🤖 AI Analysis

Final verdict: SAFE

The package shows minimal risks with no network calls, obfuscation, or credential harvesting. The only notable concern is the use of shell commands which might update system databases, but this is likely for legitimate GUI integration. The low metadata score suggests caution due to limited maintainer activity.

No network calls detected
Use of shell commands for GUI integration
Low maintainer activity

Per-check LLM notes

Network: No network calls detected, which is normal and expected.
Shell: The detected shell execution seems to be related to updating the desktop database, likely for GUI integration purposes.
Obfuscation: No obfuscation patterns detected, indicating low risk of malicious activity related to code obfuscation.
Credentials: No credential harvesting patterns detected, suggesting no immediate risk of secret or credential theft.
Metadata: The repository's low activity and the maintainer's limited history suggest potential unreliability.

🔬 Heuristic Checks

✓ Outbound Network Calls

No suspicious network call patterns found

✓ Code Obfuscation

No obfuscation patterns detected

⚠ Shell / Subprocess Execution score 2.0

Found 1 shell execution pattern(s)

esktop_path) try: subprocess.run( ["update-desktop-database", applications_dir],

✓ Credential Harvesting

No credential harvesting patterns detected

✓ Typosquatting

No typosquatting candidates detected

✓ Registered Email Domain

Email domain looks legitimate: gmail.com>

✓ Suspicious Page Links

All external links appear legitimate

⚠ Git Repository History score 2.5

Git history flags: Repository has zero stars and zero forks

Repository has zero stars and zero forks

⚠ Maintainer History score 4.0

2 maintainer concern(s) found

Author name is missing or very short
Author "" appears to have only 1 package on PyPI (new or inactive account)

✓ Known CVE Vulnerabilities

No known vulnerabilities found in OSV database.

💡 AI App Starter Prompt

Use this prompt to build a project with academic-publication-manager

Create a fully-functional mini-application using the Python package 'academic-publication-manager' which simplifies the management of academic publications. Your task is to develop a user-friendly Graphical User Interface (GUI) that allows researchers and students to easily add, edit, delete, and search through their collection of academic papers, books, and other scholarly works. Here’s a step-by-step guide on how to approach this project:

1. **Setup Environment**: Begin by setting up your development environment. Ensure you have Python installed and create a virtual environment for your project. Install the 'academic-publication-manager' package along with any necessary dependencies.
2. **Design the GUI**: Design a clean and intuitive GUI using a Python library such as Tkinter or PyQt. The GUI should include fields for basic metadata of publications like title, author(s), year of publication, journal/book name, and abstract/summary.
3. **Integration with 'academic-publication-manager'**: Utilize the core functionalities provided by the 'academic-publication-manager' package to handle the database operations behind the scenes. This includes adding new entries, updating existing ones, deleting entries, and searching through the database based on various criteria.
4. **Features Implementation**:
   - **Add Publication**: Implement a feature that allows users to input all necessary details about a publication and save it to the database.
   - **Edit Publication**: Provide functionality to update information of existing publications directly from the GUI.
   - **Delete Publication**: Include an option to remove entries from the database.
   - **Search Publications**: Enable users to search for publications based on different attributes such as author name, year of publication, etc.
5. **Testing and Debugging**: Thoroughly test the application to ensure all features work as expected without errors.
6. **Documentation**: Write comprehensive documentation detailing how to install, use, and extend the application.
7. **Deployment**: Consider deploying your application so others can use it. This could be done via a web service or making it available for download.

By following these steps, you will create a useful tool that simplifies the process of managing academic publications.