Merge branch 'main' into devin/1745784489-fix-crewstructuredtool-task-compatibility

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

docs/concepts/agents.mdx

@@ -255,11 +255,7 @@ custom_agent = Agent(
 - `response_template`: Formats agent responses
 
 <Note>
-When using custom templates, ensure that both `system_template` and `prompt_template` are defined. The `response_template` is optional but recommended for consistent output formatting.
-</Note>  
-
-<Note>
-When using custom templates, you can use variables like `{role}`, `{goal}`, and `{backstory}` in your templates. These will be automatically populated during execution.
+When using custom templates, you can use variables like `{role}`, `{goal}`, and `{input}` in your templates. These will be automatically populated during execution.
 </Note>
 
 ## Agent Tools

pyproject.toml

@@ -45,7 +45,7 @@ Documentation = "https://docs.crewai.com"
 Repository = "https://github.com/crewAIInc/crewAI"
 
 [project.optional-dependencies]
-tools = ["crewai-tools~=0.42.2"]
+tools = ["crewai-tools~=0.42.0"]
 embeddings = [
     "tiktoken~=0.7.0"
 ]
@@ -60,7 +60,7 @@ pandas = [
 openpyxl = [
     "openpyxl>=3.1.5",
 ]
-mem0 = ["mem0ai>=0.1.94"]
+mem0 = ["mem0ai>=0.1.29"]
 docling = [
     "docling>=2.12.0",
 ]

src/crewai/agent.py

@@ -17,6 +17,7 @@ from crewai.security import Fingerprint
 from crewai.task import Task
 from crewai.tools import BaseTool
 from crewai.tools.agent_tools.agent_tools import AgentTools
+from crewai.tools.structured_tool import CrewStructuredTool
 from crewai.utilities import Converter, Prompts
 from crewai.utilities.agent_utils import (
     get_tool_names,
@@ -185,7 +186,7 @@ class Agent(BaseAgent):
         self,
         task: Task,
         context: Optional[str] = None,
-        tools: Optional[List[BaseTool]] = None
+        tools: Optional[List[Union[BaseTool, CrewStructuredTool]]] = None
     ) -> str:
         """Execute a task with the agent.
 
@@ -406,14 +407,14 @@ class Agent(BaseAgent):
         )["output"]
 
     def create_agent_executor(
-        self, tools: Optional[List[BaseTool]] = None, task=None
+        self, tools: Optional[List[Union[BaseTool, CrewStructuredTool]]] = None, task=None
     ) -> None:
         """Create an agent executor for the agent.
 
         Returns:
             An instance of the CrewAgentExecutor class.
         """
-        raw_tools: List[BaseTool] = tools or self.tools or []
+        raw_tools: List[Union[BaseTool, CrewStructuredTool]] = tools or self.tools or []
         parsed_tools = parse_tools(raw_tools)
 
         prompt = Prompts(

src/crewai/agents/agent_adapters/langgraph/__init__.py

@@ -1 +0,0 @@
-"""LangGraph adapter for crewAI."""

src/crewai/agents/agent_adapters/openai_agents/__init__.py

@@ -1 +0,0 @@
-"""OpenAI agent adapters for crewAI."""

src/crewai/cli/templates/crew/pyproject.toml

@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
 authors = [{ name = "Your Name", email = "you@example.com" }]
 requires-python = ">=3.10,<3.13"
 dependencies = [
-    "crewai[tools]>=0.117.1,<1.0.0"
+    "crewai[tools]>=0.117.0,<1.0.0"
 ]
 
 [project.scripts]

src/crewai/cli/templates/flow/crews/poem_crew/__init__.py

@@ -1 +0,0 @@
-"""Poem crew template."""

src/crewai/cli/templates/flow/pyproject.toml

@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
 authors = [{ name = "Your Name", email = "you@example.com" }]
 requires-python = ">=3.10,<3.13"
 dependencies = [
-    "crewai[tools]>=0.117.1,<1.0.0",
+    "crewai[tools]>=0.117.0,<1.0.0",
 ]
 
 [project.scripts]

src/crewai/cli/templates/tool/pyproject.toml

@@ -5,7 +5,7 @@ description = "Power up your crews with {{folder_name}}"
 readme = "README.md"
 requires-python = ">=3.10,<3.13"
 dependencies = [
-    "crewai[tools]>=0.117.1"
+    "crewai[tools]>=0.117.0"
 ]
 
