diff --git a/examples/foundational/07k-interruptible-lmnt.py b/examples/foundational/07k-interruptible-lmnt.py
index 43618f84f..e616543a3 100644
--- a/examples/foundational/07k-interruptible-lmnt.py
+++ b/examples/foundational/07k-interruptible-lmnt.py
@@ -10,7 +10,6 @@ import os
 from dotenv import load_dotenv
 from loguru import logger
 
-from pipecat.audio.turn.smart_turn.base_smart_turn import SmartTurnParams
 from pipecat.audio.turn.smart_turn.local_smart_turn_v3 import LocalSmartTurnAnalyzerV3
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.audio.vad.vad_analyzer import VADParams
diff --git a/examples/foundational/07n-interruptible-gemini-image.py b/examples/foundational/07n-interruptible-gemini-image.py
index a465724f2..f32aebee1 100644
--- a/examples/foundational/07n-interruptible-gemini-image.py
+++ b/examples/foundational/07n-interruptible-gemini-image.py
@@ -45,7 +45,6 @@ from pipecat.services.google.tts import GoogleTTSService
 from pipecat.transcriptions.language import Language
 from pipecat.transports.base_transport import BaseTransport, TransportParams
 from pipecat.transports.daily.transport import DailyParams
-from pipecat.transports.websocket.fastapi import FastAPIWebsocketParams
 from pipecat.turns.user_stop import TurnAnalyzerUserTurnStopStrategy
 from pipecat.turns.user_turn_strategies import UserTurnStrategies
 
diff --git a/examples/foundational/07p-interruptible-krisp-viva.py b/examples/foundational/07p-interruptible-krisp-viva.py
index be336f003..fd899f213 100644
--- a/examples/foundational/07p-interruptible-krisp-viva.py
+++ b/examples/foundational/07p-interruptible-krisp-viva.py
@@ -28,7 +28,7 @@ from dotenv import load_dotenv
 from loguru import logger
 
 from pipecat.audio.filters.krisp_viva_filter import KrispVivaFilter
-from pipecat.audio.turn.krisp_viva_turn import KrispTurnParams, KrispVivaTurn
+from pipecat.audio.turn.krisp_viva_turn import KrispVivaTurn
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.audio.vad.vad_analyzer import VADParams
 from pipecat.frames.frames import LLMRunFrame
diff --git a/examples/foundational/11-sound-effects.py b/examples/foundational/11-sound-effects.py
index 8201790ac..b517cf447 100644
--- a/examples/foundational/11-sound-effects.py
+++ b/examples/foundational/11-sound-effects.py
@@ -22,7 +22,7 @@ from pipecat.frames.frames import (
 )
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
-from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.pipeline.task import PipelineTask
 from pipecat.processors.aggregators.llm_context import LLMContext
 from pipecat.processors.aggregators.llm_response_universal import (
     LLMContextAggregatorPair,
diff --git a/examples/foundational/20d-persistent-context-gemini.py b/examples/foundational/20d-persistent-context-gemini.py
index a29eb5cf9..e0e2949a3 100644
--- a/examples/foundational/20d-persistent-context-gemini.py
+++ b/examples/foundational/20d-persistent-context-gemini.py
@@ -17,7 +17,7 @@ from pipecat.adapters.schemas.tools_schema import ToolsSchema
 from pipecat.audio.turn.smart_turn.local_smart_turn_v3 import LocalSmartTurnAnalyzerV3
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.audio.vad.vad_analyzer import VADParams
-from pipecat.frames.frames import LLMRunFrame, TTSSpeakFrame, UserImageRequestFrame
+from pipecat.frames.frames import LLMRunFrame, UserImageRequestFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
diff --git a/examples/foundational/20e-persistent-context-aws-nova-sonic.py b/examples/foundational/20e-persistent-context-aws-nova-sonic.py
index bd95fb7e7..5b8a256ef 100644
--- a/examples/foundational/20e-persistent-context-aws-nova-sonic.py
+++ b/examples/foundational/20e-persistent-context-aws-nova-sonic.py
@@ -22,7 +22,6 @@ from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.llm_context import LLMContext
 from pipecat.processors.aggregators.llm_response_universal import LLMContextAggregatorPair
-from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.runner.types import RunnerArguments
 from pipecat.runner.utils import create_transport
 from pipecat.services.aws.nova_sonic.llm import AWSNovaSonicLLMService
diff --git a/examples/foundational/39c-multiple-mcp.py b/examples/foundational/39c-multiple-mcp.py
index 6141b371e..05cbe2b22 100644
--- a/examples/foundational/39c-multiple-mcp.py
+++ b/examples/foundational/39c-multiple-mcp.py
@@ -9,7 +9,6 @@ import asyncio
 import io
 import json
 import os
-import re
 import shutil
 
