AI Analysis
The package has some red flags such as missing author information and an insecure link, but lacks clear signs of malicious intent. It is recommended for further review.
- missing author information
- insecure link
Per-check LLM notes
- Obfuscation: The observed pattern is a common technique used for extending module search paths and does not indicate malicious obfuscation.
- Credentials: No suspicious patterns indicative of credential harvesting were detected.
- Metadata: The package shows some red flags such as missing author information and an insecure link, but no clear indicators of malicious intent.
Package Quality Overall: Medium (7.8/10)
Test suite present — 9 test file(s) found
Test runner config found: conftest.py9 test file(s) detected (e.g. conftest.py)
Well-documented package
Documentation URL: "Documentation" -> https://airflow.apache.org/docs/apache-airflow-providers-smt1 documentation file(s) (e.g. conf.py)Detailed PyPI description (3506 chars)
No contributing guide or governance files found
Development Status classifier >= Beta
Partial type annotation coverage
Type checker (mypy / pyright / pytype) referenced in project18 type-annotated function signatures detected in source
Active multi-contributor project
46 unique contributor(s) across 100 commits in apache/airflowActive community — 5 or more distinct contributors
Heuristic Checks
No suspicious network call patterns found
Found 2 obfuscation pattern(s)
under the License. __path__ = __import__("pkgutil").extend_path(__path__, __name__) # Licensed to the Apache Sunder the License. __path__ = __import__("pkgutil").extend_path(__path__, __name__) # # Licensed to the Apache
No shell execution patterns detected
No credential harvesting patterns detected
No typosquatting candidates detected
Email domain looks legitimate: airflow.apache.org>
Found 1 suspicious link(s) on the package page
Non-HTTPS external link: http://www.apache.org/licenses/LICENSE-2.0
Repository apache/airflow 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
Create a simple notification system using Apache Airflow and the 'apache-airflow-providers-smtp' package. This system will monitor a specific directory for new files, process these files, and send email notifications based on the content of the files. ### Steps: 1. **Setup Environment:** Ensure you have Apache Airflow installed along with the 'apache-airflow-providers-smtp' package. 2. **Define DAG Structure:** Create a Directed Acyclic Graph (DAG) in Apache Airflow that includes tasks for monitoring the directory, processing the file, and sending emails. 3. **Directory Monitoring Task:** Implement a task that periodically checks a specified directory for new files. 4. **File Processing Task:** Once a new file is detected, implement a task that reads the file content and processes it according to your defined logic. 5. **Email Notification Task:** Use the 'apache-airflow-providers-smtp' package to send an email notification containing details about the processed file or its content. 6. **Error Handling:** Add error handling mechanisms to ensure robustness in case of failures during file processing or email sending. 7. **Testing:** Test the entire workflow from file creation to email receipt to ensure everything works as expected. ### Suggested Features: - Ability to configure the directory path, email settings, and processing logic via environment variables or configuration files. - Logging of all actions taken within the DAG for debugging purposes. - Support for multiple file formats (e.g., CSV, JSON). - Customizable email templates based on file content or type. - Periodic execution of the DAG (e.g., daily). ### Utilization of 'apache-airflow-providers-smtp': - Configure SMTP settings in your Airflow environment using the 'smtp' connection type provided by the 'apache-airflow-providers-smtp' package. - Use the 'EmailOperator' or similar operators from the 'apache-airflow-providers-smtp' package to define tasks that send emails. - Customize the email content dynamically based on the results of file processing.
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