Fix Pydantic validation error in LLMCallStartedEvent when TokenCalcHandler in tools list

- Add model_validator to sanitize tools list before validation
- Filter out non-dict objects like TokenCalcHandler from tools list
- Preserve dict tools while removing problematic objects
- Add comprehensive test coverage for the fix and edge cases
- Resolves issue #3043

Co-Authored-By: João <joao@crewai.com>

tests/utilities/events/test_llm_events_validation.py

@@ -0,0 +1,135 @@
+import pytest
+from crewai.utilities.events.llm_events import LLMCallStartedEvent
+from crewai.utilities.token_counter_callback import TokenCalcHandler
+from crewai.agents.agent_builder.utilities.base_token_process import TokenProcess
+
+
+class TestLLMCallStartedEventValidation:
+    """Test cases for LLMCallStartedEvent validation and sanitization"""
+
+    def test_normal_dict_tools_work(self):
+        """Test that normal dict tools work correctly"""
+        event = LLMCallStartedEvent(
+            messages=[{"role": "user", "content": "test message"}],
+            tools=[{"name": "tool1"}, {"name": "tool2"}],
+            callbacks=None
+        )
+        assert event.tools == [{"name": "tool1"}, {"name": "tool2"}]
+        assert event.type == "llm_call_started"
+
+    def test_token_calc_handler_in_tools_filtered_out(self):
+        """Test that TokenCalcHandler objects in tools list are filtered out"""
+        token_handler = TokenCalcHandler(TokenProcess())
+        
+        event = LLMCallStartedEvent(
+            messages=[{"role": "user", "content": "test message"}],
+            tools=[{"name": "tool1"}, token_handler, {"name": "tool2"}],
+            callbacks=None
+        )
+        
+        assert event.tools == [{"name": "tool1"}, {"name": "tool2"}]
+        assert len(event.tools) == 2
+
+    def test_mixed_objects_in_tools_only_dicts_preserved(self):
+        """Test that only dict objects are preserved when mixed types are in tools"""
+        token_handler = TokenCalcHandler(TokenProcess())
+        
+        event = LLMCallStartedEvent(
+            messages=[{"role": "user", "content": "test message"}],
+            tools=[
+                {"name": "tool1"},
+                token_handler,
+                "string_tool",
+                {"name": "tool2"},
+                123,
+                {"name": "tool3"}
+            ],
+            callbacks=None
+        )
+        
+        assert event.tools == [{"name": "tool1"}, {"name": "tool2"}, {"name": "tool3"}]
+        assert len(event.tools) == 3
+
+    def test_empty_tools_list_handled(self):
+        """Test that empty tools list is handled correctly"""
+        event = LLMCallStartedEvent(
+            messages=[{"role": "user", "content": "test message"}],
+            tools=[],
+            callbacks=None
+        )
+        assert event.tools == []
+
+    def test_none_tools_handled(self):
+        """Test that None tools value is handled correctly"""
+        event = LLMCallStartedEvent(
+            messages=[{"role": "user", "content": "test message"}],
+            tools=None,
+            callbacks=None
+        )
+        assert event.tools is None
+
+    def test_all_non_dict_tools_results_in_empty_list(self):
+        """Test that when all tools are non-dict objects, result is empty list"""
+        token_handler = TokenCalcHandler(TokenProcess())
+        
+        event = LLMCallStartedEvent(
+            messages=[{"role": "user", "content": "test message"}],
+            tools=[token_handler, "string_tool", 123, ["list_tool"]],
+            callbacks=None
+        )
+        
+        assert event.tools == []
+
+    def test_reproduction_case_from_issue_3043(self):
+        """Test the exact reproduction case from GitHub issue #3043"""
+        token_handler = TokenCalcHandler(TokenProcess())
+        
+        event = LLMCallStartedEvent(
+            messages=[{"role": "user", "content": "test message"}],
+            tools=[{"name": "tool1"}, token_handler],
+            callbacks=None
+        )
+        
+        assert event.tools == [{"name": "tool1"}]
+        assert len(event.tools) == 1
+
+    def test_callbacks_with_token_handler_still_work(self):
+        """Test that TokenCalcHandler in callbacks still works normally"""
+        token_handler = TokenCalcHandler(TokenProcess())
+        
+        event = LLMCallStartedEvent(
+            messages=[{"role": "user", "content": "test message"}],
+            tools=[{"name": "tool1"}],
+            callbacks=[token_handler]
+        )
+        
+        assert event.tools == [{"name": "tool1"}]
+        assert event.callbacks == [token_handler]
+
+    def test_string_messages_work(self):
+        """Test that string messages work with tool sanitization"""
+        token_handler = TokenCalcHandler(TokenProcess())
+        
+        event = LLMCallStartedEvent(
+            messages="test message",
+            tools=[{"name": "tool1"}, token_handler],
+            callbacks=None
+        )
+        
+        assert event.messages == "test message"
+        assert event.tools == [{"name": "tool1"}]
+
+    def test_available_functions_preserved(self):
+        """Test that available_functions are preserved during sanitization"""
+        token_handler = TokenCalcHandler(TokenProcess())
+        available_funcs = {"func1": lambda x: x}
+        
+        event = LLMCallStartedEvent(
+            messages=[{"role": "user", "content": "test message"}],
+            tools=[{"name": "tool1"}, token_handler],
+            callbacks=None,
+            available_functions=available_funcs
+        )
+        
+        assert event.tools == [{"name": "tool1"}]
+        assert event.available_functions == available_funcs