diff --git a/lib/crewai-tools/src/crewai_tools/tools/rag/rag_tool.py b/lib/crewai-tools/src/crewai_tools/tools/rag/rag_tool.py
index 366ae76bb..5942407d9 100644
--- a/lib/crewai-tools/src/crewai_tools/tools/rag/rag_tool.py
+++ b/lib/crewai-tools/src/crewai_tools/tools/rag/rag_tool.py
@@ -267,7 +267,11 @@ class RagTool(BaseTool):
 
         validated_args: list[ContentItem] = []
         for arg in args:
-            source_ref = str(arg.get("source", arg.get("content", ""))) if isinstance(arg, dict) else str(arg)
+            source_ref = (
+                str(arg.get("source", arg.get("content", "")))
+                if isinstance(arg, dict)
+                else str(arg)
+            )
 
             # Check if it's a URL — only catch urlparse-specific errors here;
             # validate_url's ValueError must propagate so it is never silently bypassed.
@@ -285,7 +289,11 @@ class RagTool(BaseTool):
                 continue
 
             # Check if it looks like a file path (not a plain text string)
-            if os.path.sep in source_ref or source_ref.startswith(".") or os.path.isabs(source_ref):
+            if (
+                os.path.sep in source_ref
+                or source_ref.startswith(".")
+                or os.path.isabs(source_ref)
+            ):
                 try:
                     validate_file_path(source_ref)
                 except ValueError as e:
diff --git a/lib/crewai-tools/src/crewai_tools/utilities/safe_path.py b/lib/crewai-tools/src/crewai_tools/utilities/safe_path.py
index 0c5f56605..e3c2ff54b 100644
--- a/lib/crewai-tools/src/crewai_tools/utilities/safe_path.py
+++ b/lib/crewai-tools/src/crewai_tools/utilities/safe_path.py
@@ -31,6 +31,7 @@ def _is_escape_hatch_enabled() -> bool:
 # File path validation
 # ---------------------------------------------------------------------------
 
+
 def validate_file_path(path: str, base_dir: str | None = None) -> str:
     """Validate that a file path is safe to read.
 
@@ -59,10 +60,15 @@ def validate_file_path(path: str, base_dir: str | None = None) -> str:
         base_dir = os.getcwd()
 
     resolved_base = os.path.realpath(base_dir)
-    resolved_path = os.path.realpath(os.path.join(resolved_base, path) if not os.path.isabs(path) else path)
+    resolved_path = os.path.realpath(
+        os.path.join(resolved_base, path) if not os.path.isabs(path) else path
+    )
 
     # Ensure the resolved path is within the base directory
-    if not resolved_path.startswith(resolved_base + os.sep) and resolved_path != resolved_base:
+    if (
+        not resolved_path.startswith(resolved_base + os.sep)
+        and resolved_path != resolved_base
+    ):
         raise ValueError(
             f"Path '{path}' resolves to '{resolved_path}' which is outside "
             f"the allowed directory '{resolved_base}'. "
diff --git a/lib/crewai/src/crewai/cli/cli.py b/lib/crewai/src/crewai/cli/cli.py
index b0483d570..c40fe656f 100644
--- a/lib/crewai/src/crewai/cli/cli.py
+++ b/lib/crewai/src/crewai/cli/cli.py
@@ -609,7 +609,6 @@ def env() -> None:
 @env.command("view")
 def env_view() -> None:
     """View tracing-related environment variables."""
-    import os
     from pathlib import Path
 
     from rich.console import Console
@@ -738,7 +737,6 @@ def traces_disable() -> None:
 @traces.command("status")
 def traces_status() -> None:
     """Show current trace collection status."""
-    import os
 
     from rich.console import Console
     from rich.panel import Panel
diff --git a/lib/crewai/src/crewai/tasks/llm_guardrail.py b/lib/crewai/src/crewai/tasks/llm_guardrail.py
index 3cbd20c65..754596ab7 100644
--- a/lib/crewai/src/crewai/tasks/llm_guardrail.py
+++ b/lib/crewai/src/crewai/tasks/llm_guardrail.py
@@ -1,6 +1,6 @@
 import asyncio
-import concurrent.futures
 from collections.abc import Coroutine
+import concurrent.futures
 import contextvars
 import inspect
 from typing import Any