🤖 AI Analysis

Final verdict: SAFE

The package shows low risks across all critical areas with no network calls, shell executions, or obfuscation. However, the metadata risk due to the maintainer's new or inactive account warrants cautious monitoring.

Low network, shell, and obfuscation risks
Metadata risk due to maintainer's account status

Per-check LLM notes

Network: No network calls suggest the package does not engage in external communications, which is typical unless it requires internet access for functionality.
Shell: No shell executions detected, indicating the package does not execute system commands, reducing the risk of unauthorized operations.
Obfuscation: No obfuscation patterns detected, indicating low risk of malicious intent.
Credentials: No credential harvesting patterns detected, indicating low risk of secret theft.
Metadata: The maintainer has a new or inactive account and lacks a proper author name, which could indicate potential issues but does not strongly suggest malicious intent.

🔬 Heuristic Checks

✓ Outbound Network Calls

No suspicious network call patterns found

✓ Code Obfuscation

No obfuscation patterns detected

✓ Shell / Subprocess Execution

No shell execution patterns detected

✓ Credential Harvesting

No credential harvesting patterns detected

✓ Typosquatting

No typosquatting candidates detected

✓ Registered Email Domain

Email domain looks legitimate: ukaea.uk>

✓ Suspicious Page Links

All external links appear legitimate

✓ Git Repository History

Repository ukaea/PyVMCON appears legitimate

⚠ 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 PyVMCON

Develop a mini-application that helps engineers optimize the design of a simple mechanical component, such as a beam, under various constraints using the PyVMCON package. The application should allow users to input the material properties, dimensions, and load conditions of the beam, and then use PyVMCON to find the optimal dimensions that minimize weight while ensuring the beam meets certain strength and stiffness requirements.

Step-by-Step Guide:
1. **Setup**: Install necessary packages including PyVMCON, NumPy, and Matplotlib.
2. **Input Module**: Create an interface where users can input parameters such as material type, length, width, height, and applied loads.
3. **Constraint Definition**: Define constraints based on the engineering principles such as maximum allowable stress, deflection, and safety factors.
4. **Optimization Module**: Utilize PyVMCON to perform the optimization. Users should be able to specify the objective function (e.g., minimizing volume/weight), constraints, and initial guess values.
5. **Output Visualization**: Display the optimized dimensions and visual representations of the beam's performance under the given conditions using Matplotlib.
6. **Report Generation**: Automatically generate a report summarizing the optimization process, final results, and any warnings or errors encountered.

Suggested Features:
- User-friendly GUI for easy parameter input.
- Support for multiple materials and their respective properties.
- Interactive plots showing the effect of changing parameters on the optimization outcome.
- Detailed documentation and examples for both the application and its underlying optimization algorithm.

How PyVMCON is Utilized:
PyVMCON will be employed as the core solver for the optimization problem. Users will define the objective function to minimize (such as total volume of the beam), along with the constraints (e.g., maximum stress, allowable deflection). The application will call PyVMCON's functions to solve this problem, adjusting the beam's dimensions iteratively until the best solution is found that satisfies all constraints.