Silhouette Python Packages

compsil

CompSil: Composite Silhouette for Cluster-Count Selection

silhouette-scalable

Code for the efficient and scalable computation of the (local and global) Silhouette of a k-clustering under metric distances

cake-ensemble

Confidence in Assignments via K-partition Ensembles

composite-silhouette

A clustering evaluation framework that combines micro- and macro-averaged silhouette scores into a composite metric using statistical weighting.

sil-score

Exact and approximate silhouette scoring with micro, macro, and cluster-weighted averages.

manhattan-silhouette

Fast Silhouette computation under Manhattan Distance for clustering

gnosis-morph-bench

Benchmark-first methods lane for Gnosis extraction in the Zer0pa portfolio: neutral route scoring, null metrics, stability battery, deterministic replay. Methodology surface; useful now, improving continuously.