umap-learn
Pass
Audited by Gen Agent Trust Hub on Oct 2, 2026
Risk Level: SAFEEXTERNAL_DOWNLOADS
Full Analysis
- [SAFE]: No malicious patterns, obfuscation, or safety bypass attempts were identified in the skill instructions or reference files.
- The instructional content follows standard data science best practices, including input validation guidelines and environment isolation advice.
- Code snippets demonstrate conventional API usage for UMAP, HDBSCAN, and scikit-learn without any suspicious shell execution or network exfiltration logic.
- [EXTERNAL_DOWNLOADS]: The skill references the installation of official packages from the Python Package Index (PyPI) and links to reputable research and documentation hosting services.
- Mentions installation of
umap-learn==0.5.12,hdbscan, and related dependencies via standard package managers. - References official project documentation on Read the Docs and the source repository on GitHub.
- Provides citations to academic work hosted on the arXiv pre-print server, a well-known service for scientific research.
Audit Metadata