 [tool.crewai]

src/crewai/knowledge/utils/__init__.py

@@ -1 +0,0 @@
-"""Knowledge utilities for crewAI."""

src/crewai/llm.py

@@ -204,8 +204,6 @@ LLM_CONTEXT_WINDOW_SIZES = {
 DEFAULT_CONTEXT_WINDOW_SIZE = 8192
 CONTEXT_WINDOW_USAGE_RATIO = 0.75
 
-OPENROUTER_PROVIDER = "openrouter"
-
 
 @contextmanager
 def suppress_warnings():
@@ -272,41 +270,8 @@ class LLM(BaseLLM):
         callbacks: List[Any] = [],
         reasoning_effort: Optional[Literal["none", "low", "medium", "high"]] = None,
         stream: bool = False,
-        force_structured_output: bool = False,
         **kwargs,
     ):
-        """Initialize an LLM instance.
-
-        Args:
-            model: The language model to use.
-            timeout: The request timeout in seconds.
-            temperature: The temperature to use for sampling.
-            top_p: The cumulative probability for top-p sampling.
-            n: The number of completions to generate.
-            stop: A list of strings to stop generation when encountered.
-            max_completion_tokens: The maximum number of tokens to generate.
-            max_tokens: Alias for max_completion_tokens.
-            presence_penalty: The presence penalty to use.
-            frequency_penalty: The frequency penalty to use.
-            logit_bias: The logit bias to use.
-            response_format: The format to return the response in.
-            seed: The random seed to use.
-            logprobs: Whether to return log probabilities.
-            top_logprobs: Whether to return the top log probabilities.
-            base_url: The base URL to use.
-            api_base: Alias for base_url.
-            api_version: The API version to use.
-            api_key: The API key to use.
-            callbacks: A list of callbacks to use.
-            reasoning_effort: The reasoning effort to use (e.g., "low", "medium", "high").
-            stream: Whether to stream the response.
-            force_structured_output: When True and using OpenRouter provider, bypasses
-                response schema validation. Use with caution as it may lead to runtime
-                errors if the model doesn't actually support structured outputs.
-                Only use this if you're certain the model supports the expected format.
-                Defaults to False.
-            **kwargs: Additional parameters to pass to the LLM.
-        """
         self.model = model
         self.timeout = timeout
         self.temperature = temperature
@@ -331,7 +296,6 @@ class LLM(BaseLLM):
         self.additional_params = kwargs
         self.is_anthropic = self._is_anthropic_model(model)
         self.stream = stream
-        self.force_structured_output = force_structured_output
 
         litellm.drop_params = True
 
@@ -1027,32 +991,14 @@ class LLM(BaseLLM):
           - "gemini/gemini-1.5-pro" yields "gemini"
           - If no slash is present, "openai" is assumed.
         """
-        if self.response_format is None:
-            return
-            
         provider = self._get_custom_llm_provider()
-        
-        # Check if we're bypassing validation for OpenRouter
-        is_openrouter = provider and provider.lower() == OPENROUTER_PROVIDER.lower()
-        is_openrouter_bypass = is_openrouter and self.force_structured_output
-        
-        # Check if the model supports response schema
-        is_schema_supported = supports_response_schema(
+        if self.response_format is not None and not supports_response_schema(
             model=self.model,
             custom_llm_provider=provider,
-        )
-        
-        if is_openrouter_bypass:
-            print(
-                f"Warning: Forcing structured output for OpenRouter model {self.model}. "
-                "Please ensure the model supports the expected response format."
-            )
-        
-        if not (is_schema_supported or is_openrouter_bypass):
+        ):
             raise ValueError(
                 f"The model {self.model} does not support response_format for provider '{provider}'. "
-                f"Please remove response_format, use a supported model, or if you're using an "
-                f"OpenRouter model that supports structured output, set force_structured_output=True."
+                "Please remove response_format or use a supported model."
             )
 
     def supports_function_calling(self) -> bool:

src/crewai/llms/__init__.py

@@ -1 +0,0 @@
-"""LLM implementations for crewAI."""

src/crewai/llms/third_party/__init__.py

@@ -1 +0,0 @@
-"""Third-party LLM implementations for crewAI."""

src/crewai/memory/storage/__init__.py

@@ -1 +0,0 @@
-"""Memory storage implementations for crewAI."""