 import aiohttp
diff --git a/examples/foundational/49d-thinking-functions-google.py b/examples/foundational/49d-thinking-functions-google.py
index 1a74da3ff..e00c3d00f 100644
--- a/examples/foundational/49d-thinking-functions-google.py
+++ b/examples/foundational/49d-thinking-functions-google.py
@@ -13,7 +13,7 @@ from pipecat.adapters.schemas.tools_schema import ToolsSchema
 from pipecat.audio.turn.smart_turn.local_smart_turn_v3 import LocalSmartTurnAnalyzerV3
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.audio.vad.vad_analyzer import VADParams
-from pipecat.frames.frames import LLMRunFrame, ThoughtTranscriptionMessage, TranscriptionMessage
+from pipecat.frames.frames import LLMRunFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
diff --git a/examples/foundational/51-grok-realtime.py b/examples/foundational/51-grok-realtime.py
index 6a2fbe5a2..87486a0de 100644
--- a/examples/foundational/51-grok-realtime.py
+++ b/examples/foundational/51-grok-realtime.py
@@ -53,8 +53,6 @@ from pipecat.runner.types import RunnerArguments
 from pipecat.runner.utils import create_transport
 from pipecat.services.grok.realtime.events import (
     SessionProperties,
-    WebSearchTool,
-    XSearchTool,
 )
 from pipecat.services.grok.realtime.llm import GrokRealtimeLLMService
 from pipecat.services.llm_service import FunctionCallParams
diff --git a/examples/quickstart/pcc-deploy.toml b/examples/quickstart/pcc-deploy.toml
index ff77c45dc..812e2b8e6 100644
--- a/examples/quickstart/pcc-deploy.toml
+++ b/examples/quickstart/pcc-deploy.toml
@@ -1,11 +1,11 @@
-agent_name = "quickstart"
-image = "your_username/quickstart:0.1"
-secret_set = "quickstart-secrets"
+agent_name = "quickstart-test"
+image = "markatdaily/quickstart-test:latest"
+secret_set = "quickstart-test-secrets"
 agent_profile = "agent-1x"
 
 # RECOMMENDED: Set an image pull secret:
 # https://docs.pipecat.ai/deployment/pipecat-cloud/fundamentals/secrets#image-pull-secrets
-# image_credentials = "your_image_pull_secret"
+image_credentials = "dockerhub-access"
 
 [scaling]
 	min_agents = 1
diff --git a/scripts/krisp/test_krisp_viva_filter_audiofile.py b/scripts/krisp/test_krisp_viva_filter_audiofile.py
index c75dc19fc..65e9d7685 100644
--- a/scripts/krisp/test_krisp_viva_filter_audiofile.py
+++ b/scripts/krisp/test_krisp_viva_filter_audiofile.py
@@ -22,7 +22,7 @@ from pathlib import Path
 
 try:
     import numpy as np
-    import soundfile as sf
+    import soundfile as sf  # noqa: F401
     from audio_file_utils import calculate_audio_stats, read_audio_file, write_audio_file
 except ImportError as e:
     print(f"Error: Missing required dependencies: {e}")
diff --git a/scripts/krisp/test_krisp_viva_turn_audiofile.py b/scripts/krisp/test_krisp_viva_turn_audiofile.py
index c380ad98f..6580e8e90 100644
--- a/scripts/krisp/test_krisp_viva_turn_audiofile.py
+++ b/scripts/krisp/test_krisp_viva_turn_audiofile.py
@@ -23,7 +23,7 @@ from pathlib import Path
 
