🤖 AI Analysis

Final verdict: SAFE

The package shows minimal risk indicators with no network calls, shell executions, or obfuscations detected. The main concern is the incomplete maintainer's profile, but this alone does not indicate malicious intent.

No network calls or shell executions detected.
Incomplete maintainer profile raises slight suspicion.

Per-check LLM notes

Network: No network calls detected, which is normal if the package does not require internet access.
Shell: No shell execution detected, indicating the package does not execute system commands.
Obfuscation: No obfuscation patterns detected, indicating low risk.
Credentials: No credential harvesting patterns detected, indicating low risk.
Metadata: The maintainer has an incomplete profile and may be new or inactive, raising some suspicion but not conclusive evidence of malintent.

📦 Package Quality Overall: Low (3.4/10)

○ Low Test Suite 1.0

No test suite detected

No test files or test-runner configuration detected

◈ Medium Documentation 5.0

Some documentation present

Detailed PyPI description (7413 chars)

○ Low Contributing Guide 4.0

No contributing guide or governance files found

Development Status classifier >= Beta

○ Low Type Annotations 1.0

No type annotations detected

No type annotations, py.typed marker, or stub files detected

◈ Medium Multiple Contributors 6.0

Limited contributor diversity

2 unique contributor(s) across 43 commits in gumblex/aitoolman
Two distinct contributors found

🔬 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: gmail.com>

✓ Suspicious Page Links

All external links appear legitimate

✓ Git Repository History

Repository gumblex/aitoolman 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 aitoolman

Create a personalized travel itinerary generator using the 'aitoolman' Python package. This application will allow users to input their preferences such as budget, travel dates, preferred activities, and dietary restrictions, and it will generate a customized travel plan. Utilize 'aitoolman' to ensure that the application is controllable and transparent, allowing users to understand how their preferences are being considered in the generation of their itinerary. Here are the steps to develop this mini-app:

1. **Setup Project Environment**: Initialize a new Python project and install the 'aitoolman' package.
2. **User Interface Design**: Develop a simple web interface using Flask or Django where users can input their preferences.
3. **Preference Handling**: Use 'aitoolman' to process user inputs and ensure transparency in how these preferences are used to generate the itinerary.
4. **Itinerary Generation**: Implement logic within the application to generate a travel itinerary based on user preferences. This could include suggesting hotels, restaurants, attractions, and transportation options.
5. **Output Presentation**: Display the generated itinerary to the user in a clear and organized manner.
6. **Feedback Loop**: Allow users to provide feedback on the generated itinerary, which can then be used to refine future suggestions.
7. **Testing and Deployment**: Thoroughly test the application and deploy it to a server where it can be accessed publicly.

Suggested Features:
- Integration with external APIs for real-time data on prices and availability.
- A recommendation system that suggests additional activities based on user interests.
- User account creation to save and manage multiple itineraries.
- A feature to share itineraries via email or social media.

By utilizing 'aitoolman', you ensure that the application remains flexible and transparent, making it easier to adapt to user needs and preferences.