AI Analysis
The package shows minimal risks with no network calls, no obfuscation, and no signs of credential harvesting. The presence of subprocess execution is noted but does not raise significant concerns given the lack of other red flags.
- Low network and shell risk
- No obfuscation or credential harvesting detected
- Single package from maintainer
Per-check LLM notes
- Network: No network calls detected, which is normal unless the package requires external services.
- Shell: Subprocess execution is present but not inherently suspicious without additional context; it could be part of legitimate functionality.
- Obfuscation: No obfuscation patterns detected, indicating low risk.
- Credentials: No credential harvesting patterns detected, indicating low risk.
- Metadata: The maintainer has only one package, which may indicate a new or less active account, but there are no other suspicious flags.
Package Quality Overall: Low (4.2/10)
No test suite detected
No test files or test-runner configuration detected
Some documentation present
Documentation URL: "Documentation" -> https://docs.backend.ai/
No contributing guide or governance files found
Development Status classifier >= Beta
No type annotations detected
No type annotations, py.typed marker, or stub files detected
Active multi-contributor project
9 unique contributor(s) across 100 commits in lablup/backend.aiActive community — 5 or more distinct contributors
Heuristic Checks
No suspicious network call patterns found
No obfuscation patterns detected
Found 1 shell execution pattern(s)
cmdargs.append(pkgname) subprocess.run(cmdargs) sys.stdout.flush() # Ensure the user site
No credential harvesting patterns detected
No typosquatting candidates detected
No author email provided
All external links appear legitimate
Repository lablup/backend.ai appears legitimate
1 maintainer concern(s) found
Author "Lablup Inc. and contributors" 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 backend.ai-kernel-helper package to demonstrate its core features.
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