):
-            result = ArtifactType.STREAM
+    if result == ArtifactType.UNKNOWN and (
+        build_result
+        and isinstance(build_result, Generator)
+        or isinstance(value, Message)
+        and isinstance(value.text, Generator)
+    ):
+        result = ArtifactType.STREAM
 
     return result.value
 
@@ -56,9 +58,7 @@ def post_process_raw(raw, artifact_type: str):
     elif artifact_type == ArtifactType.ARRAY.value:
         _raw = []
         for item in raw:
-            if hasattr(item, "dict"):
-                _raw.append(recursive_serialize_or_str(item))
-            elif hasattr(item, "model_dump"):
+            if hasattr(item, "dict") or hasattr(item, "model_dump"):
                 _raw.append(recursive_serialize_or_str(item))
             else:
                 _raw.append(str(item))
diff --git a/src/backend/base/langflow/schema/message.py b/src/backend/base/langflow/schema/message.py
index 4012ee7c4..aa31ba9b7 100644
--- a/src/backend/base/langflow/schema/message.py
+++ b/src/backend/base/langflow/schema/message.py
@@ -103,10 +103,7 @@ class Message(Data):
         # they are: "text", "sender"
         if self.text is None or not self.sender:
             logger.warning("Missing required keys ('text', 'sender') in Message, defaulting to HumanMessage.")
-        if not isinstance(self.text, str):
-            text = ""
-        else:
-            text = self.text
+        text = "" if not isinstance(self.text, str) else self.text
 
         if self.sender == MESSAGE_SENDER_USER or not self.sender:
             if self.files:
@@ -160,9 +157,7 @@ class Message(Data):
 
     @field_serializer("text", mode="plain")
     def serialize_text(self, value):
-        if isinstance(value, AsyncIterator):
-            return ""
-        if isinstance(value, Iterator):
+        if isinstance(value, AsyncIterator | Iterator):
             return ""
         return value
 
diff --git a/src/backend/base/langflow/schema/schema.py b/src/backend/base/langflow/schema/schema.py
index 3ad889e38..c83fb7d64 100644
--- a/src/backend/base/langflow/schema/schema.py
+++ b/src/backend/base/langflow/schema/schema.py
@@ -56,12 +56,13 @@ def get_type(payload):
         case str():
             result = LogType.TEXT
 
-    if result == LogType.UNKNOWN:
-        if payload and isinstance(payload, Generator):
-            result = LogType.STREAM
-
-        elif isinstance(payload, Message) and isinstance(payload.text, Generator):
-            result = LogType.STREAM
+    if result == LogType.UNKNOWN and (
+        payload
+        and isinstance(payload, Generator)
+        or isinstance(payload, Message)
+        and isinstance(payload.text, Generator)
+    ):
+        result = LogType.STREAM
 
     return result
 
diff --git a/src/backend/base/langflow/services/cache/service.py b/src/backend/base/langflow/services/cache/service.py
index dbc5bef69..6a28cec79 100644
--- a/src/backend/base/langflow/services/cache/service.py
+++ b/src/backend/base/langflow/services/cache/service.py
@@ -72,11 +72,7 @@ class ThreadingInMemoryCache(CacheService, Generic[LockType]):  # type: ignore
                 # Move the key to the end to make it recently used
                 self._cache.move_to_end(key)
                 # Check if the value is pickled
-                if isinstance(item["value"], bytes):
-                    value = pickle.loads(item["value"])
-                else:
-                    value = item["value"]
-                return value
+                return pickle.loads(item["value"]) if isinstance(item["value"], bytes) else item["value"]
             self.delete(key)
         return None
 
diff --git a/src/backend/base/langflow/services/cache/utils.py b/src/backend/base/langflow/services/cache/utils.py
index 24b461a31..74d5455c6 100644
--- a/src/backend/base/langflow/services/cache/utils.py
+++ b/src/backend/base/langflow/services/cache/utils.py
@@ -126,10 +126,7 @@ def save_uploaded_file(file: UploadFile, folder_name):
     cache_path = Path(CACHE_DIR)
     folder_path = cache_path / folder_name
     filename = file.filename
-    if isinstance(filename, str) or isinstance(filename, Path):
-        file_extension = Path(filename).suffix
-    else:
-        file_extension = ""
+    file_extension = Path(filename).suffix if isinstance(filename, str | Path) else ""
     file_object = file.file
 
