diff --git a/src/crewai/memory/storage/mem0_storage.py b/src/crewai/memory/storage/mem0_storage.py
index a7023c212..e4e84fab4 100644
--- a/src/crewai/memory/storage/mem0_storage.py
+++ b/src/crewai/memory/storage/mem0_storage.py
@@ -1,9 +1,10 @@
 import os
 from typing import Any, Dict, List
 
-from crewai.memory.storage.interface import Storage
 from mem0 import MemoryClient
 
+from crewai.memory.storage.interface import Storage
+
 
 class Mem0Storage(Storage):
     """
diff --git a/src/crewai/memory/storage/rag_storage.py b/src/crewai/memory/storage/rag_storage.py
index bcf4eb969..fd4c77838 100644
--- a/src/crewai/memory/storage/rag_storage.py
+++ b/src/crewai/memory/storage/rag_storage.py
@@ -7,6 +7,7 @@ import uuid
 from typing import Any, Dict, List, Optional
 
 from chromadb.api import ClientAPI
+
 from crewai.memory.storage.base_rag_storage import BaseRAGStorage
 from crewai.utilities import EmbeddingConfigurator
 from crewai.utilities.constants import MAX_FILE_NAME_LENGTH
diff --git a/src/crewai/tools/agent_tools/add_image_tool.py b/src/crewai/tools/agent_tools/add_image_tool.py
index 83484fcd5..0ace62f85 100644
--- a/src/crewai/tools/agent_tools/add_image_tool.py
+++ b/src/crewai/tools/agent_tools/add_image_tool.py
@@ -1,8 +1,7 @@
 from typing import Optional
-
+from pydantic import BaseModel, Field
 from crewai.tools.base_tool import BaseTool
 from crewai.utilities import I18N
-from pydantic import BaseModel, Field
 
 i18n = I18N()
 
diff --git a/src/crewai/tools/agent_tools/ask_question_tool.py b/src/crewai/tools/agent_tools/ask_question_tool.py
index 5e3c5e87a..9294770e5 100644
--- a/src/crewai/tools/agent_tools/ask_question_tool.py
+++ b/src/crewai/tools/agent_tools/ask_question_tool.py
@@ -1,8 +1,9 @@
 from typing import Optional
 
-from crewai.tools.agent_tools.base_agent_tools import BaseAgentTool
 from pydantic import BaseModel, Field
 
+from crewai.tools.agent_tools.base_agent_tools import BaseAgentTool
+
 
 class AskQuestionToolSchema(BaseModel):
     question: str = Field(..., description="The question to ask")
diff --git a/src/crewai/tools/agent_tools/base_agent_tools.py b/src/crewai/tools/agent_tools/base_agent_tools.py
index edf3b41e2..ea63dd51e 100644
--- a/src/crewai/tools/agent_tools/base_agent_tools.py
+++ b/src/crewai/tools/agent_tools/base_agent_tools.py
@@ -1,10 +1,11 @@
 from typing import Optional, Union
 
+from pydantic import Field
+
 from crewai.agents.agent_builder.base_agent import BaseAgent
 from crewai.task import Task
 from crewai.tools.base_tool import BaseTool
 from crewai.utilities import I18N
-from pydantic import Field
 
 
 class BaseAgentTool(BaseTool):
diff --git a/src/crewai/tools/agent_tools/delegate_work_tool.py b/src/crewai/tools/agent_tools/delegate_work_tool.py
index 261f7991a..45f12772d 100644
--- a/src/crewai/tools/agent_tools/delegate_work_tool.py
+++ b/src/crewai/tools/agent_tools/delegate_work_tool.py
@@ -1,7 +1,6 @@
 from typing import Optional
-
-from crewai.tools.agent_tools.base_agent_tools import BaseAgentTool
 from pydantic import BaseModel, Field
+from crewai.tools.agent_tools.base_agent_tools import BaseAgentTool
 
 
 class DelegateWorkToolSchema(BaseModel):
diff --git a/src/crewai/tools/tool_usage.py b/src/crewai/tools/tool_usage.py
index 883d6f1ef..87162b7a1 100644
--- a/src/crewai/tools/tool_usage.py
+++ b/src/crewai/tools/tool_usage.py
@@ -5,12 +5,12 @@ from difflib import SequenceMatcher
 from textwrap import dedent
 from typing import Any, List, Union
 
