The Agent Skills Directory

[SAFE]: The skill serves as a legitimate technical guide for the umap-learn library, providing accurate and safe implementation examples for dimensionality reduction.
[SAFE]: All dependencies and library imports (including umap-learn, scikit-learn, matplotlib, hdbscan, tensorflow, and numba) are well-established packages within the data science ecosystem.
[SAFE]: No malicious patterns such as prompt injection, data exfiltration, persistence mechanisms, or unauthorized privilege escalation were detected.
[SAFE]: The code examples for custom metrics and parametric UMAP follow standard library API patterns and do not involve unsafe dynamic code execution from untrusted sources.

alterlab-umap