     # Create the folder if it doesn't exist
diff --git a/src/backend/base/langflow/services/chat/cache.py b/src/backend/base/langflow/services/chat/cache.py
index c66b3bdaa..d6ac2fde1 100644
--- a/src/backend/base/langflow/services/chat/cache.py
+++ b/src/backend/base/langflow/services/chat/cache.py
@@ -93,10 +93,7 @@ class CacheService(Subject, Service):
             "image": "png",
             "pandas": "csv",
         }
-        if obj_type in object_extensions:
-            _extension = object_extensions[obj_type]
-        else:
-            _extension = type(obj).__name__.lower()
+        _extension = object_extensions[obj_type] if obj_type in object_extensions else type(obj).__name__.lower()
         self.current_cache[name] = {
             "obj": obj,
             "type": obj_type,
diff --git a/src/backend/base/langflow/services/database/models/flow/model.py b/src/backend/base/langflow/services/database/models/flow/model.py
index 4b25c48be..cd15ce6de 100644
--- a/src/backend/base/langflow/services/database/models/flow/model.py
+++ b/src/backend/base/langflow/services/database/models/flow/model.py
@@ -117,10 +117,10 @@ class FlowBase(SQLModel):
             raise ValueError(msg)
 
         # data must contain nodes and edges
-        if "nodes" not in v.keys():
+        if "nodes" not in v:
             msg = "Flow must have nodes"
             raise ValueError(msg)
-        if "edges" not in v.keys():
+        if "edges" not in v:
             msg = "Flow must have edges"
             raise ValueError(msg)
 
diff --git a/src/backend/base/langflow/services/database/models/message/model.py b/src/backend/base/langflow/services/database/models/message/model.py
index d7c82b62b..c4a759bb1 100644
--- a/src/backend/base/langflow/services/database/models/message/model.py
+++ b/src/backend/base/langflow/services/database/models/message/model.py
@@ -46,12 +46,9 @@ class MessageBase(SQLModel):
             timestamp = message.timestamp
         if not flow_id and message.flow_id:
             flow_id = message.flow_id
-        if not isinstance(message.text, str):
-            # If the text is not a string, it means it could be
-            # async iterator so we simply add it as an empty string
-            message_text = ""
-        else:
-            message_text = message.text
+        # If the text is not a string, it means it could be
+        # async iterator so we simply add it as an empty string
+        message_text = "" if not isinstance(message.text, str) else message.text
         return cls(
             sender=message.sender,
             sender_name=message.sender_name,
diff --git a/src/backend/base/langflow/services/settings/base.py b/src/backend/base/langflow/services/settings/base.py
index 388ca8d90..8aa9b8ff4 100644
--- a/src/backend/base/langflow/services/settings/base.py
+++ b/src/backend/base/langflow/services/settings/base.py
@@ -31,10 +31,7 @@ def is_list_of_any(field: FieldInfo) -> bool:
     if field.annotation is None:
         return False
     try:
-        if hasattr(field.annotation, "__args__"):
-            union_args = field.annotation.__args__
-        else:
-            union_args = []
+        union_args = field.annotation.__args__ if hasattr(field.annotation, "__args__") else []
 
         return field.annotation.__origin__ is list or any(
             arg.__origin__ is list for arg in union_args if hasattr(arg, "__origin__")
@@ -267,10 +264,7 @@ class Settings(BaseSettings):
                         final_path = new_path
 
                 if final_path is None:
-                    if is_pre_release:
-                        final_path = new_pre_path
-                    else:
-                        final_path = new_path
+                    final_path = new_pre_path if is_pre_release else new_path
 
                 value = f"sqlite:///{final_path}"
 