 try:
     import numpy as np
-    import soundfile as sf
+    import soundfile as sf  # noqa: F401
     from audio_file_utils import read_audio_file
 except ImportError as e:
     print(f"Error: Missing required dependencies: {e}")
diff --git a/src/pipecat/adapters/services/bedrock_adapter.py b/src/pipecat/adapters/services/bedrock_adapter.py
index 8e46b1899..ccbbe5e2e 100644
--- a/src/pipecat/adapters/services/bedrock_adapter.py
+++ b/src/pipecat/adapters/services/bedrock_adapter.py
@@ -10,7 +10,7 @@ import base64
 import copy
 import json
 from dataclasses import dataclass
-from typing import Any, Dict, List, Literal, Optional, TypedDict
+from typing import Any, Dict, List, Optional, TypedDict
 
 from loguru import logger
 
diff --git a/src/pipecat/adapters/services/gemini_adapter.py b/src/pipecat/adapters/services/gemini_adapter.py
index 2de3742c8..4968c2719 100644
--- a/src/pipecat/adapters/services/gemini_adapter.py
+++ b/src/pipecat/adapters/services/gemini_adapter.py
@@ -9,7 +9,7 @@
 import base64
 import json
 from dataclasses import dataclass, field
-from typing import Any, Dict, List, Optional, Tuple, TypedDict
+from typing import Any, Dict, List, Optional, TypedDict
 
 from loguru import logger
 from openai import NotGiven
diff --git a/src/pipecat/adapters/services/open_ai_adapter.py b/src/pipecat/adapters/services/open_ai_adapter.py
index 6c44a3404..f4b534f2c 100644
--- a/src/pipecat/adapters/services/open_ai_adapter.py
+++ b/src/pipecat/adapters/services/open_ai_adapter.py
@@ -7,10 +7,8 @@
 """OpenAI LLM adapter for Pipecat."""
 
 import copy
-import json
 from typing import Any, Dict, List, TypedDict
 
-from openai._types import NOT_GIVEN as OPEN_AI_NOT_GIVEN
 from openai._types import NotGiven as OpenAINotGiven
 from openai.types.chat import (
     ChatCompletionMessageParam,
diff --git a/src/pipecat/audio/filters/krisp_viva_filter.py b/src/pipecat/audio/filters/krisp_viva_filter.py
index 2f9dda10f..ea5bfb8de 100644
--- a/src/pipecat/audio/filters/krisp_viva_filter.py
+++ b/src/pipecat/audio/filters/krisp_viva_filter.py
@@ -9,7 +9,6 @@
 This module provides an audio filter implementation using Krisp VIVA SDK.
 """
 
-import asyncio
 import os
 
 import numpy as np
diff --git a/src/pipecat/processors/aggregators/openai_llm_context.py b/src/pipecat/processors/aggregators/openai_llm_context.py
index 41df3b5e8..f75625156 100644
--- a/src/pipecat/processors/aggregators/openai_llm_context.py
+++ b/src/pipecat/processors/aggregators/openai_llm_context.py
@@ -34,7 +34,6 @@ from PIL import Image
 from pipecat.adapters.base_llm_adapter import BaseLLMAdapter
 from pipecat.adapters.schemas.tools_schema import ToolsSchema
 from pipecat.frames.frames import AudioRawFrame, Frame
-from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 
 # JSON custom encoder to handle bytes arrays so that we can log contexts
 # with images to the console.
diff --git a/src/pipecat/processors/filters/wake_check_filter.py b/src/pipecat/processors/filters/wake_check_filter.py
index 792c4a68d..ec8f31f53 100644
--- a/src/pipecat/processors/filters/wake_check_filter.py
+++ b/src/pipecat/processors/filters/wake_check_filter.py
@@ -18,7 +18,7 @@ from typing import List
 
 from loguru import logger
 
-from pipecat.frames.frames import ErrorFrame, Frame, TranscriptionFrame
+from pipecat.frames.frames import Frame, TranscriptionFrame
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 
 
diff --git a/src/pipecat/runner/run.py b/src/pipecat/runner/run.py
index 0396e393b..96fbf2598 100644
--- a/src/pipecat/runner/run.py
+++ b/src/pipecat/runner/run.py
@@ -263,7 +263,7 @@ def _setup_webrtc_routes(
         """Handle WebRTC offer requests via SmallWebRTCRequestHandler."""
 
