From c6153cc1b4a5559ab11ceedb15fd62ab44d8432e Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Fri, 14 Feb 2025 21:20:46 +0000
Subject: [PATCH] fix: Fix multimodal and code execution tool handling

Co-Authored-By: Joe Moura <joao@crewai.com>
---
 src/crewai/crew.py | 40 ++++++++++++++++++++++++++++++++++++----
 1 file changed, 36 insertions(+), 4 deletions(-)

diff --git a/src/crewai/crew.py b/src/crewai/crew.py
index e998266bc..bd28f5df6 100644
--- a/src/crewai/crew.py
+++ b/src/crewai/crew.py
@@ -1014,13 +1014,45 @@ class Crew(BaseModel):
             return delegation_tools
         return self._merge_tools(tools, delegation_tools)
 
-    def _add_multimodal_tools(self, agent: BaseAgent, tools: List[Tool]):
+    def _add_multimodal_tools(self, agent: BaseAgent, tools: List[Tool]) -> List[Tool]:
+        """Add multimodal tools for an agent.
+        
+        Args:
+            agent: The agent that will use the tools
+            tools: The current set of tools
+            
+        Returns:
+            List[Tool]: The tools with multimodal tools added
+        """
         multimodal_tools = agent.get_multimodal_tools()
-        return self._merge_tools(tools, multimodal_tools)
+        if multimodal_tools:
+            self._logger.log(
+                "debug",
+                f"Adding multimodal tools for agent {agent.role}: {[tool.name for tool in multimodal_tools]}",
+                color="blue",
+            )
+            return multimodal_tools
+        return []
 
-    def _add_code_execution_tools(self, agent: BaseAgent, tools: List[Tool]):
+    def _add_code_execution_tools(self, agent: BaseAgent, tools: List[Tool]) -> List[Tool]:
+        """Add code execution tools for an agent.
+        
+        Args:
+            agent: The agent that will use the tools
+            tools: The current set of tools
+            
+        Returns:
+            List[Tool]: The tools with code execution tools added
+        """
         code_tools = agent.get_code_execution_tools()
-        return self._merge_tools(tools, code_tools)
+        if code_tools:
+            self._logger.log(
+                "debug",
+                f"Adding code execution tools for agent {agent.role}: {[tool.name for tool in code_tools]}",
+                color="blue",
+            )
+            return code_tools
+        return []
 
     def _add_delegation_tools(self, task: Task, tools: List[Tool]) -> List[Tool]:
         """Add delegation tools for the task's agent.