@@ -370,7 +364,7 @@ def load_settings_from_yaml(file_path: str) -> Settings:
         settings_dict = {k.upper(): v for k, v in settings_dict.items()}
 
         for key in settings_dict:
-            if key not in Settings.model_fields.keys():
+            if key not in Settings.model_fields:
                 msg = f"Key {key} not found in settings"
                 raise KeyError(msg)
             logger.debug(f"Loading {len(settings_dict[key])} {key} from {file_path}")
diff --git a/src/backend/base/langflow/services/settings/manager.py b/src/backend/base/langflow/services/settings/manager.py
index cbf0d1cc6..8354050ec 100644
--- a/src/backend/base/langflow/services/settings/manager.py
+++ b/src/backend/base/langflow/services/settings/manager.py
@@ -30,7 +30,7 @@ class SettingsService(Service):
             settings_dict = {k.upper(): v for k, v in settings_dict.items()}
 
             for key in settings_dict:
-                if key not in Settings.model_fields.keys():
+                if key not in Settings.model_fields:
                     msg = f"Key {key} not found in settings"
                     raise KeyError(msg)
                 logger.debug(f"Loading {len(settings_dict[key])} {key} from {file_path}")
diff --git a/src/backend/base/langflow/services/store/service.py b/src/backend/base/langflow/services/store/service.py
index e9c4c57e5..09057dbb0 100644
--- a/src/backend/base/langflow/services/store/service.py
+++ b/src/backend/base/langflow/services/store/service.py
@@ -126,10 +126,7 @@ class StoreService(Service):
         self, url: str, api_key: str | None = None, params: dict[str, Any] | None = None
     ) -> tuple[list[dict[str, Any]], dict[str, Any]]:
         """Utility method to perform GET requests."""
-        if api_key:
-            headers = {"Authorization": f"Bearer {api_key}"}
-        else:
-            headers = {}
+        headers = {"Authorization": f"Bearer {api_key}"} if api_key else {}
         async with httpx.AsyncClient() as client:
             try:
                 response = await client.get(url, headers=headers, params=params, timeout=self.timeout)
diff --git a/src/backend/base/langflow/services/tracing/langfuse.py b/src/backend/base/langflow/services/tracing/langfuse.py
index 85293d5a4..8560c2732 100644
--- a/src/backend/base/langflow/services/tracing/langfuse.py
+++ b/src/backend/base/langflow/services/tracing/langfuse.py
@@ -1,6 +1,8 @@
+from __future__ import annotations
+
 import os
 from datetime import datetime
-from typing import TYPE_CHECKING, Any, Optional
+from typing import TYPE_CHECKING, Any
 from uuid import UUID
 
 from loguru import logger
@@ -10,6 +12,7 @@ from langflow.services.tracing.schema import Log
 
 if TYPE_CHECKING:
     from langchain.callbacks.base import BaseCallbackHandler
+    from langfuse.client import StatefulSpanClient
 
     from langflow.graph.vertex.base import Vertex
 
@@ -23,7 +26,7 @@ class LangFuseTracer(BaseTracer):
         self.trace_type = trace_type
         self.trace_id = trace_id
         self.flow_id = trace_name.split(" - ")[-1]
-        self.last_span = None
+        self.last_span: StatefulSpanClient | None = None
         self.spans: dict = {}
         self._ready: bool = self.setup_langfuse()
 
@@ -68,7 +71,7 @@ class LangFuseTracer(BaseTracer):
         trace_type: str,
         inputs: dict[str, Any],
         metadata: dict[str, Any] | None = None,
-        vertex: Optional["Vertex"] = None,
+        vertex: Vertex | None = None,
     ):
         start_time = datetime.utcnow()
         if not self._ready:
@@ -86,10 +89,7 @@ class LangFuseTracer(BaseTracer):
             "start_time": start_time,
         }
 
-        if self.last_span:
-            span = self.last_span.span(**content_span)
-        else:
-            span = self.trace.span(**content_span)
+        span = self.last_span.span(**content_span) if self.last_span else self.trace.span(**content_span)
 
         self.last_span = span
         self.spans[trace_id] = span
@@ -127,7 +127,7 @@ class LangFuseTracer(BaseTracer):
 
         self._client.flush()
 
