gist_correlation_matrix

Community

Turn embedding similarity into a navigable artifact.

Authorthistleknot
Version1.0.0
Installs0

System Documentation

What problem does it solve?

It turns an embedding space into a complete, human-explorable relational map so you can understand structure without being limited to top-K retrieval rankings.

Core Features & Use Cases

  • Correlation Matrix as the Artifact: Converts an (N, D) embedding set into an (N, N) correlation matrix that encodes every pairwise relationship.
  • Decorrelated Sorting for Legibility: Applies greedy decorrelation to produce a sorted matrix that reveals clusters, boundaries, and hierarchy patterns in a near-diagonal structure.
  • Interactive Similarity Landscape: Supports hover/drill-down style exploration where each cell can surface relationship strength and supporting metadata.

Quick Start

Use the gist_correlation_matrix skill to compute the sorted correlation matrix from your (N, D) embeddings and render an interactive heatmap for exploring all pairwise relationships.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: gist_correlation_matrix
Download link: https://github.com/thistleknot/skills/archive/main.zip#gist-correlation-matrix

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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