         # Prepare runner arguments with the callback to run your bot
-        async def webrtc_connection_callback(connection):
+        async def webrtc_connection_callback(connection: SmallWebRTCConnection):
             bot_module = _get_bot_module()
 
             runner_args = SmallWebRTCRunnerArguments(
@@ -406,13 +406,7 @@ def _setup_whatsapp_routes(app: FastAPI):
         return
 
     try:
-        from pipecat_ai_small_webrtc_prebuilt.frontend import SmallWebRTCPrebuiltUI
-
         from pipecat.transports.smallwebrtc.connection import SmallWebRTCConnection
-        from pipecat.transports.smallwebrtc.request_handler import (
-            SmallWebRTCRequest,
-            SmallWebRTCRequestHandler,
-        )
         from pipecat.transports.whatsapp.api import WhatsAppWebhookRequest
         from pipecat.transports.whatsapp.client import WhatsAppClient
     except ImportError as e:
diff --git a/src/pipecat/services/aws/stt.py b/src/pipecat/services/aws/stt.py
index 2ad350a96..5ae99b02f 100644
--- a/src/pipecat/services/aws/stt.py
+++ b/src/pipecat/services/aws/stt.py
@@ -10,7 +10,6 @@ This module provides a WebSocket-based connection to AWS Transcribe for real-tim
 speech-to-text transcription with support for multiple languages and audio formats.
 """
 
-import asyncio
 import json
 import os
 import random
diff --git a/src/pipecat/services/aws/tts.py b/src/pipecat/services/aws/tts.py
index 0df2dabd9..358a894c7 100644
--- a/src/pipecat/services/aws/tts.py
+++ b/src/pipecat/services/aws/tts.py
@@ -10,7 +10,6 @@ This module provides integration with Amazon Polly for text-to-speech synthesis,
 supporting multiple languages, voices, and SSML features.
 """
 
-import asyncio
 import os
 from typing import AsyncGenerator, List, Optional
 
diff --git a/src/pipecat/services/aws_nova_sonic/__init__.py b/src/pipecat/services/aws_nova_sonic/__init__.py
index 8348e9ffe..a198094cb 100644
--- a/src/pipecat/services/aws_nova_sonic/__init__.py
+++ b/src/pipecat/services/aws_nova_sonic/__init__.py
@@ -17,3 +17,8 @@ with warnings.catch_warnings():
         DeprecationWarning,
         stacklevel=2,
     )
+
+__all__ = [
+    "AWSNovaSonicLLMService",
+    "Params",
+]
diff --git a/src/pipecat/services/azure/common.py b/src/pipecat/services/azure/common.py
index f867d4e5d..dc7aaa359 100644
--- a/src/pipecat/services/azure/common.py
+++ b/src/pipecat/services/azure/common.py
@@ -8,8 +8,6 @@
 
 from typing import Optional
 
-from loguru import logger
-
 from pipecat.transcriptions.language import Language, resolve_language
 
 
diff --git a/src/pipecat/services/azure/image.py b/src/pipecat/services/azure/image.py
index b33d8cc7d..2bddf6c43 100644
--- a/src/pipecat/services/azure/image.py
+++ b/src/pipecat/services/azure/image.py
@@ -15,7 +15,6 @@ import io
 from typing import AsyncGenerator
 
 import aiohttp
-from loguru import logger
 from PIL import Image
 
 from pipecat.frames.frames import ErrorFrame, Frame, URLImageRawFrame
diff --git a/src/pipecat/services/cerebras/llm.py b/src/pipecat/services/cerebras/llm.py
index 9ceb48905..54ea45ddb 100644
--- a/src/pipecat/services/cerebras/llm.py
+++ b/src/pipecat/services/cerebras/llm.py
@@ -6,8 +6,6 @@
 
 """Cerebras LLM service implementation using OpenAI-compatible interface."""
 
-from typing import List
-
 from loguru import logger
 
 from pipecat.adapters.services.open_ai_adapter import OpenAILLMInvocationParams
diff --git a/src/pipecat/services/deepgram/flux/stt.py b/src/pipecat/services/deepgram/flux/stt.py
index 35b00af65..045af9811 100644
--- a/src/pipecat/services/deepgram/flux/stt.py
+++ b/src/pipecat/services/deepgram/flux/stt.py
@@ -27,7 +27,6 @@ from pipecat.frames.frames import (
     UserStartedSpeakingFrame,
     UserStoppedSpeakingFrame,
 )
-from pipecat.processors.frame_processor import FrameDirection
 from pipecat.services.stt_service import WebsocketSTTService
 from pipecat.transcriptions.language import Language
 from pipecat.utils.time import time_now_iso8601
diff --git a/src/pipecat/services/deepseek/llm.py b/src/pipecat/services/deepseek/llm.py
index 50bdebd3b..56f1ddd18 100644
--- a/src/pipecat/services/deepseek/llm.py
+++ b/src/pipecat/services/deepseek/llm.py
@@ -6,8 +6,6 @@
 
 """DeepSeek LLM service implementation using OpenAI-compatible interface."""
 
