AI Analysis
Final verdict: SUSPICIOUS
The package shows no signs of malicious behavior in its current form, but its recent creation and lack of historical releases raise concerns about potential future intentions.
- Newly created package with no historical releases
- Low risk in direct execution and network activities
Per-check LLM notes
- Network: No network calls detected, which is normal for a typical PyTorch playground package.
- Shell: No shell execution patterns detected, aligning with expectations for a non-malicious package focused on PyTorch experiments.
- Obfuscation: No obfuscation patterns detected, indicating low risk of malicious activity.
- Credentials: No credential harvesting patterns detected, indicating safe handling of sensitive information.
- Metadata: The package is newly created with no history and a single release, raising suspicion but lacking clear malicious indicators.
Package Quality Overall: Medium (5.6/10)
◈ Medium
Test Suite
6.0
Partial test coverage signals detected
Test runner config found: pyproject.toml
◈ Medium
Documentation
7.0
Some documentation present
Documentation URL: "Documentation" -> https://thalesgroup.github.io/agilabDetailed PyPI description (4163 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
✦ High
Multiple Contributors
10.0
Active multi-contributor project
5 unique contributor(s) across 69 commits in ThalesGroup/agilabActive community — 5 or more distinct contributors
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 ThalesGroup/agilab appears legitimate
Maintainer History
score 6.0
3 maintainer concern(s) found
Only one version has ever been released — brand new packagePackage is very new: uploaded 3 day(s) agoAuthor "Jean-Pierre Morard" 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 agi-app-pytorch-playground
Build a simple Python application using the agi-app-pytorch-playground package to demonstrate its core features.
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