diff --git a/src/crewai/agents/crew_agent_executor.py b/src/crewai/agents/crew_agent_executor.py
index 1937d4bc2..99bc8b004 100644
--- a/src/crewai/agents/crew_agent_executor.py
+++ b/src/crewai/agents/crew_agent_executor.py
@@ -372,14 +372,29 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
                 name.casefold().strip() for name in self.tool_name_to_tool_map
             ]:
                 tool_result = tool_usage.use(tool_calling, agent_action.text)
-                # Strip any trailing backticks from tool result
-                if isinstance(tool_result, str):
-                    tool_result = tool_result.rstrip('`')
+                tool_result = self._clean_tool_result(tool_result)
                 tool = self.tool_name_to_tool_map.get(tool_calling.tool_name)
                 if tool:
                     return ToolResult(
                         result=tool_result, result_as_answer=tool.result_as_answer
                     )
+
+    def _clean_tool_result(self, tool_result: Any) -> Any:
+        """Clean tool result by removing trailing backticks.
+        
+        This is particularly important in hierarchical mode where tool outputs
+        might contain markdown formatting that needs to be cleaned up.
+        
+        Args:
+            tool_result: The result from a tool execution, can be any type
+            
+        Returns:
+            The cleaned result with any trailing backticks removed if it's a string,
+            otherwise returns the original result unchanged
+        """
+        if isinstance(tool_result, str):
+            return tool_result.rstrip('`').rstrip('```')
+        return tool_result
             else:
                 tool_result = self._i18n.errors("wrong_tool_name").format(
                     tool=tool_calling.tool_name,
diff --git a/tests/crew_test.py b/tests/crew_test.py
index 839421e0b..fe8a663f8 100644
--- a/tests/crew_test.py
+++ b/tests/crew_test.py
@@ -317,14 +317,26 @@ def test_sync_task_execution():
 
 
 @pytest.mark.vcr(filter_headers=["authorization"])
-def test_hierarchical_tool_output_formatting():
-    """Test that tool outputs in hierarchical mode don't have extra backticks"""
+@pytest.mark.parametrize("tool_output,expected", [
+    ("test result```", "test result"),
+    ("test result`", "test result"),
+    ("test result``````", "test result"),
+    ("test result", "test result"),
+    ("test ```result```", "test ```result"),  # Only strip trailing backticks
+])
+def test_hierarchical_tool_output_formatting(tool_output, expected):
+    """Test that tool outputs in hierarchical mode don't have extra backticks.
+    
+    This test verifies that the tool output cleaning functionality correctly handles
+    various scenarios of backtick formatting, ensuring only trailing backticks are
+    removed while preserving any inline markdown formatting.
+    """
     class TestTool(BaseTool):
         name: str = "test_tool"
         description: str = "A test tool"
         
         def _run(self, *args: Any, **kwargs: Any) -> str:
-            return "test result```"  # Intentionally add backticks to test stripping
+            return tool_output
 
     task = Task(
         description="Test task using test_tool",
@@ -341,13 +353,12 @@ def test_hierarchical_tool_output_formatting():
 
     with patch.object(Task, 'execute_sync', return_value=TaskOutput(
         description="Test task",
-        raw="test result",
+        raw=expected,
         agent="researcher"
     )) as mock_execute_sync:
         result = crew.kickoff()
         assert mock_execute_sync.called
-        assert not result.raw.endswith('```')
-        assert '```\n```' not in result.raw
+        assert result.raw == expected
 
 @pytest.mark.vcr(filter_headers=["authorization"])
 def test_hierarchical_process():