diff --git a/src/codegate/config.py b/src/codegate/config.py
index c3926994d..dbe17fff4 100644
--- a/src/codegate/config.py
+++ b/src/codegate/config.py
@@ -20,7 +20,7 @@
     "anthropic": "https://api.anthropic.com/v1",
     "vllm": "http://localhost:8000",  # Base URL without /v1 path
     "ollama": "http://localhost:11434",  # Default Ollama server URL
-    "lm_studio": "http://localhost:1234"
+    "lm_studio": "http://localhost:1234",
 }
 
 
diff --git a/src/codegate/pipeline/base.py b/src/codegate/pipeline/base.py
index 52270724b..f0e131960 100644
--- a/src/codegate/pipeline/base.py
+++ b/src/codegate/pipeline/base.py
@@ -321,7 +321,8 @@ async def process(
 
 class InputPipelineInstance:
     def __init__(
-        self, pipeline_steps: List[PipelineStep], secret_manager: SecretsManager, is_fim: bool):
+        self, pipeline_steps: List[PipelineStep], secret_manager: SecretsManager, is_fim: bool
+    ):
         self.pipeline_steps = pipeline_steps
         self.secret_manager = secret_manager
         self.is_fim = is_fim
@@ -384,7 +385,8 @@ async def process_request(
 
 class SequentialPipelineProcessor:
     def __init__(
-        self, pipeline_steps: List[PipelineStep], secret_manager: SecretsManager, is_fim: bool):
+        self, pipeline_steps: List[PipelineStep], secret_manager: SecretsManager, is_fim: bool
+    ):
         self.pipeline_steps = pipeline_steps
         self.secret_manager = secret_manager
         self.is_fim = is_fim
diff --git a/src/codegate/pipeline/codegate_context_retriever/codegate.py b/src/codegate/pipeline/codegate_context_retriever/codegate.py
index f16115b9b..f4a78e686 100644
--- a/src/codegate/pipeline/codegate_context_retriever/codegate.py
+++ b/src/codegate/pipeline/codegate_context_retriever/codegate.py
@@ -95,10 +95,12 @@ async def process(
         # in the rest of the user query/messsages
         user_messages = re.sub(r"```.*?```", "", user_message, flags=re.DOTALL)
         user_messages = re.sub(r"⋮...*?⋮...\n\n", "", user_messages, flags=re.DOTALL)
-        user_messages = re.sub(r"<environment_details>.*?</environment_details>", "", user_messages, flags=re.DOTALL)
+        user_messages = re.sub(
+            r"<environment_details>.*?</environment_details>", "", user_messages, flags=re.DOTALL
+        )
 
         # split messages into double newlines, to avoid passing so many content in the search
-        split_messages = re.split(r'</?task>|(\n\n)', user_messages)
+        split_messages = re.split(r"</?task>|(\n\n)", user_messages)
         collected_bad_packages = []
         for item_message in split_messages:
             # Vector search to find bad packages
@@ -143,7 +145,7 @@ async def process(
                 # Combine the updated task block with the rest of the message
                 context_msg = updated_task_content + rest_of_message
             else:
-                context_msg = f'Context: {context_str} \n\n Query: {message_str}'  # type: ignore
+                context_msg = f"Context: {context_str} \n\n Query: {message_str}"  # type: ignore
             message["content"] = context_msg
 
             logger.debug("Final context message", context_message=context_msg)
diff --git a/src/codegate/pipeline/secrets/secrets.py b/src/codegate/pipeline/secrets/secrets.py
index 6676b00a7..f2f0fca48 100644
--- a/src/codegate/pipeline/secrets/secrets.py
+++ b/src/codegate/pipeline/secrets/secrets.py
@@ -452,7 +452,8 @@ async def process_chunk(
             return [chunk]
 
         is_cline_client = any(
-            "Cline" in str(message.trigger_string or "") for message in input_context.alerts_raised or []
+            "Cline" in str(message.trigger_string or "")
+            for message in input_context.alerts_raised or []
         )
 
         # Check if this is the first chunk (delta role will be present, others will not)
diff --git a/src/codegate/providers/base.py b/src/codegate/providers/base.py
index c99ce7e1a..46318d396 100644
--- a/src/codegate/providers/base.py
+++ b/src/codegate/providers/base.py
@@ -199,7 +199,8 @@ async def _cleanup_after_streaming(
                     context.sensitive.secure_cleanup()
 
     async def complete(
-        self, data: Dict, api_key: Optional[str], is_fim_request: bool) -> Union[ModelResponse, AsyncIterator[ModelResponse]]:
+        self, data: Dict, api_key: Optional[str], is_fim_request: bool
+    ) -> Union[ModelResponse, AsyncIterator[ModelResponse]]:
         """
         Main completion flow with pipeline integration
 
diff --git a/src/codegate/providers/openai/provider.py b/src/codegate/providers/openai/provider.py
index ec4cf4816..9cd685fad 100644
--- a/src/codegate/providers/openai/provider.py
+++ b/src/codegate/providers/openai/provider.py
@@ -56,7 +56,7 @@ async def create_completion(
 
             # if model starts with lm_studio, propagate it
             if data.get("model", "").startswith("lm_studio"):
-                data["base_url"] = self.lm_studio_url+"/v1/"
+                data["base_url"] = self.lm_studio_url + "/v1/"
             is_fim_request = self._is_fim_request(request, data)
             try:
                 stream = await self.complete(data, api_key, is_fim_request=is_fim_request)
diff --git a/src/codegate/storage/storage_engine.py b/src/codegate/storage/storage_engine.py
index 18aa33a00..9543fe706 100644
--- a/src/codegate/storage/storage_engine.py
+++ b/src/codegate/storage/storage_engine.py
@@ -53,9 +53,7 @@ def __init__(self, data_path="./sqlite_data"):
         self.inference_engine = LlamaCppInferenceEngine()
         conf = Config.get_config()
         if conf and conf.model_base_path and conf.embedding_model:
-            self.model_path = (
-                f"{conf.model_base_path}/{conf.embedding_model}"
-            )
+            self.model_path = f"{conf.model_base_path}/{conf.embedding_model}"
         else:
             self.model_path = ""