alibabacloud-agentretailvision20260506

v1.0.0 suspicious
4.0
Medium Risk

Alibaba Cloud AgentRetailVision (20260506) SDK Library for Python

🤖 AI Analysis

Final verdict: SUSPICIOUS

The package appears to be legitimate given its affiliation with Alibaba Cloud; however, the lack of update history and the use of a non-HTTPS license link raise concerns.

  • Single version released without update history
  • Non-HTTPS license link
Per-check LLM notes
  • Network: No network calls detected, which is normal if the package does not require external communications.
  • Shell: No shell execution patterns detected, indicating the package does not execute system commands.
  • Metadata: The package seems legitimate but new, with no history of updates and a single release. The non-HTTPS license link is suspicious but not necessarily indicative of malice.

📦 Package Quality Overall: Low (4.4/10)

○ 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 (1227 chars)
○ Low Contributing Guide 4.0

No contributing guide or governance files found

  • Development Status classifier >= Beta
◈ Medium Type Annotations 7.0

Partial type annotation coverage

  • Type checker (mypy / pyright / pytype) referenced in project
  • 22 type-annotated function signatures detected in source
◈ 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 4.0

2 maintainer concern(s) found

  • Only one version has ever been released — brand new package
  • 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-agentretailvision20260506 
Your task is to develop a cutting-edge retail analytics mini-app using the Alibaba Cloud AgentRetailVision (20260506) SDK Library for Python. This application will revolutionize the way retail businesses analyze customer behavior and optimize their sales strategies. Here’s a detailed guide on how to proceed:

1. **Project Overview**: Your app will utilize the Alibaba Cloud AgentRetailVision service to perform real-time image analysis of retail environments. It will detect and categorize products, people, and other elements within the store.

2. **Setup Environment**:
   - Install Python on your local machine.
   - Set up a virtual environment.
   - Install the `alibabacloud-agentretailvision20260506` package via pip.
   - Obtain the necessary credentials from Alibaba Cloud to authenticate API requests.

3. **Core Features**:
   - **Product Detection**: The app will analyze images or video streams from cameras placed in retail stores and identify different types of products.
   - **Customer Behavior Analysis**: Analyze customer movement patterns and dwell times to understand how customers interact with products.
   - **Sales Optimization**: Based on the collected data, the app will provide insights on product placement, promotions, and staff deployment.

4. **Development Steps**:
   - Initialize the Alibaba Cloud AgentRetailVision client using the provided credentials.
   - Implement a function to capture and process live camera feeds.
   - Use the `alibabacloud-agentretailvision20260506` package to send these feeds to the Alibaba Cloud service for analysis.
   - Parse the response to extract meaningful information such as product categories, customer density, and dwell times.
   - Develop a simple GUI or CLI interface to display real-time analytics and historical data.

5. **Additional Enhancements**:
   - Integrate with existing POS systems to correlate sales data with customer behavior.
   - Implement alerts for specific conditions like high foot traffic or low stock levels.
   - Provide customizable dashboards where users can select which metrics to monitor.

6. **Testing & Deployment**:
   - Test the app thoroughly under various scenarios to ensure reliability.
   - Deploy the app in a cloud environment for scalability and accessibility.

By completing this project, you'll gain valuable experience in leveraging advanced AI services to solve real-world problems in the retail industry.

💬 Discussion Feed

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