+from crewai.tools.structured_tool import CrewStructuredTool
 import crewai.utilities.events as events
 from crewai.agents.tools_handler import ToolsHandler
 from crewai.task import Task
 from crewai.telemetry import Telemetry
 from crewai.tools import BaseTool
-from crewai.tools.structured_tool import CrewStructuredTool
 from crewai.tools.tool_calling import InstructorToolCalling, ToolCalling
 from crewai.tools.tool_usage_events import ToolUsageError, ToolUsageFinished
 from crewai.utilities import I18N, Converter, ConverterError, Printer
diff --git a/src/crewai/utilities/evaluators/crew_evaluator_handler.py b/src/crewai/utilities/evaluators/crew_evaluator_handler.py
index e251f76f2..3387d91b3 100644
--- a/src/crewai/utilities/evaluators/crew_evaluator_handler.py
+++ b/src/crewai/utilities/evaluators/crew_evaluator_handler.py
@@ -1,13 +1,14 @@
 from collections import defaultdict
 
+from pydantic import BaseModel, Field
+from rich.box import HEAVY_EDGE
+from rich.console import Console
+from rich.table import Table
+
 from crewai.agent import Agent
 from crewai.task import Task
 from crewai.tasks.task_output import TaskOutput
 from crewai.telemetry import Telemetry
-from pydantic import BaseModel, Field
-from rich.box import HEAVY_EDGE
-from rich.console import Console
-from rich.table import Table
 
 
 class TaskEvaluationPydanticOutput(BaseModel):
diff --git a/src/crewai/utilities/evaluators/task_evaluator.py b/src/crewai/utilities/evaluators/task_evaluator.py
index 917ca8920..f7d543ae4 100644
--- a/src/crewai/utilities/evaluators/task_evaluator.py
+++ b/src/crewai/utilities/evaluators/task_evaluator.py
@@ -1,8 +1,9 @@
 from typing import List
 
+from pydantic import BaseModel, Field
+
 from crewai.utilities import Converter
 from crewai.utilities.pydantic_schema_parser import PydanticSchemaParser
-from pydantic import BaseModel, Field
 
 agentops = None
 try:
diff --git a/tests/agent_test.py b/tests/agent_test.py
index f852dab69..6879a4519 100644
--- a/tests/agent_test.py
+++ b/tests/agent_test.py
@@ -5,6 +5,7 @@ from unittest import mock
 from unittest.mock import patch
 
 import pytest
+
 from crewai import Agent, Crew, Task
 from crewai.agents.cache import CacheHandler
 from crewai.agents.crew_agent_executor import CrewAgentExecutor
@@ -115,9 +116,10 @@ def test_custom_llm_temperature_preservation():
 
 @pytest.mark.vcr(filter_headers=["authorization"])
 def test_agent_execute_task():
-    from crewai import Task
     from langchain_openai import ChatOpenAI
 
+    from crewai import Task
+
     agent = Agent(
         role="Math Tutor",
         goal="Solve math problems accurately",
@@ -860,6 +862,7 @@ def test_agent_function_calling_llm():
     from unittest.mock import patch
 
     import instructor
+
     from crewai.tools.tool_usage import ToolUsage
 
     with (
diff --git a/tests/agents/agent_builder/base_agent_test.py b/tests/agents/agent_builder/base_agent_test.py
index fcd5d58b6..7c0c2f472 100644
--- a/tests/agents/agent_builder/base_agent_test.py
+++ b/tests/agents/agent_builder/base_agent_test.py
@@ -1,9 +1,10 @@
 import hashlib
 from typing import Any, List, Optional
 
+from pydantic import BaseModel
+
 from crewai.agents.agent_builder.base_agent import BaseAgent
 from crewai.tools.base_tool import BaseTool
-from pydantic import BaseModel
 
 
 class TestAgent(BaseAgent):
diff --git a/tests/agents/test_crew_agent_parser.py b/tests/agents/test_crew_agent_parser.py
index 86349be99..4b48e1552 100644
--- a/tests/agents/test_crew_agent_parser.py
+++ b/tests/agents/test_crew_agent_parser.py
@@ -1,4 +1,5 @@
 import pytest
+
 from crewai.agents.crew_agent_executor import (
     AgentAction,
     AgentFinish,
diff --git a/tests/cli/authentication/test_auth_main.py b/tests/cli/authentication/test_auth_main.py
index 1ba5b827f..a0b4fa0d9 100644
--- a/tests/cli/authentication/test_auth_main.py
+++ b/tests/cli/authentication/test_auth_main.py
@@ -2,6 +2,7 @@ import unittest
 from unittest.mock import MagicMock, patch
 
