Address PR feedback: Add validation, refactor code duplication, enhance tests

- Add regex pattern validation for execution_image parameter
- Refactor get_code_execution_tools() to eliminate code duplication using tool_kwargs
- Add comprehensive tests for invalid Docker image format validation
- Add tests for various valid Docker image formats
- Update documentation with best practices section for custom Docker images
- Fix lint issues: remove unused imports and variables

Addresses feedback from joaomdmoura in PR #2934

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

docs/tools/ai-ml/codeinterpretertool.mdx

@@ -108,6 +108,30 @@ programmer_agent = Agent(
 )
 ```
 
+### Best Practices for Custom Docker Images
+
+When using custom Docker images for code execution, consider the following best practices:
+
+- **Use specific version tags**: Instead of `latest`, use specific version tags like `python:3.11-slim` for reproducible builds
+- **Security scanning**: Ensure your custom images are regularly scanned for security vulnerabilities
+- **Image size optimization**: Consider using slim or alpine variants to reduce image size and improve performance
+- **Pre-installed dependencies**: Include commonly used libraries in your custom image to avoid repeated installations
+- **Registry accessibility**: Ensure the Docker registry hosting your custom image is accessible from your execution environment
+
+Example with a custom image containing data science libraries:
+
+```python Code
+# Custom image with pre-installed data science packages
+data_scientist_agent = Agent(
+    role="Data Scientist",
+    goal="Analyze datasets and create visualizations",
+    backstory="Expert in data analysis with access to specialized tools",
+    allow_code_execution=True,
+    execution_image="my-registry.com/datascience:python3.11-pandas-numpy",
+    verbose=True,
+)
+```
+
 ### Enabling `unsafe_mode`
 
 ```python Code

src/crewai/agent.py

@@ -130,6 +130,7 @@ class Agent(BaseAgent):
     execution_image: Optional[str] = Field(
         default=None,
         description="Custom Docker image to use for code execution. If not specified, uses the default image.",
+        pattern=r"^[a-zA-Z0-9._/-]+(?::[a-zA-Z0-9._-]+)?$",
     )
     reasoning: bool = Field(
         default=False,
@@ -569,10 +570,10 @@ class Agent(BaseAgent):
             # Set the unsafe_mode based on the code_execution_mode attribute
             unsafe_mode = self.code_execution_mode == "unsafe"
             
+            tool_kwargs = {"unsafe_mode": unsafe_mode}
             if self.execution_image:
-                return [CodeInterpreterTool(unsafe_mode=unsafe_mode, default_image_tag=self.execution_image)]
-            else:
-                return [CodeInterpreterTool(unsafe_mode=unsafe_mode)]
+                tool_kwargs["default_image_tag"] = self.execution_image
+            return [CodeInterpreterTool(**tool_kwargs)]
         except ModuleNotFoundError:
             self._logger.log(
                 "info", "Coding tools not available. Install crewai_tools. "

tests/test_agent_custom_execution_image.py

@@ -1,6 +1,7 @@
 import pytest
-from unittest.mock import patch, MagicMock
+from unittest.mock import patch
 from crewai import Agent
+from pydantic import ValidationError
 
 
 def test_agent_with_custom_execution_image():
@@ -39,7 +40,7 @@ def test_get_code_execution_tools_with_custom_image(mock_code_interpreter):
         execution_image="my-custom-image:latest"
     )
     
-    tools = agent.get_code_execution_tools()
+    agent.get_code_execution_tools()
     
     mock_code_interpreter.assert_called_once_with(
         unsafe_mode=False,
@@ -57,7 +58,7 @@ def test_get_code_execution_tools_without_custom_image(mock_code_interpreter):
         allow_code_execution=True
     )
     
-    tools = agent.get_code_execution_tools()
+    agent.get_code_execution_tools()
     
     mock_code_interpreter.assert_called_once_with(unsafe_mode=False)
 
@@ -74,9 +75,44 @@ def test_get_code_execution_tools_with_unsafe_mode_and_custom_image(mock_code_in
         execution_image="my-custom-image:latest"
     )
     
-    tools = agent.get_code_execution_tools()
+    agent.get_code_execution_tools()
     
     mock_code_interpreter.assert_called_once_with(
         unsafe_mode=True,
         default_image_tag="my-custom-image:latest"
     )
+
+
+def test_agent_with_invalid_execution_image():
+    """Test that Agent validates execution image format."""
+    with pytest.raises(ValidationError, match="String should match pattern"):
+        Agent(
+            role="Test Agent",
+            goal="Test goal",
+            backstory="Test backstory",
+            allow_code_execution=True,
+            execution_image="invalid@@image"
+        )
+
+
+def test_agent_with_valid_execution_image_formats():
+    """Test that Agent accepts various valid Docker image formats."""
+    valid_images = [
+        "python:3.11",
+        "python:3.11-slim",
+        "registry.example.com/python:3.11",
+        "my-registry.com:5000/python:latest",
+        "python",
+        "ubuntu:20.04",
+        "gcr.io/project/image:tag"
+    ]
+    
+    for image in valid_images:
+        agent = Agent(
+            role="Test Agent",
+            goal="Test goal",
+            backstory="Test backstory",
+            allow_code_execution=True,
+            execution_image=image
+        )
+        assert agent.execution_image == image

tests/test_custom_execution_image_integration.py

@@ -1,4 +1,3 @@
-import pytest
 from unittest.mock import patch, MagicMock
 from crewai import Agent, Task, Crew
 
@@ -28,7 +27,7 @@ def test_crew_with_custom_execution_image_integration(mock_code_interpreter_clas
         tasks=[task]
     )
     
-    tools = crew._prepare_tools(task, agent)
+    crew._prepare_tools(task, agent)
     
     mock_code_interpreter_class.assert_called_with(
         unsafe_mode=False,