src/crewai/memory/storage/mem0_storage.py

@@ -88,9 +88,7 @@ class Mem0Storage(Storage):
             }
 
         if params:
-            if isinstance(self.memory, MemoryClient):
-                params["output_format"] = "v1.1"
-            self.memory.add(value, **params)
+            self.memory.add(value, **params | {"output_format": "v1.1"})
 
     def search(
         self,
@@ -98,7 +96,7 @@ class Mem0Storage(Storage):
         limit: int = 3,
         score_threshold: float = 0.35,
     ) -> List[Any]:
-        params = {"query": query, "limit": limit, "output_format": "v1.1"}
+        params = {"query": query, "limit": limit}
         if user_id := self._get_user_id():
             params["user_id"] = user_id
 
@@ -118,11 +116,8 @@ class Mem0Storage(Storage):
 
         # Discard the filters for now since we create the filters
         # automatically when the crew is created.
-        if isinstance(self.memory, Memory):
-            del params["metadata"], params["output_format"]
-            
         results = self.memory.search(**params)
-        return [r for r in results["results"] if r["score"] >= score_threshold]
+        return [r for r in results if r["score"] >= score_threshold]
 
     def _get_user_id(self) -> str:
         return self._get_config().get("user_id", "")

src/crewai/project/crew_base.py

@@ -8,6 +8,8 @@ from dotenv import load_dotenv
 
 load_dotenv()
 
+logging.basicConfig(level=logging.WARNING)
+
 T = TypeVar("T", bound=type)
 
 """Base decorator for creating crew classes with configuration and function management."""

src/crewai/task.py

@@ -40,6 +40,7 @@ from crewai.tasks.guardrail_result import GuardrailResult
 from crewai.tasks.output_format import OutputFormat
 from crewai.tasks.task_output import TaskOutput
 from crewai.tools.base_tool import BaseTool
+from crewai.tools.structured_tool import CrewStructuredTool
 from crewai.utilities.config import process_config
 from crewai.utilities.converter import Converter, convert_to_model
 from crewai.utilities.events import (
@@ -72,7 +73,11 @@ class Task(BaseModel):
         security_config: Security configuration including fingerprinting.
         tools: List of tools/resources limited for task execution.
     """
-
+    
+    model_config = {
+        "arbitrary_types_allowed": True,
+    }
+    
     __hash__ = object.__hash__  # type: ignore
     logger: ClassVar[logging.Logger] = logging.getLogger(__name__)
     used_tools: int = 0
@@ -118,7 +123,7 @@ class Task(BaseModel):
     output: Optional[TaskOutput] = Field(
         description="Task output, it's final result after being executed", default=None
     )
-    tools: Optional[List[BaseTool]] = Field(
+    tools: Optional[List[Union[BaseTool, CrewStructuredTool]]] = Field(
         default_factory=list,
         description="Tools the agent is limited to use for this task.",
     )

src/crewai/tools/agent_tools/__init__.py

@@ -1 +0,0 @@
-"""Agent tools for crewAI."""

src/crewai/utilities/agent_utils.py

@@ -21,15 +21,17 @@ from crewai.utilities.exceptions.context_window_exceeding_exception import (
 )
 
 
-def parse_tools(tools: List[BaseTool]) -> List[CrewStructuredTool]:
+def parse_tools(tools: List[Union[BaseTool, CrewStructuredTool]]) -> List[CrewStructuredTool]:
     """Parse tools to be used for the task."""
     tools_list = []
 
     for tool in tools:
         if isinstance(tool, CrewAITool):
             tools_list.append(tool.to_structured_tool())
+        elif isinstance(tool, CrewStructuredTool):
+            tools_list.append(tool)
         else:
-            raise ValueError("Tool is not a CrewStructuredTool or BaseTool")
+            raise ValueError("Tool must be an instance of BaseTool or CrewStructuredTool")
 
     return tools_list
 

src/crewai/utilities/evaluators/__init__.py

@@ -1 +0,0 @@
-"""Evaluators for crewAI."""

src/crewai/utilities/events/utils/__init__.py

@@ -1 +0,0 @@
-"""Event utilities for crewAI."""

src/crewai/utilities/exceptions/__init__.py

@@ -1 +0,0 @@
-"""Exceptions for crewAI."""