 import requests
+
 from crewai.cli.authentication.main import AuthenticationCommand
 
 
diff --git a/tests/cli/authentication/test_utils.py b/tests/cli/authentication/test_utils.py
index d634780a8..6da48dcd0 100644
--- a/tests/cli/authentication/test_utils.py
+++ b/tests/cli/authentication/test_utils.py
@@ -3,9 +3,10 @@ import unittest
 from datetime import datetime, timedelta
 from unittest.mock import MagicMock, patch
 
-from crewai.cli.authentication.utils import TokenManager, validate_token
 from cryptography.fernet import Fernet
 
+from crewai.cli.authentication.utils import TokenManager, validate_token
+
 
 class TestValidateToken(unittest.TestCase):
     @patch("crewai.cli.authentication.utils.AsymmetricSignatureVerifier")
diff --git a/tests/cli/cli_test.py b/tests/cli/cli_test.py
index d8c734e6d..15ed81637 100644
--- a/tests/cli/cli_test.py
+++ b/tests/cli/cli_test.py
@@ -3,6 +3,7 @@ from unittest import mock
 
 import pytest
 from click.testing import CliRunner
+
 from crewai.cli.cli import (
     deploy_create,
     deploy_list,
diff --git a/tests/cli/deploy/test_deploy_main.py b/tests/cli/deploy/test_deploy_main.py
index be9408739..ca89b2aa2 100644
--- a/tests/cli/deploy/test_deploy_main.py
+++ b/tests/cli/deploy/test_deploy_main.py
@@ -5,9 +5,10 @@ from unittest.mock import MagicMock, Mock, patch
 
 import pytest
 import requests
+from requests.exceptions import JSONDecodeError
+
 from crewai.cli.deploy.main import DeployCommand
 from crewai.cli.utils import parse_toml
-from requests.exceptions import JSONDecodeError
 
 
 class TestDeployCommand(unittest.TestCase):
diff --git a/tests/cli/test_crew_test.py b/tests/cli/test_crew_test.py
index 9c4b11f12..83bcd55cc 100644
--- a/tests/cli/test_crew_test.py
+++ b/tests/cli/test_crew_test.py
@@ -2,6 +2,7 @@ import subprocess
 from unittest import mock
 
 import pytest
+
 from crewai.cli import evaluate_crew
 
 
diff --git a/tests/cli/test_git.py b/tests/cli/test_git.py
index b77106d3f..ccf8f0539 100644
--- a/tests/cli/test_git.py
+++ b/tests/cli/test_git.py
@@ -1,4 +1,5 @@
 import pytest
+
 from crewai.cli.git import Repository
 
 
diff --git a/tests/cli/test_utils.py b/tests/cli/test_utils.py
index 8e648ac13..0270b12fc 100644
--- a/tests/cli/test_utils.py
+++ b/tests/cli/test_utils.py
@@ -3,6 +3,7 @@ import shutil
 import tempfile
 
 import pytest
+
 from crewai.cli import utils
 
 
diff --git a/tests/cli/tools/test_main.py b/tests/cli/tools/test_main.py
index 69f46b421..10c29b920 100644
--- a/tests/cli/tools/test_main.py
+++ b/tests/cli/tools/test_main.py
@@ -7,9 +7,10 @@ from io import StringIO
 from unittest import mock
 from unittest.mock import MagicMock, patch
 
-from crewai.cli.tools.main import ToolCommand
 from pytest import raises
 
+from crewai.cli.tools.main import ToolCommand
+
 
 @contextmanager
 def in_temp_dir():
diff --git a/tests/crew_test.py b/tests/crew_test.py
index aa4e6e19d..1b60a1a31 100644
--- a/tests/crew_test.py
+++ b/tests/crew_test.py
@@ -9,6 +9,7 @@ from unittest.mock import MagicMock, patch
 import instructor
 import pydantic_core
 import pytest
+
 from crewai.agent import Agent
 from crewai.agents.cache import CacheHandler
 from crewai.crew import Crew
@@ -416,7 +417,6 @@ def test_crew_with_delegating_agents():
 @pytest.mark.vcr(filter_headers=["authorization"])
 def test_crew_with_delegating_agents_should_not_override_task_tools():
     from typing import Type
-
     from crewai.tools import BaseTool
     from pydantic import BaseModel, Field
 
