Silhouette Python Packages

manhattan-silhouette

Fast Silhouette computation under Manhattan Distance for clustering

cake-ensemble

Confidence in Assignments via K-partition Ensembles

sil-score

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

composite-silhouette

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

compsil

CompSil: Composite Silhouette for Cluster-Count Selection

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.