AI Analysis
The package shows minimal risk in terms of network activity, shell execution, and obfuscation. However, its metadata raises some concerns due to limited maintainer history and lack of a public git repository.
- Metadata risk score is moderately high at 5/10 due to limited maintainer history and no public git repository.
- Otherwise, the package does not exhibit any direct signs of malicious behavior.
Per-check LLM notes
- Network: No network calls detected, which is normal if the package does not require external communication.
- Shell: No shell execution patterns detected, indicating no immediate signs of executing system commands.
- Obfuscation: No obfuscation patterns detected, indicating low risk.
- Credentials: No credential harvesting patterns detected, indicating low risk.
- Metadata: The package is new with limited maintainer history and no public git repository, raising suspicion but not conclusive evidence of malice.
Package Quality Overall: Low (4.8/10)
Test suite present — 8 test file(s) found
Test runner config found: pyproject.toml8 test file(s) detected (e.g. test_classifier.py)
Some documentation present
Documentation URL: "Documentation" -> https://github.com/keitabroadwater/apst-starter-kit#readmeDetailed PyPI description (4817 chars)
No contributing guide or governance files found
No CONTRIBUTING, CODE_OF_CONDUCT, or governance files found
Partial type annotation coverage
123 type-annotated function signatures detected in source
Could not retrieve contributor data from GitHub
GitHub API error: 404
Heuristic Checks
No suspicious network call patterns found
No obfuscation patterns detected
No shell execution patterns detected
No credential harvesting patterns detected
No typosquatting candidates detected
No author email provided
All external links appear legitimate
Repository not found (deleted or private)
Repository not found (deleted or private)
2 maintainer concern(s) found
Only one version has ever been released — brand new packageAuthor "Keita Broadwater" appears to have only 1 package on PyPI (new or inactive account)
No known vulnerabilities found in OSV database.
AI App Starter Prompt
Build a simple Python application using the apst-starter-kit package to demonstrate its core features.
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