@@ -471,7 +471,6 @@ def test_crew_with_delegating_agents_should_not_override_task_tools():
 @pytest.mark.vcr(filter_headers=["authorization"])
 def test_crew_with_delegating_agents_should_not_override_agent_tools():
     from typing import Type
-
     from crewai.tools import BaseTool
     from pydantic import BaseModel, Field
 
@@ -528,7 +527,6 @@ def test_crew_with_delegating_agents_should_not_override_agent_tools():
 @pytest.mark.vcr(filter_headers=["authorization"])
 def test_task_tools_override_agent_tools():
     from typing import Type
-
     from crewai.tools import BaseTool
     from pydantic import BaseModel, Field
 
@@ -587,7 +585,6 @@ def test_task_tools_override_agent_tools_with_allow_delegation():
     Test that task tools override agent tools while preserving delegation tools when allow_delegation=True
     """
     from typing import Type
-
     from crewai.tools import BaseTool
     from pydantic import BaseModel, Field
 
@@ -2887,7 +2884,6 @@ def test_task_tools_preserve_code_execution_tools():
     Test that task tools don't override code execution tools when allow_code_execution=True
     """
     from typing import Type
-
     from crewai.tools import BaseTool
     from crewai_tools import CodeInterpreterTool
     from pydantic import BaseModel, Field
diff --git a/tests/flow_test.py b/tests/flow_test.py
index c3b6275e5..d52c459ce 100644
--- a/tests/flow_test.py
+++ b/tests/flow_test.py
@@ -3,6 +3,7 @@
 import asyncio
 
 import pytest
+
 from crewai.flow.flow import Flow, and_, listen, or_, router, start
 
 
diff --git a/tests/llm_test.py b/tests/llm_test.py
index 35758c523..e824d54c9 100644
--- a/tests/llm_test.py
+++ b/tests/llm_test.py
@@ -1,4 +1,5 @@
 import pytest
+
 from crewai.agents.agent_builder.utilities.base_token_process import TokenProcess
 from crewai.llm import LLM
 from crewai.utilities.token_counter_callback import TokenCalcHandler
diff --git a/tests/memory/long_term_memory_test.py b/tests/memory/long_term_memory_test.py
index 27eb4cf2f..3639054e3 100644
--- a/tests/memory/long_term_memory_test.py
+++ b/tests/memory/long_term_memory_test.py
@@ -1,4 +1,5 @@
 import pytest
+
 from crewai.memory.long_term.long_term_memory import LongTermMemory
 from crewai.memory.long_term.long_term_memory_item import LongTermMemoryItem
 
diff --git a/tests/memory/short_term_memory_test.py b/tests/memory/short_term_memory_test.py
index a366de504..6cde2a044 100644
--- a/tests/memory/short_term_memory_test.py
+++ b/tests/memory/short_term_memory_test.py
@@ -1,6 +1,7 @@
 from unittest.mock import patch
 
 import pytest
+
 from crewai.agent import Agent
 from crewai.crew import Crew
 from crewai.memory.short_term.short_term_memory import ShortTermMemory
diff --git a/tests/project_test.py b/tests/project_test.py
index ba8bcbef0..6c68f4993 100644
--- a/tests/project_test.py
+++ b/tests/project_test.py
@@ -1,4 +1,5 @@
 import pytest
+
 from crewai.agent import Agent
 from crewai.crew import Crew
 from crewai.project import CrewBase, after_kickoff, agent, before_kickoff, crew, task
diff --git a/tests/task_test.py b/tests/task_test.py
index 9ddce6ef9..40eb98e54 100644
--- a/tests/task_test.py
+++ b/tests/task_test.py
@@ -6,12 +6,13 @@ import os
 from unittest.mock import MagicMock, patch
 
 import pytest
+from pydantic import BaseModel
+from pydantic_core import ValidationError
+
 from crewai import Agent, Crew, Process, Task
 from crewai.tasks.conditional_task import ConditionalTask
 from crewai.tasks.task_output import TaskOutput
 from crewai.utilities.converter import Converter
-from pydantic import BaseModel
-from pydantic_core import ValidationError
 
 
 def test_task_tool_reflect_agent_tools():
diff --git a/tests/tools/agent_tools/agent_tools_test.py b/tests/tools/agent_tools/agent_tools_test.py
index c55554798..9aea7b4bc 100644
--- a/tests/tools/agent_tools/agent_tools_test.py
+++ b/tests/tools/agent_tools/agent_tools_test.py
@@ -1,6 +1,7 @@
 """Test Agent creation and execution basic functionality."""
 
