AI Analysis
Final verdict: SUSPICIOUS
The package is assessed as suspicious due to the maintainer's limited history with PyPI, despite showing no signs of obfuscation or credential harvesting.
- Maintainer has only one package, indicating potential new or inactive status.
- No obfuscation or credential harvesting patterns detected.
Per-check LLM notes
- Obfuscation: No obfuscation patterns detected, indicating low risk.
- Credentials: No credential harvesting patterns detected, indicating low risk.
- Metadata: The maintainer has only one package, indicating potential new or inactive status which may warrant further investigation.
Package Quality Overall: Low (4.6/10)
○ Low
Test Suite
1.0
No test suite detected
No test files or test-runner configuration detected
◈ Medium
Documentation
7.0
Some documentation present
Documentation URL: "Documentation" -> https://github.com/AIhubmix/ai-vendor-specs#readmeDetailed PyPI description (10748 chars)
○ Low
Contributing Guide
4.0
No contributing guide or governance files found
Development Status classifier >= Beta
◈ Medium
Type Annotations
5.0
Partial type annotation coverage
Classifier: Typing :: Typed
◈ Medium
Multiple Contributors
6.0
Limited contributor diversity
2 unique contributor(s) across 100 commits in AIhubmix/ai-vendor-specsTwo 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
No author email provided
Suspicious Page Links
All external links appear legitimate
Git Repository History
Repository AIhubmix/ai-vendor-specs appears legitimate
Maintainer History
score 2.0
1 maintainer concern(s) found
Author "AIhubmix" 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 ai-vendor-specs
Develop a versatile AI service explorer and benchmarking tool using the 'ai-vendor-specs' Python package. This tool will allow users to explore and compare various AI services provided by different vendors. The application should have the following core functionalities:
1. **Service Discovery**: Automatically fetch and display a list of available AI services from major providers as well as OpenAI-compatible vendors. Utilize the 'ai-vendor-specs' package to ensure you're working with up-to-date and accurate OpenAPI/Discovery specifications.
2. **Feature Comparison**: Implement a feature where users can select multiple AI services and compare their key attributes such as supported models, pricing, and performance metrics. This will help users make informed decisions about which service might best suit their needs.
3. **Drift Detection Alerts**: Incorporate a mechanism to monitor any discrepancies or changes ('drift') between your application's data and the latest vendor specifications provided by 'ai-vendor-specs'. When a discrepancy is detected, alert the user via email or push notification.
4. **Interactive Demo Mode**: Offer a sandbox mode where users can interact with selected AI services directly through the application. This could include simple tasks like generating text based on a given prompt, or more complex operations depending on the service capabilities.
5. **Custom Overlay Support**: Allow users to add their own custom overlays for OpenAI-compatible vendors, enhancing the flexibility of the application for those who work with specific, non-standardized AI services.
6. **User-Friendly Interface**: Design a clean, intuitive UI that makes it easy for both technical and non-technical users to navigate and use the application effectively.
The 'ai-vendor-specs' package will play a crucial role in ensuring that the data your application works with is always current and reliable. By leveraging its capabilities, you'll be able to provide a comprehensive, up-to-date overview of the AI landscape, helping users find and utilize the best services for their needs.