src/crewai/utilities/prompts.py

@@ -54,12 +54,10 @@ class Prompts(BaseModel):
         response_template=None,
     ) -> str:
         """Constructs a prompt string from specified components."""
-        if not system_template or not prompt_template:
-            # If any of the required templates are missing, fall back to the default format
+        if not system_template and not prompt_template:
             prompt_parts = [self.i18n.slice(component) for component in components]
             prompt = "".join(prompt_parts)
         else:
-            # All templates are provided, use them
             prompt_parts = [
                 self.i18n.slice(component)
                 for component in components
@@ -69,12 +67,8 @@ class Prompts(BaseModel):
             prompt = prompt_template.replace(
                 "{{ .Prompt }}", "".join(self.i18n.slice("task"))
             )
-            # Handle missing response_template
-            if response_template:
-                response = response_template.split("{{ .Response }}")[0]
-                prompt = f"{system}\n{prompt}\n{response}"
-            else:
-                prompt = f"{system}\n{prompt}"
+            response = response_template.split("{{ .Response }}")[0]
+            prompt = f"{system}\n{prompt}\n{response}"
 
         prompt = (
             prompt.replace("{goal}", self.agent.goal)

tests/agent_test.py

@@ -72,54 +72,9 @@ def test_agent_creation():
     assert agent.role == "test role"
     assert agent.goal == "test goal"
     assert agent.backstory == "test backstory"
-
-def test_agent_with_only_system_template():
-    """Test that an agent with only system_template works without errors."""
-    agent = Agent(
-        role="Test Role",
-        goal="Test Goal",
-        backstory="Test Backstory",
-        allow_delegation=False,
-        system_template="You are a test agent...",
-        # prompt_template is intentionally missing
-    )
-
-    assert agent.role == "Test Role"
-    assert agent.goal == "Test Goal"
-    assert agent.backstory == "Test Backstory"
-
-def test_agent_with_only_prompt_template():
-    """Test that an agent with only system_template works without errors."""
-    agent = Agent(
-        role="Test Role",
-        goal="Test Goal",
-        backstory="Test Backstory",
-        allow_delegation=False,
-        prompt_template="You are a test agent...",
-        # prompt_template is intentionally missing
-    )
-
-    assert agent.role == "Test Role"
-    assert agent.goal == "Test Goal"
-    assert agent.backstory == "Test Backstory"
+    assert agent.tools == []
 
 
-def test_agent_with_missing_response_template():
-    """Test that an agent with system_template and prompt_template but no response_template works without errors."""
-    agent = Agent(
-        role="Test Role",
-        goal="Test Goal",
-        backstory="Test Backstory",
-        allow_delegation=False,
-        system_template="You are a test agent...",
-        prompt_template="This is a test prompt...",
-        # response_template is intentionally missing
-    )
-
-    assert agent.role == "Test Role"
-    assert agent.goal == "Test Goal"
-    assert agent.backstory == "Test Backstory"
-    
 def test_agent_default_values():
     agent = Agent(role="test role", goal="test goal", backstory="test backstory")
     assert agent.llm.model == "gpt-4o-mini"

tests/agents/agent_adapters/__init__.py

@@ -1 +0,0 @@
-"""Tests for agent adapters."""

tests/agents/agent_builder/__init__.py

@@ -1 +0,0 @@
-"""Tests for agent builder."""

tests/cli/deploy/__init__.py

@@ -1 +0,0 @@
-"""Tests for CLI deploy."""

tests/llm_test.py

@@ -256,56 +256,6 @@ def test_validate_call_params_no_response_format():
     llm._validate_call_params()
 