-from typing import List
-
 from loguru import logger
 
 from pipecat.adapters.services.open_ai_adapter import OpenAILLMInvocationParams
diff --git a/src/pipecat/services/fireworks/llm.py b/src/pipecat/services/fireworks/llm.py
index 92467786f..d7bf57908 100644
--- a/src/pipecat/services/fireworks/llm.py
+++ b/src/pipecat/services/fireworks/llm.py
@@ -6,8 +6,6 @@
 
 """Fireworks AI service implementation using OpenAI-compatible interface."""
 
-from typing import List
-
 from loguru import logger
 
 from pipecat.adapters.services.open_ai_adapter import OpenAILLMInvocationParams
diff --git a/src/pipecat/services/gemini_multimodal_live/__init__.py b/src/pipecat/services/gemini_multimodal_live/__init__.py
index 513d9fd66..ac4524606 100644
--- a/src/pipecat/services/gemini_multimodal_live/__init__.py
+++ b/src/pipecat/services/gemini_multimodal_live/__init__.py
@@ -1,2 +1,7 @@
 from .file_api import GeminiFileAPI
 from .gemini import GeminiMultimodalLiveLLMService
+
+__all__ = [
+    "GeminiFileAPI",
+    "GeminiMultimodalLiveLLMService",
+]
diff --git a/src/pipecat/services/google/gemini_live/__init__.py b/src/pipecat/services/google/gemini_live/__init__.py
index 142ca2a83..f4bfbb5c8 100644
--- a/src/pipecat/services/google/gemini_live/__init__.py
+++ b/src/pipecat/services/google/gemini_live/__init__.py
@@ -1,3 +1,9 @@
 from .file_api import GeminiFileAPI
 from .llm import GeminiLiveLLMService
 from .llm_vertex import GeminiLiveVertexLLMService
+
+__all__ = [
+    "GeminiFileAPI",
+    "GeminiLiveLLMService",
+    "GeminiLiveVertexLLMService",
+]
diff --git a/src/pipecat/services/google/llm.py b/src/pipecat/services/google/llm.py
index 20341b64d..adb2664bb 100644
--- a/src/pipecat/services/google/llm.py
+++ b/src/pipecat/services/google/llm.py
@@ -40,7 +40,6 @@ from pipecat.frames.frames import (
     LLMThoughtStartFrame,
     LLMThoughtTextFrame,
     LLMUpdateSettingsFrame,
-    OutputImageRawFrame,
     UserImageRawFrame,
 )
 from pipecat.metrics.metrics import LLMTokenUsage
diff --git a/src/pipecat/services/google/rtvi.py b/src/pipecat/services/google/rtvi.py
index 1cc68f5e4..1ef70d67d 100644
--- a/src/pipecat/services/google/rtvi.py
+++ b/src/pipecat/services/google/rtvi.py
@@ -15,9 +15,7 @@ from typing import List, Literal, Optional
 
 from pydantic import BaseModel
 
-from pipecat.frames.frames import Frame
 from pipecat.observers.base_observer import FramePushed
-from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.processors.frameworks.rtvi import RTVIObserver, RTVIProcessor
 from pipecat.services.google.frames import LLMSearchOrigin, LLMSearchResponseFrame
 
diff --git a/src/pipecat/services/google/stt.py b/src/pipecat/services/google/stt.py
index ac77f0450..dcf0adf89 100644
--- a/src/pipecat/services/google/stt.py
+++ b/src/pipecat/services/google/stt.py
@@ -29,7 +29,6 @@ from pydantic import BaseModel, Field, field_validator
 from pipecat.frames.frames import (
     CancelFrame,
     EndFrame,
-    ErrorFrame,
     Frame,
     InterimTranscriptionFrame,
     StartFrame,
diff --git a/src/pipecat/services/gradium/tts.py b/src/pipecat/services/gradium/tts.py
index 14e093541..df33753ce 100644
--- a/src/pipecat/services/gradium/tts.py
+++ b/src/pipecat/services/gradium/tts.py
@@ -6,7 +6,6 @@
 