-    def get_langchain_callback(self) -> Optional["BaseCallbackHandler"]:
+    def get_langchain_callback(self) -> BaseCallbackHandler | None:
         if not self._ready:
             return None
         return None  # self._callback
diff --git a/src/backend/base/langflow/services/tracing/service.py b/src/backend/base/langflow/services/tracing/service.py
index c7799a996..810b1d910 100644
--- a/src/backend/base/langflow/services/tracing/service.py
+++ b/src/backend/base/langflow/services/tracing/service.py
@@ -243,7 +243,7 @@ class TracingService(Service):
 
     def _cleanup_inputs(self, inputs: dict[str, Any]):
         inputs = inputs.copy()
-        for key in inputs.keys():
+        for key in inputs:
             if "api_key" in key:
                 inputs[key] = "*****"  # avoid logging api_keys for security reasons
         return inputs
diff --git a/src/backend/base/langflow/services/tracing/utils.py b/src/backend/base/langflow/services/tracing/utils.py
index 107d4619f..b7df4c99c 100644
--- a/src/backend/base/langflow/services/tracing/utils.py
+++ b/src/backend/base/langflow/services/tracing/utils.py
@@ -20,10 +20,7 @@ def convert_to_langchain_type(value):
         else:
             value = value.to_lc_document()
     elif isinstance(value, Data):
-        if "text" in value.data:
-            value = value.to_lc_document()
-        else:
-            value = value.data
+        value = value.to_lc_document() if "text" in value.data else value.data
     return value
 
 
diff --git a/src/backend/base/langflow/services/variable/kubernetes.py b/src/backend/base/langflow/services/variable/kubernetes.py
index 4bc670454..c5970fb92 100644
--- a/src/backend/base/langflow/services/variable/kubernetes.py
+++ b/src/backend/base/langflow/services/variable/kubernetes.py
@@ -93,7 +93,7 @@ class KubernetesSecretService(VariableService, Service):
             return []
 
         names = []
-        for key in variables.keys():
+        for key in variables:
             if key.startswith(CREDENTIAL_TYPE + "_"):
                 names.append(key[len(CREDENTIAL_TYPE) + 1 :])
             else:
diff --git a/src/backend/base/langflow/template/field/base.py b/src/backend/base/langflow/template/field/base.py
index 869ea1a4e..c48b8ab63 100644
--- a/src/backend/base/langflow/template/field/base.py
+++ b/src/backend/base/langflow/template/field/base.py
@@ -97,9 +97,8 @@ class Input(BaseModel):
     def serialize_model(self, handler):
         result = handler(self)
         # If the field is str, we add the Text input type
-        if self.field_type in ["str", "Text"]:
-            if "input_types" not in result:
-                result["input_types"] = ["Text"]
+        if self.field_type in ["str", "Text"] and "input_types" not in result:
+            result["input_types"] = ["Text"]
         if self.field_type == Text:
             result["type"] = "str"
         else:
diff --git a/src/backend/base/langflow/utils/util.py b/src/backend/base/langflow/utils/util.py
index d42d12f53..48d760966 100644
--- a/src/backend/base/langflow/utils/util.py
+++ b/src/backend/base/langflow/utils/util.py
@@ -56,9 +56,7 @@ def build_template_from_function(name: str, type_to_loader_dict: dict, add_funct
                     elif name_ not in ["name"]:
                         variables[class_field_items][name_] = value_
 
-                variables[class_field_items]["placeholder"] = (
-                    docs.params[class_field_items] if class_field_items in docs.params else ""
-                )
+                variables[class_field_items]["placeholder"] = docs.params.get(class_field_items, "")
             # Adding function to base classes to allow
             # the output to be a function
             base_classes = get_base_classes(_class)
diff --git a/src/backend/base/pyproject.toml b/src/backend/base/pyproject.toml
index f7d3c7baf..ea1cb6c40 100644
--- a/src/backend/base/pyproject.toml
+++ b/src/backend/base/pyproject.toml
@@ -169,6 +169,7 @@ select = [
     "Q",
     "RET",
     "RSE",
+    "SIM",
     "SLOT",
     "T10",
     "TID",