AI Analysis
The package shows low risks across all categories, with only minor concerns about metadata and obfuscation which are not indicative of malicious behavior.
- Low network and shell execution risks
- No evidence of credential harvesting
- Observed obfuscation is benign
Per-check LLM notes
- Network: No network calls detected, which is normal for packages that do not require online services.
- Shell: No shell execution patterns detected, indicating the package does not execute system commands.
- Obfuscation: The observed patterns are likely related to base64 decoding for deserialization purposes and not indicative of malicious obfuscation.
- Credentials: No suspicious patterns indicating credential harvesting were found.
- Metadata: The maintainer's author information is incomplete, suggesting a potentially less experienced or less reputable maintainer.
Package Quality Overall: Medium (7.0/10)
Test suite present β 4 test file(s) found
Test runner config found: conftest.py4 test file(s) detected (e.g. conftest.py)
Some documentation present
Detailed PyPI description (9613 chars)
No contributing guide or governance files found
Development Status classifier >= Beta
Partial type annotation coverage
Type checker (mypy / pyright / pytype) referenced in project316 type-annotated function signatures detected in source
Active multi-contributor project
35 unique contributor(s) across 100 commits in Azure/azure-sdk-for-pythonActive community β 5 or more distinct contributors
Heuristic Checks
No suspicious network call patterns found
Found 4 obfuscation pattern(s)
return attr return bytes(base64.b64decode(attr)) def _deserialize_bytes_base64(attr): if isinstace("_", "/") return bytes(base64.b64decode(encoded)) def _deserialize_duration(attr): if isinstan__path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore __path__ =) # type: ignore __path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore # coding=u
No shell execution patterns detected
No credential harvesting patterns detected
No typosquatting candidates detected
Email domain looks legitimate: microsoft.com> license-expression: mit
All external links appear legitimate
Repository Azure/azure-sdk-for-python appears legitimate
2 maintainer concern(s) found
Author name is missing or very shortAuthor "" appears to have only 1 package on PyPI (new or inactive account)
No known vulnerabilities found in OSV database.
AI App Starter Prompt
Develop a Python-based utility named 'AzureImageBuilderManager' that leverages the 'azure-mgmt-imagebuilder' package to streamline the creation and management of custom images in Azure. This utility will enable users to automate the process of building, updating, and distributing images across their Azure environments. Hereβs a detailed breakdown of the application's requirements and features: 1. **User Authentication**: Implement Azure Active Directory (AAD) authentication to securely connect to Azure services. Ensure that users can authenticate via service principal credentials or user account credentials. 2. **Image Creation**: Provide functionality to create custom images from various sources such as generalized virtual machines, managed disks, or VHD files stored in Azure Storage. 3. **Image Updates**: Allow users to update existing images with new configurations or software installations. This feature should support automated updates based on scheduled tasks or manual triggers. 4. **Image Distribution**: Enable the distribution of images to different regions within Azure, ensuring high availability and optimized performance. 5. **Image Versioning**: Implement version control for images, allowing users to track changes and roll back to previous versions if necessary. 6. **Logging and Monitoring**: Integrate logging and monitoring capabilities to track the status of image operations and provide real-time alerts for any issues. 7. **Documentation and Help**: Include comprehensive documentation and help commands to guide users through the setup and usage of the utility. To achieve these goals, you will utilize key functionalities provided by the 'azure-mgmt-imagebuilder' package, such as creating and managing image templates, configuring image builds, and handling image distribution tasks. Additionally, explore the integration of other Azure SDKs like 'azure-mgmt-compute' for enhanced management capabilities.
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