 import base64
 import json
-import uuid
 from typing import Any, AsyncGenerator, Mapping, Optional
 
 from loguru import logger
diff --git a/src/pipecat/services/hume/tts.py b/src/pipecat/services/hume/tts.py
index c169cf4c0..7f8943816 100644
--- a/src/pipecat/services/hume/tts.py
+++ b/src/pipecat/services/hume/tts.py
@@ -16,7 +16,6 @@ from pipecat import version as pipecat_version
 from pipecat.frames.frames import (
     CancelFrame,
     EndFrame,
-    ErrorFrame,
     Frame,
     InterruptionFrame,
     StartFrame,
diff --git a/src/pipecat/services/mem0/memory.py b/src/pipecat/services/mem0/memory.py
index d0c8e66dc..c4dfe16de 100644
--- a/src/pipecat/services/mem0/memory.py
+++ b/src/pipecat/services/mem0/memory.py
@@ -16,7 +16,7 @@ from typing import Any, Dict, List, Optional
 from loguru import logger
 from pydantic import BaseModel, Field
 
-from pipecat.frames.frames import ErrorFrame, Frame, LLMContextFrame, LLMMessagesFrame
+from pipecat.frames.frames import Frame, LLMContextFrame, LLMMessagesFrame
 from pipecat.processors.aggregators.llm_context import LLMContext
 from pipecat.processors.aggregators.openai_llm_context import (
     OpenAILLMContext,
diff --git a/src/pipecat/services/mistral/llm.py b/src/pipecat/services/mistral/llm.py
index b95c3d1ab..54361ef28 100644
--- a/src/pipecat/services/mistral/llm.py
+++ b/src/pipecat/services/mistral/llm.py
@@ -9,12 +9,10 @@
 from typing import List, Sequence
 
 from loguru import logger
-from openai import AsyncStream
-from openai.types.chat import ChatCompletionChunk, ChatCompletionMessageParam
+from openai.types.chat import ChatCompletionMessageParam
 
 from pipecat.adapters.services.open_ai_adapter import OpenAILLMInvocationParams
 from pipecat.frames.frames import FunctionCallFromLLM
-from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.services.openai.llm import OpenAILLMService
 
 
diff --git a/src/pipecat/services/moondream/vision.py b/src/pipecat/services/moondream/vision.py
index f0ae8dca2..6a180b4cb 100644
--- a/src/pipecat/services/moondream/vision.py
+++ b/src/pipecat/services/moondream/vision.py
@@ -46,7 +46,7 @@ def detect_device():
                and dtype is the recommended torch data type for that device.
     """
     try:
-        import intel_extension_for_pytorch
+        import intel_extension_for_pytorch  # noqa: F401
 
         if torch.xpu.is_available():
             return torch.device("xpu"), torch.float32
diff --git a/src/pipecat/services/openai_realtime/__init__.py b/src/pipecat/services/openai_realtime/__init__.py
index a302c783b..90729ef31 100644
--- a/src/pipecat/services/openai_realtime/__init__.py
+++ b/src/pipecat/services/openai_realtime/__init__.py
@@ -25,3 +25,13 @@ with warnings.catch_warnings():
         DeprecationWarning,
         stacklevel=2,
     )
+
+__all__ = [
+    "AzureRealtimeLLMService",
+    "InputAudioNoiseReduction",
+    "InputAudioTranscription",
+    "SemanticTurnDetection",
+    "SessionProperties",
+    "TurnDetection",
+    "OpenAIRealtimeLLMService",
+]
diff --git a/src/pipecat/services/openai_realtime_beta/__init__.py b/src/pipecat/services/openai_realtime_beta/__init__.py
index 595105d7f..b7c976bb6 100644
--- a/src/pipecat/services/openai_realtime_beta/__init__.py
+++ b/src/pipecat/services/openai_realtime_beta/__init__.py
@@ -7,3 +7,13 @@ from .events import (
     TurnDetection,
 )
 from .openai import OpenAIRealtimeBetaLLMService
+
+__all__ = [
+    "AzureRealtimeBetaLLMService",
+    "InputAudioNoiseReduction",
+    "InputAudioTranscription",
+    "SemanticTurnDetection",
+    "SessionProperties",
+    "TurnDetection",
+    "OpenAIRealtimeBetaLLMService",
+]
diff --git a/src/pipecat/services/openpipe/llm.py b/src/pipecat/services/openpipe/llm.py
index f3e95f71b..fa53c1554 100644
--- a/src/pipecat/services/openpipe/llm.py
+++ b/src/pipecat/services/openpipe/llm.py
@@ -10,7 +10,7 @@ This module provides an OpenPipe-specific implementation of the OpenAI LLM servi
 enabling integration with OpenPipe's fine-tuning and monitoring capabilities.
 """
 
