docs: update multimodal agents guide and mint.json configuration

Co-authored-by: Brandon Hancock (bhancock_ai) <109994880+bhancockio@users.noreply.github.com>

docs/how-to/multimodal-agents.mdx

@@ -1,14 +1,14 @@
 ---
 title: Using Multimodal Agents
 description: Learn how to enable and use multimodal capabilities in your agents for processing images and other non-text content within the CrewAI framework.
-icon: image
+icon: video
 ---
 
-# Using Multimodal Agents
+## Using Multimodal Agents
 
 CrewAI supports multimodal agents that can process both text and non-text content like images. This guide will show you how to enable and use multimodal capabilities in your agents.
 
-## Enabling Multimodal Capabilities
+### Enabling Multimodal Capabilities
 
 To create a multimodal agent, simply set the `multimodal` parameter to `True` when initializing your agent:
 
@@ -25,7 +25,7 @@ agent = Agent(
 
 When you set `multimodal=True`, the agent is automatically configured with the necessary tools for handling non-text content, including the `AddImageTool`.
 
-## Working with Images
+### Working with Images
 
 The multimodal agent comes pre-configured with the `AddImageTool`, which allows it to process images. You don't need to manually add this tool - it's automatically included when you enable multimodal capabilities.
 
@@ -108,7 +108,7 @@ The multimodal agent will automatically handle the image processing through its
 - Process image content with optional context or specific questions
 - Provide analysis and insights based on the visual information and task requirements
 
-## Best Practices
+### Best Practices
 
 When working with multimodal agents, keep these best practices in mind:
 

docs/mint.json

@@ -91,6 +91,7 @@
         "how-to/custom-manager-agent",
         "how-to/llm-connections",
         "how-to/customizing-agents",
+        "how-to/multimodal-agents",
         "how-to/coding-agents",
         "how-to/force-tool-output-as-result",
         "how-to/human-input-on-execution",

src/crewai/crew.py

@@ -513,6 +513,8 @@ class Crew(BaseModel):
         inputs: Optional[Dict[str, Any]] = None,
     ) -> CrewOutput:
         for before_callback in self.before_kickoff_callbacks:
+            if inputs is None:
+                inputs = {}
             inputs = before_callback(inputs)
 
         """Starts the crew to work on its assigned tasks."""
@@ -674,6 +676,7 @@ class Crew(BaseModel):
         else:
             self.manager_llm = (
                 getattr(self.manager_llm, "model_name", None)
+                or getattr(self.manager_llm, "model", None)
                 or getattr(self.manager_llm, "deployment_name", None)
                 or self.manager_llm
             )

src/crewai/project/crew_base.py

@@ -1,4 +1,5 @@
 import inspect
+import logging
 from pathlib import Path
 from typing import Any, Callable, Dict, TypeVar, cast
 
@@ -7,12 +8,16 @@ 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."""
 
+
 def CrewBase(cls: T) -> T:
     """Wraps a class with crew functionality and configuration management."""
+
     class WrappedClass(cls):  # type: ignore
         is_crew_class: bool = True  # type: ignore
 
@@ -26,16 +31,9 @@ def CrewBase(cls: T) -> T:
 
         def __init__(self, *args, **kwargs):
             super().__init__(*args, **kwargs)
-
-            agents_config_path = self.base_directory / self.original_agents_config_path
-            tasks_config_path = self.base_directory / self.original_tasks_config_path
-
-            self.agents_config = self.load_yaml(agents_config_path)
-            self.tasks_config = self.load_yaml(tasks_config_path)
-
+            self.load_configurations()
             self.map_all_agent_variables()
             self.map_all_task_variables()
-
             # Preserve all decorated functions
             self._original_functions = {
                 name: method
@@ -51,7 +49,6 @@ def CrewBase(cls: T) -> T:
                     ]
                 )
             }
-
             # Store specific function types
             self._original_tasks = self._filter_functions(
                 self._original_functions, "is_task"
@@ -69,6 +66,44 @@ def CrewBase(cls: T) -> T:
                 self._original_functions, "is_kickoff"
             )
 
+        def load_configurations(self):
+            """Load agent and task configurations from YAML files."""
+            if isinstance(self.original_agents_config_path, str):
+                agents_config_path = (
+                    self.base_directory / self.original_agents_config_path
+                )
+                try:
+                    self.agents_config = self.load_yaml(agents_config_path)
+                except FileNotFoundError:
+                    logging.warning(
+                        f"Agent config file not found at {agents_config_path}. "
+                        "Proceeding with empty agent configurations."
+                    )
+                    self.agents_config = {}
+            else:
+                logging.warning(
+                    "No agent configuration path provided. Proceeding with empty agent configurations."
+                )
+                self.agents_config = {}
+
+            if isinstance(self.original_tasks_config_path, str):
+                tasks_config_path = (
+                    self.base_directory / self.original_tasks_config_path
+                )
+                try:
+                    self.tasks_config = self.load_yaml(tasks_config_path)
+                except FileNotFoundError:
+                    logging.warning(
+                        f"Task config file not found at {tasks_config_path}. "
+                        "Proceeding with empty task configurations."
+                    )
+                    self.tasks_config = {}
+            else:
+                logging.warning(
+                    "No task configuration path provided. Proceeding with empty task configurations."
+                )
+                self.tasks_config = {}
+
         @staticmethod
         def load_yaml(config_path: Path):
             try:

src/crewai/translations/en.json

@@ -43,7 +43,7 @@
     "ask_question": "Ask a specific question to one of the following coworkers: {coworkers}\nThe input to this tool should be the coworker, the question you have for them, and ALL necessary context to ask the question properly, they know nothing about the question, so share absolute everything you know, don't reference things but instead explain them.",
     "add_image": {
       "name": "Add image to content",
-      "description": "See image to understand it's content, you can optionally ask a question about the image",
+      "description": "See image to understand its content, you can optionally ask a question about the image",
       "default_action": "Please provide a detailed description of this image, including all visual elements, context, and any notable details you can observe."
     }
   }

tests/cassettes/test_before_kickoff_callback.yaml

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tests/crew_test.py

@@ -16,6 +16,7 @@ from crewai.crew import Crew
 from crewai.crews.crew_output import CrewOutput
 from crewai.memory.contextual.contextual_memory import ContextualMemory
 from crewai.process import Process
+from crewai.project import crew
 from crewai.task import Task
 from crewai.tasks.conditional_task import ConditionalTask
 from crewai.tasks.output_format import OutputFormat
@@ -3474,3 +3475,119 @@ def test_crew_guardrail_feedback_in_context():
 
     # Verify task retry count
     assert task.retry_count == 1, "Task should have been retried once"
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_before_kickoff_callback():
+    from crewai.project import CrewBase, agent, before_kickoff, crew, task
+
+    @CrewBase
+    class TestCrewClass:
+        agents_config = None
+        tasks_config = None
+
+        def __init__(self):
+            self.inputs_modified = False
+
+        @before_kickoff
+        def modify_inputs(self, inputs):
+
+            self.inputs_modified = True
+            inputs["modified"] = True
+            return inputs
+
+        @agent
+        def my_agent(self):
+            return Agent(
+                role="Test Agent",
+                goal="Test agent goal",
+                backstory="Test agent backstory",
+            )
+
+        @task
+        def my_task(self):
+            task = Task(
+                description="Test task description",
+                expected_output="Test expected output",
+                agent=self.my_agent(),  # Use the agent instance
+            )
+            return task
+
+        @crew
+        def crew(self):
+            return Crew(agents=self.agents, tasks=self.tasks)
+
+    test_crew_instance = TestCrewClass()
+
+    crew = test_crew_instance.crew()
+
+    # Verify that the before_kickoff_callbacks are set
+    assert len(crew.before_kickoff_callbacks) == 1
+
+    # Prepare inputs
+    inputs = {"initial": True}
+
+    # Call kickoff
+    crew.kickoff(inputs=inputs)
+
+    # Check that the before_kickoff function was called and modified inputs
+    assert test_crew_instance.inputs_modified
+    assert inputs.get("modified") == True
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_before_kickoff_without_inputs():
+    from crewai.project import CrewBase, agent, before_kickoff, crew, task
+
+    @CrewBase
+    class TestCrewClass:
+        agents_config = None
+        tasks_config = None
+
+        def __init__(self):
+            self.inputs_modified = False
+            self.received_inputs = None
+
+        @before_kickoff
+        def modify_inputs(self, inputs):
+            self.inputs_modified = True
+            inputs["modified"] = True
+            self.received_inputs = inputs
+            return inputs
+
+        @agent
+        def my_agent(self):
+            return Agent(
+                role="Test Agent",
+                goal="Test agent goal",
+                backstory="Test agent backstory",
+            )
+
+        @task
+        def my_task(self):
+            return Task(
+                description="Test task description",
+                expected_output="Test expected output",
+                agent=self.my_agent(),
+            )
+
+        @crew
+        def crew(self):
+            return Crew(agents=self.agents, tasks=self.tasks)
+
+    # Instantiate the class
+    test_crew_instance = TestCrewClass()
+    # Build the crew
+    crew = test_crew_instance.crew()
+    # Verify that the before_kickoff_callback is registered
+    assert len(crew.before_kickoff_callbacks) == 1
+
+    # Call kickoff without passing inputs
+    output = crew.kickoff()
+
+    # Check that the before_kickoff function was called
+    assert test_crew_instance.inputs_modified
+
+    # Verify that the inputs were initialized and modified inside the before_kickoff method
+    assert test_crew_instance.received_inputs is not None
+    assert test_crew_instance.received_inputs.get("modified") is True