diff --git a/src/crewai/agent.py b/src/crewai/agent.py
index 4779aa196..c7066bab8 100644
--- a/src/crewai/agent.py
+++ b/src/crewai/agent.py
@@ -338,21 +338,33 @@ class Agent(BaseAgent):
         return tools
 
     def get_multimodal_tools(self) -> Sequence[BaseTool]:
-        from crewai.tools.agent_tools.add_image_tool import AddImageTool
+        """Get multimodal tools for the agent.
+        
+        Returns:
+            List[BaseTool]: List containing the AddImageTool if agent is multimodal
+        """
+        if self.multimodal:
+            from crewai.tools.agent_tools.add_image_tool import AddImageTool
+            return [AddImageTool()]
+        return []
 
-        return [AddImageTool()]
-
-    def get_code_execution_tools(self):
-        try:
-            from crewai_tools import CodeInterpreterTool  # type: ignore
-
-            # Set the unsafe_mode based on the code_execution_mode attribute
-            unsafe_mode = self.code_execution_mode == "unsafe"
-            return [CodeInterpreterTool(unsafe_mode=unsafe_mode)]
-        except ModuleNotFoundError:
-            self._logger.log(
-                "info", "Coding tools not available. Install crewai_tools. "
-            )
+    def get_code_execution_tools(self) -> Sequence[BaseTool]:
+        """Get code execution tools for the agent.
+        
+        Returns:
+            List[BaseTool]: List containing the CodeInterpreterTool if code execution is allowed
+        """
+        if self.allow_code_execution:
+            try:
+                from crewai_tools import CodeInterpreterTool  # type: ignore
+                # Set the unsafe_mode based on the code_execution_mode attribute
+                unsafe_mode = self.code_execution_mode == "unsafe"
+                return [CodeInterpreterTool(unsafe_mode=unsafe_mode)]
+            except ModuleNotFoundError:
+                self._logger.log(
+                    "warning", "Coding tools not available. Install crewai_tools.", color="yellow"
+                )
+        return []
 
     def get_output_converter(self, llm, text, model, instructions):
         return Converter(llm=llm, text=text, model=model, instructions=instructions)