-from typing import Dict, List, Optional
+from typing import Dict, Optional
 
 from loguru import logger
 
diff --git a/src/pipecat/services/ultravox/llm.py b/src/pipecat/services/ultravox/llm.py
index 489ba367d..d549b11e5 100644
--- a/src/pipecat/services/ultravox/llm.py
+++ b/src/pipecat/services/ultravox/llm.py
@@ -19,7 +19,6 @@ from typing import Any, Dict, List, Literal, Optional, Union
 
 import aiohttp
 from loguru import logger
-from openai.types import chat as openai_chat_types
 from pydantic import BaseModel, Field
 
 from pipecat.adapters.schemas.tools_schema import ToolsSchema
diff --git a/src/pipecat/services/whisper/stt.py b/src/pipecat/services/whisper/stt.py
index 27ba743ac..3865578e1 100644
--- a/src/pipecat/services/whisper/stt.py
+++ b/src/pipecat/services/whisper/stt.py
@@ -33,7 +33,7 @@ if TYPE_CHECKING:
         raise Exception(f"Missing module: {e}")
 
     try:
-        import mlx_whisper
+        import mlx_whisper  # noqa: F401
     except ModuleNotFoundError as e:
         logger.error(f"Exception: {e}")
         logger.error("In order to use Whisper, you need to `pip install pipecat-ai[mlx-whisper]`.")
diff --git a/src/pipecat/sync/base_notifier.py b/src/pipecat/sync/base_notifier.py
index 474d50a8b..fb6e12732 100644
--- a/src/pipecat/sync/base_notifier.py
+++ b/src/pipecat/sync/base_notifier.py
@@ -8,8 +8,6 @@
 
 import warnings
 
-from pipecat.utils.sync.base_notifier import BaseNotifier
-
 with warnings.catch_warnings():
     warnings.simplefilter("always")
     warnings.warn(
diff --git a/src/pipecat/sync/event_notifier.py b/src/pipecat/sync/event_notifier.py
index 2a33cab73..6a6f6abbe 100644
--- a/src/pipecat/sync/event_notifier.py
+++ b/src/pipecat/sync/event_notifier.py
@@ -8,8 +8,6 @@
 
 import warnings
 
-from pipecat.utils.sync.event_notifier import EventNotifier
-
 with warnings.catch_warnings():
     warnings.simplefilter("always")
     warnings.warn(
diff --git a/src/pipecat/transports/smallwebrtc/connection.py b/src/pipecat/transports/smallwebrtc/connection.py
index b37d63c9a..b9b6538f1 100644
--- a/src/pipecat/transports/smallwebrtc/connection.py
+++ b/src/pipecat/transports/smallwebrtc/connection.py
@@ -24,7 +24,6 @@ from pipecat.utils.base_object import BaseObject
 
 try:
     from aiortc import (
-        MediaStreamTrack,
         RTCConfiguration,
         RTCIceServer,
         RTCPeerConnection,
diff --git a/src/pipecat/turns/mute/__init__.py b/src/pipecat/turns/mute/__init__.py
index 02b66688f..c82b10ae7 100644
--- a/src/pipecat/turns/mute/__init__.py
+++ b/src/pipecat/turns/mute/__init__.py
@@ -22,3 +22,11 @@ with warnings.catch_warnings():
         DeprecationWarning,
         stacklevel=2,
     )
+
+__all__ = [
+    "AlwaysUserMuteStrategy",
+    "BaseUserMuteStrategy",
+    "FirstSpeechUserMuteStrategy",
+    "FunctionCallUserMuteStrategy",
+    "MuteUntilFirstBotCompleteUserMuteStrategy",
+]
diff --git a/src/pipecat/turns/user_stop/turn_analyzer_user_turn_stop_strategy.py b/src/pipecat/turns/user_stop/turn_analyzer_user_turn_stop_strategy.py
index b21177dc4..1bb266380 100644
--- a/src/pipecat/turns/user_stop/turn_analyzer_user_turn_stop_strategy.py
+++ b/src/pipecat/turns/user_stop/turn_analyzer_user_turn_stop_strategy.py
@@ -10,7 +10,6 @@ import asyncio
 from typing import Optional
 
