alibabacloud-pairecservice20221213

v7.1.0 safe
1.0
Low Risk

Alibaba Cloud PaiRecService (20221213) SDK Library for Python

🤖 AI Analysis

Final verdict: SAFE

The package shows no signs of network or shell risks and adheres to standard installation practices, indicating a low likelihood of malicious intent.

  • No network calls detected
  • No shell execution detected
Per-check LLM notes
  • Network: No network calls detected, which is normal if the package does not require external communications.
  • Shell: No shell execution detected, indicating no direct system command execution.

📦 Package Quality Overall: Low (4.0/10)

○ 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 (1211 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

  • Type checker (mypy / pyright / pytype) referenced in project
◈ Medium Multiple Contributors 5.0

Limited contributor diversity

  • 1 unique contributor(s) across 100 commits in aliyun/alibabacloud-python-sdk
  • Single author but highly active (100 commits)

🔬 Heuristic Checks

✓ Outbound Network Calls

No suspicious network call patterns found

⚠ Code Obfuscation score 2.0

Found 1 obfuscation pattern(s)

  • bacloud-python-sdk" VERSION = __import__(PACKAGE).__version__ REQUIRES = [ "darabonba-core>=1.0.0, <2.0.0
✓ 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: alibabacloud.com

⚠ Suspicious Page Links score 2.0

Found 1 suspicious link(s) on the package page

  • Non-HTTPS external link: http://www.apache.org/licenses/LICENSE-2.0
✓ Git Repository History

Repository aliyun/alibabacloud-python-sdk appears legitimate

⚠ Maintainer History score 2.0

1 maintainer concern(s) found

  • Author "Alibaba Cloud SDK" 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 alibabacloud-pairecservice20221213 
Develop a personalized movie recommendation system using the Alibaba Cloud PaiRecService (20221213) SDK Library for Python. This system will allow users to input their favorite genres and movies, and based on their preferences, the system will recommend other movies they might enjoy. The application will also provide a feature where users can rate the recommended movies, which will help improve the recommendation accuracy over time through a feedback loop. Here’s a detailed plan on how to develop this mini-app:

1. **Setup**: Install the necessary packages including 'alibabacloud-pairecservice20221213' and any other dependencies required for your project.
2. **User Input Interface**: Create a simple user interface where users can input their preferred genres and rate movies they've watched. This could be a command-line interface or a basic web form.
3. **Recommendation Engine Integration**: Use the 'alibabacloud-pairecservice20221213' package to integrate the recommendation engine. This involves setting up a connection to the Alibaba Cloud service, configuring the recommendation model based on user inputs, and fetching recommendations.
4. **Feedback Loop**: Implement a mechanism to collect user ratings on the recommended movies. Use these ratings to refine future recommendations, thereby improving the system's accuracy over time.
5. **Testing and Optimization**: Test the recommendation system with different sets of user inputs to ensure it provides accurate and relevant recommendations. Optimize the recommendation model based on performance metrics and user feedback.
6. **Deployment**: Once satisfied with the system’s performance, deploy it either as a web application or a CLI tool accessible via a simple API.

This project aims to showcase the capabilities of the Alibaba Cloud PaiRecService for personalized recommendations, making it a valuable addition to any content-based recommendation system.