 
-def test_validate_call_params_openrouter_force_structured_output():
-    """
-    Test that force_structured_output parameter allows bypassing response schema
-    validation for OpenRouter models.
-    """
-    class DummyResponse(BaseModel):
-        a: int
-
-    # Test with OpenRouter and force_structured_output=True
-    llm = LLM(
-        model="openrouter/deepseek/deepseek-chat",
-        response_format=DummyResponse,
-        force_structured_output=True
-    )
-    # Should not raise any error with force_structured_output=True
-    llm._validate_call_params()
-
-    # Test with OpenRouter and force_structured_output=False (default)
-    # Patch supports_response_schema to simulate an unsupported model.
-    with patch("crewai.llm.supports_response_schema", return_value=False):
-        llm = LLM(
-            model="openrouter/deepseek/deepseek-chat",
-            response_format=DummyResponse,
-            force_structured_output=False
-        )
-        with pytest.raises(ValueError) as excinfo:
-            llm._validate_call_params()
-        assert "does not support response_format" in str(excinfo.value)
-
-
-def test_force_structured_output_bypasses_only_openrouter():
-    """
-    Test that force_structured_output parameter only bypasses validation for
-    OpenRouter models and not for other providers.
-    """
-    class DummyResponse(BaseModel):
-        a: int
-
-    # Test with non-OpenRouter provider and force_structured_output=True
-    with patch("crewai.llm.supports_response_schema", return_value=False):
-        llm = LLM(
-            model="otherprovider/model-name",
-            response_format=DummyResponse,
-            force_structured_output=True
-        )
-        with pytest.raises(ValueError) as excinfo:
-            llm._validate_call_params()
-        assert "does not support response_format" in str(excinfo.value)
-
-
 @pytest.mark.vcr(filter_headers=["authorization"], filter_query_parameters=["key"])
 @pytest.mark.parametrize(
     "model",

tests/memory/__init__.py

@@ -1 +0,0 @@
-"""Tests for memory."""

tests/memory/user_memory_test.py

@@ -1,3 +1,4 @@
+
 from unittest.mock import MagicMock, patch
 
 import pytest
@@ -64,4 +65,4 @@ def test_save_and_search(user_memory):
     with patch.object(UserMemory, 'search', return_value=expected_result) as mock_search:
         find = UserMemory.search("test value", score_threshold=0.01)[0]
         mock_search.assert_called_once_with("test value", score_threshold=0.01)
-        assert find == expected_result[0]
+        assert find == expected_result[0]

tests/storage/__init__.py

@@ -1 +0,0 @@
-"""Tests for storage."""

tests/storage/test_mem0_storage.py

@@ -15,7 +15,6 @@ from crewai.task import Task
 class MockCrew:
     def __init__(self, memory_config):
         self.memory_config = memory_config
-        self.agents = [MagicMock(role="Test Agent")]
 
 
 @pytest.fixture
@@ -108,13 +107,11 @@ def mem0_storage_with_memory_client_using_config_from_crew(mock_mem0_memory_clie
 
 
 @pytest.fixture
-def mem0_storage_with_memory_client_using_explictly_config(mock_mem0_memory_client, mock_mem0_memory):
+def mem0_storage_with_memory_client_using_explictly_config(mock_mem0_memory_client):
     """Fixture to create a Mem0Storage instance with mocked dependencies"""
 
-    # We need to patch both MemoryClient and Memory to prevent actual initialization
-    with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client), \
-         patch.object(Memory, "__new__", return_value=mock_mem0_memory):
-
+    # We need to patch the MemoryClient before it's instantiated
+    with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client):
         crew = MockCrew(
             memory_config={
                 "provider": "mem0",
@@ -158,82 +155,3 @@ def test_mem0_storage_with_explict_config(
         mem0_storage_with_memory_client_using_explictly_config.memory_config
         == expected_config
     )
-
-
-def test_save_method_with_memory_oss(mem0_storage_with_mocked_config):
-    """Test save method for different memory types"""
-    mem0_storage, _, _ = mem0_storage_with_mocked_config
-    mem0_storage.memory.add = MagicMock()
-    
-    # Test short_term memory type (already set in fixture)
-    test_value = "This is a test memory"
-    test_metadata = {"key": "value"}
-    
-    mem0_storage.save(test_value, test_metadata)
-    
-    mem0_storage.memory.add.assert_called_once_with(
-        test_value,
-        agent_id="Test_Agent",
-        infer=False,
-        metadata={"type": "short_term", "key": "value"},
-    )
-
-
-def test_save_method_with_memory_client(mem0_storage_with_memory_client_using_config_from_crew):
-    """Test save method for different memory types"""
-    mem0_storage = mem0_storage_with_memory_client_using_config_from_crew
-    mem0_storage.memory.add = MagicMock()
-    
-    # Test short_term memory type (already set in fixture)
-    test_value = "This is a test memory"
-    test_metadata = {"key": "value"}
-    
-    mem0_storage.save(test_value, test_metadata)
-    
-    mem0_storage.memory.add.assert_called_once_with(
-        test_value,
-        agent_id="Test_Agent",
-        infer=False,
-        metadata={"type": "short_term", "key": "value"},
-        output_format="v1.1"
-    )
-
-
-def test_search_method_with_memory_oss(mem0_storage_with_mocked_config):
-    """Test search method for different memory types"""
-    mem0_storage, _, _ = mem0_storage_with_mocked_config
-    mock_results = {"results": [{"score": 0.9, "content": "Result 1"}, {"score": 0.4, "content": "Result 2"}]}
-    mem0_storage.memory.search = MagicMock(return_value=mock_results)
-
-    results = mem0_storage.search("test query", limit=5, score_threshold=0.5)
-
-    mem0_storage.memory.search.assert_called_once_with(
-        query="test query", 
-        limit=5, 
-        agent_id="Test_Agent",
-        user_id="test_user"
-    )
-
-    assert len(results) == 1
-    assert results[0]["content"] == "Result 1"
-
-
-def test_search_method_with_memory_client(mem0_storage_with_memory_client_using_config_from_crew):
-    """Test search method for different memory types"""
-    mem0_storage = mem0_storage_with_memory_client_using_config_from_crew
-    mock_results = {"results": [{"score": 0.9, "content": "Result 1"}, {"score": 0.4, "content": "Result 2"}]}
-    mem0_storage.memory.search = MagicMock(return_value=mock_results)
-
-    results = mem0_storage.search("test query", limit=5, score_threshold=0.5)
-
-    mem0_storage.memory.search.assert_called_once_with(
-        query="test query", 
-        limit=5, 
-        agent_id="Test_Agent", 
-        metadata={"type": "short_term"},
-        user_id="test_user",
-        output_format='v1.1'
-    )
-
-    assert len(results) == 1
-    assert results[0]["content"] == "Result 1"