 from pipecat.audio.turn.base_turn_analyzer import BaseTurnAnalyzer, EndOfTurnState
-from pipecat.audio.turn.smart_turn.base_smart_turn import SmartTurnParams
 from pipecat.frames.frames import (
     Frame,
     InputAudioRawFrame,
diff --git a/src/pipecat/utils/text/skip_tags_aggregator.py b/src/pipecat/utils/text/skip_tags_aggregator.py
index 1212bd34d..4232efd7d 100644
--- a/src/pipecat/utils/text/skip_tags_aggregator.py
+++ b/src/pipecat/utils/text/skip_tags_aggregator.py
@@ -14,7 +14,7 @@ as a unit regardless of internal punctuation.
 from typing import AsyncIterator, Optional, Sequence
 
 from pipecat.utils.string import StartEndTags, parse_start_end_tags
-from pipecat.utils.text.base_text_aggregator import Aggregation, AggregationType
+from pipecat.utils.text.base_text_aggregator import Aggregation
 from pipecat.utils.text.simple_text_aggregator import SimpleTextAggregator
 
 
diff --git a/tests/integration/test_integration_unified_function_calling.py b/tests/integration/test_integration_unified_function_calling.py
index d017c55ac..552c839a5 100644
--- a/tests/integration/test_integration_unified_function_calling.py
+++ b/tests/integration/test_integration_unified_function_calling.py
@@ -5,7 +5,6 @@
 #
 
 import os
-from unittest.mock import AsyncMock
 
 import pytest
 from dotenv import load_dotenv
diff --git a/tests/test_get_llm_invocation_params.py b/tests/test_get_llm_invocation_params.py
index ad1437227..c93275b67 100644
--- a/tests/test_get_llm_invocation_params.py
+++ b/tests/test_get_llm_invocation_params.py
@@ -43,7 +43,6 @@ For AWS Bedrock adapter:
 import unittest
 
 from google.genai.types import Content, Part
-from openai.types.chat import ChatCompletionMessage
 
 from pipecat.adapters.services.anthropic_adapter import AnthropicLLMAdapter
 from pipecat.adapters.services.bedrock_adapter import AWSBedrockLLMAdapter
@@ -51,7 +50,6 @@ from pipecat.adapters.services.gemini_adapter import GeminiLLMAdapter
 from pipecat.adapters.services.open_ai_adapter import OpenAILLMAdapter
 from pipecat.processors.aggregators.llm_context import (
     LLMContext,
-    LLMSpecificMessage,
     LLMStandardMessage,
 )
 
diff --git a/tests/test_rnnoise_filter.py b/tests/test_rnnoise_filter.py
index 9e53b5b47..db3ac7825 100644
--- a/tests/test_rnnoise_filter.py
+++ b/tests/test_rnnoise_filter.py
@@ -5,7 +5,7 @@
 #
 
 import unittest
-from unittest.mock import AsyncMock, MagicMock, patch
+from unittest.mock import AsyncMock
 
 import numpy as np
 
diff --git a/tests/test_rnnoise_resampling.py b/tests/test_rnnoise_resampling.py
index c69419d2e..060c9e802 100644
--- a/tests/test_rnnoise_resampling.py
+++ b/tests/test_rnnoise_resampling.py
@@ -4,7 +4,6 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import asyncio
 import sys
 import unittest
 from unittest.mock import MagicMock, patch
diff --git a/tests/test_stt_mute_filter.py b/tests/test_stt_mute_filter.py
index 459060b86..39631d7e8 100644
--- a/tests/test_stt_mute_filter.py
+++ b/tests/test_stt_mute_filter.py
@@ -10,7 +10,6 @@ from pipecat.frames.frames import (
     BotStartedSpeakingFrame,
     BotStoppedSpeakingFrame,
     FunctionCallFromLLM,
-    FunctionCallInProgressFrame,
     FunctionCallResultFrame,
     FunctionCallsStartedFrame,
     InputAudioRawFrame,