 import pytest
+
 from crewai.agent import Agent
 from crewai.tools.agent_tools.agent_tools import AgentTools
 
diff --git a/tests/tools/test_structured_tool.py b/tests/tools/test_structured_tool.py
index 3bd39686a..32ebd805b 100644
--- a/tests/tools/test_structured_tool.py
+++ b/tests/tools/test_structured_tool.py
@@ -1,9 +1,10 @@
 from typing import Optional
 
 import pytest
-from crewai.tools.structured_tool import CrewStructuredTool
 from pydantic import BaseModel, Field
 
+from crewai.tools.structured_tool import CrewStructuredTool
+
 
 # Test fixtures
 @pytest.fixture
diff --git a/tests/tools/test_tool_usage.py b/tests/tools/test_tool_usage.py
index f9caf51d9..05b9b23af 100644
--- a/tests/tools/test_tool_usage.py
+++ b/tests/tools/test_tool_usage.py
@@ -3,10 +3,11 @@ import random
 from unittest.mock import MagicMock
 
 import pytest
+from pydantic import BaseModel, Field
+
 from crewai import Agent, Task
 from crewai.tools import BaseTool
 from crewai.tools.tool_usage import ToolUsage
-from pydantic import BaseModel, Field
 
 
 class RandomNumberToolInput(BaseModel):
diff --git a/tests/utilities/evaluators/test_crew_evaluator_handler.py b/tests/utilities/evaluators/test_crew_evaluator_handler.py
index 6c92ffdbc..649c25998 100644
--- a/tests/utilities/evaluators/test_crew_evaluator_handler.py
+++ b/tests/utilities/evaluators/test_crew_evaluator_handler.py
@@ -1,6 +1,7 @@
 from unittest import mock
 
 import pytest
+
 from crewai.agent import Agent
 from crewai.crew import Crew
 from crewai.task import Task
diff --git a/tests/utilities/test_converter.py b/tests/utilities/test_converter.py
index a8ed3befe..c63d6dba3 100644
--- a/tests/utilities/test_converter.py
+++ b/tests/utilities/test_converter.py
@@ -3,6 +3,8 @@ from typing import Dict, List, Optional
 from unittest.mock import MagicMock, Mock, patch
 
 import pytest
+from pydantic import BaseModel
+
 from crewai.llm import LLM
 from crewai.utilities.converter import (
     Converter,
@@ -16,7 +18,6 @@ from crewai.utilities.converter import (
     validate_model,
 )
 from crewai.utilities.pydantic_schema_parser import PydanticSchemaParser
-from pydantic import BaseModel
 
 
 # Sample Pydantic models for testing
diff --git a/tests/utilities/test_file_handler.py b/tests/utilities/test_file_handler.py
index e7cf9f0e4..4a1038a9b 100644
--- a/tests/utilities/test_file_handler.py
+++ b/tests/utilities/test_file_handler.py
@@ -2,6 +2,7 @@ import os
 import unittest
 
 import pytest
+
 from crewai.utilities.file_handler import PickleHandler
 
 
diff --git a/tests/utilities/test_i18n.py b/tests/utilities/test_i18n.py
index 10c403edf..8627b0bec 100644
--- a/tests/utilities/test_i18n.py
+++ b/tests/utilities/test_i18n.py
@@ -1,4 +1,5 @@
 import pytest
+
 from crewai.utilities.i18n import I18N
 
 
diff --git a/tests/utilities/test_planning_handler.py b/tests/utilities/test_planning_handler.py
index d7e2d4d8a..85101606d 100644
--- a/tests/utilities/test_planning_handler.py
+++ b/tests/utilities/test_planning_handler.py
@@ -1,6 +1,7 @@
 from unittest.mock import patch
 
 import pytest
+
 from crewai.agent import Agent
 from crewai.task import Task
 from crewai.tasks.task_output import TaskOutput