tests/tools/__init__.py

@@ -1 +0,0 @@
-"""Tests for tools."""

tests/tools/test_task_with_structured_tool.py

@@ -0,0 +1,62 @@
+import pytest
+from pydantic import BaseModel, Field
+
+from crewai.task import Task
+from crewai.tools.structured_tool import CrewStructuredTool
+
+
+@pytest.fixture
+def simple_tool_function():
+    def test_func(param1: str, param2: int = 0) -> str:
+        """Test function with basic params."""
+        return f"{param1} {param2}"
+
+    return test_func
+
+
+def test_task_with_structured_tool(simple_tool_function):
+    """Test that CrewStructuredTool can be used directly with Task."""
+    tool = CrewStructuredTool.from_function(
+        func=simple_tool_function,
+        name="test_tool",
+        description="Test tool description"
+    )
+    
+    task = Task(
+        description="Test task description",
+        expected_output="Expected output",
+        tools=[tool]
+    )
+    
+    assert len(task.tools) == 1
+    assert task.tools[0] == tool
+
+
+def test_mixed_tool_types(simple_tool_function):
+    """Test that both BaseTool and CrewStructuredTool can be used together with Task."""
+    from crewai.tools import BaseTool
+    
+    structured_tool = CrewStructuredTool.from_function(
+        func=simple_tool_function,
+        name="structured_tool",
+        description="Structured tool description"
+    )
+    
+    class TestBaseTool(BaseTool):
+        name: str = "base_tool"
+        description: str = "Base tool description"
+        
+        def _run(self, query: str) -> str:
+            return f"Result for {query}"
+    
+    base_tool = TestBaseTool()
+    
+    task = Task(
+        description="Test task description",
+        expected_output="Expected output",
+        tools=[structured_tool, base_tool]
+    )
+    
+    assert len(task.tools) == 2
+    assert task.tools[0] == structured_tool
+    assert isinstance(task.tools[1], BaseTool)

tests/utilities/__init__.py

@@ -1 +0,0 @@
-"""Tests for utilities."""

tests/utilities/evaluators/__init__.py

@@ -1 +0,0 @@
-"""Tests for evaluators."""

tests/utilities/events/__init__.py

@@ -1 +0,0 @@
-"""Tests for events."""

uv.lock

@@ -73,78 +73,6 @@ resolution-markers = [
     "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
     "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
     "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version < '3.11' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform == 'darwin'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform == 'darwin'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version < '3.11' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version < '3.11' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform == 'darwin'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform == 'darwin'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version < '3.11' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version < '3.11' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version < '3.11' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version < '3.11' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version < '3.11' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version == '3.11.*' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform == 'darwin'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform == 'darwin'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform == 'darwin'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform == 'darwin'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version == '3.11.*' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version == '3.11.*' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform == 'darwin'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform == 'darwin'",
-    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform == 'darwin'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform == 'darwin'",
-    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version >= '3.12.4' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform == 'darwin'",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform == 'darwin'",
-    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version >= '3.12.4' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform == 'darwin'",
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-    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12.4' and platform_python_implementation == 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12.4' and platform_python_implementation == 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
 ]
 
