AI Analysis
The package appears to be legitimate with no strong indicators of malicious activity. The low credential and metadata risks, combined with common use cases for observed obfuscation techniques, suggest that this package is likely safe.
- Low credential risk
- Common data serialization practices observed
- Maintainer metadata is weak but not indicative of malicious intent
Per-check LLM notes
- Obfuscation: The base64 decoding and numpy array creation may indicate data obfuscation, but it is commonly used for legitimate purposes such as data serialization.
- Credentials: No suspicious patterns indicating credential harvesting were found.
- Metadata: The maintainer has a new or inactive account and lacks a proper author name, which raises some concerns but does not strongly indicate malicious intent.
Package Quality Overall: Low (3.6/10)
No test suite detected
No test files or test-runner configuration detected
Some documentation present
Detailed PyPI description (3534 chars)
No contributing guide or governance files found
No CONTRIBUTING, CODE_OF_CONDUCT, or governance files found
Partial type annotation coverage
53 type-annotated function signatures detected in source
Limited contributor diversity
1 unique contributor(s) across 100 commits in AlphaAvatar/AlphaAvatarSingle author but highly active (100 commits)
Heuristic Checks
No suspicious network call patterns found
Found 1 obfuscation pattern(s)
arr = np.frombuffer(base64.b64decode(x["base64"]), dtype=np.dtype(x["dtype"])) re
No shell execution patterns detected
No credential harvesting patterns detected
No typosquatting candidates detected
No author email provided
All external links appear legitimate
Repository AlphaAvatar/AlphaAvatar appears legitimate
2 maintainer concern(s) found
Author name is missing or very shortAuthor "" 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 alpha-avatar-plugins-persona package to demonstrate its core features.
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