 [[package]]
@@ -826,7 +754,7 @@ requires-dist = [
     { name = "blinker", specifier = ">=1.9.0" },
     { name = "chromadb", specifier = ">=0.5.23" },
     { name = "click", specifier = ">=8.1.7" },
-    { name = "crewai-tools", marker = "extra == 'tools'", specifier = "~=0.42.2" },
+    { name = "crewai-tools", marker = "extra == 'tools'", specifier = "~=0.42.0" },
     { name = "docling", marker = "extra == 'docling'", specifier = ">=2.12.0" },
     { name = "fastembed", marker = "extra == 'fastembed'", specifier = ">=0.4.1" },
     { name = "instructor", specifier = ">=1.3.3" },
@@ -834,7 +762,7 @@ requires-dist = [
     { name = "json5", specifier = ">=0.10.0" },
     { name = "jsonref", specifier = ">=1.1.0" },
     { name = "litellm", specifier = "==1.67.2" },
-    { name = "mem0ai", marker = "extra == 'mem0'", specifier = ">=0.1.94" },
+    { name = "mem0ai", marker = "extra == 'mem0'", specifier = ">=0.1.29" },
     { name = "openai", specifier = ">=1.13.3" },
     { name = "openpyxl", specifier = ">=3.1.5" },
     { name = "openpyxl", marker = "extra == 'openpyxl'", specifier = ">=3.1.5" },
@@ -875,7 +803,7 @@ dev = [
 
 [[package]]
 name = "crewai-tools"
-version = "0.42.2"
+version = "0.42.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "chromadb" },
@@ -890,9 +818,9 @@ dependencies = [
     { name = "pytube" },
     { name = "requests" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/17/34/9e63e2db53d8f5c30353f271a3240687a48e55204bbd176a057c0b7658c8/crewai_tools-0.42.2.tar.gz", hash = "sha256:69365ffb168cccfea970e09b308905aa5007cfec60024d731ffac1362a0153c0", size = 754967 }
+sdist = { url = "https://files.pythonhosted.org/packages/c2/dc/94e9cdf83f1ac699855ee0624451e68bb00c217e55edd2fa2200de9a7ba4/crewai_tools-0.42.0.tar.gz", hash = "sha256:cf66d48e5a46ecc0964b60bf985f84c5ae4a0a82c4fe35326d5f706fc4020f71", size = 754588 }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/ed/2b/2245ee519a7c96988c27d65eb224023d9c204101eea44763e3297d3ba01a/crewai_tools-0.42.0-py3-none-any.whl", hash = "sha256:ee095d5366b96ee1ad2558e350abda098065c20d24afd6afe0e49baaa5a371b7", size = 583065 },
 ]
 
 [[package]]
@@ -2398,9 +2326,9 @@ dependencies = [
     { name = "tiktoken" },
     { name = "tokenizers" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a7/61/b974067af7908f19a0391ebda0ebfdff376eb9314c28578a9e60b0b381a7/litellm-1.67.2.tar.gz", hash = "sha256:9e108827bff16af04fd4c35b0c1a1d6c7746c96db3870189a60141d449797487", size = 7257152 }
+sdist = { url = "https://files.pythonhosted.org/packages/a7/61/b974067af7908f19a0391ebda0ebfdff376eb9314c28578a9e60b0b381a7/litellm-1.67.2.tar.gz", hash = "sha256:9e108827bff16af04fd4c35b0c1a1d6c7746c96db3870189a60141d449797487", size = 7257152, upload_time = "2025-04-24T05:09:40.762Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/c2/7f/1a7750bf49ff096ec8d924059a1daea7d98dc065a13294a849178a678c02/litellm-1.67.2-py3-none-any.whl", hash = "sha256:32df4d17b3ead17d04793311858965e41e83a7bdf9bd661895c0e6bc9c78dc8b", size = 7626920, upload_time = "2025-04-24T05:09:37.5Z" },
 ]
 
 [[package]]
@@ -2596,20 +2524,19 @@ wheels = [
 
 [[package]]
 name = "mem0ai"
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