Releases

Each OptimusKG release provides the graph data in several export formats, each tailored for different use cases.

Graph Report

Each release includes a comprehensive graph report containing:

• Overview: Total elements, number of non-null properties, number of nodes, and number of edges
• Node metrics by type: Count, percentage, average number of properties and standard deviation, average degree and standard deviation
• Edge metrics by type: Count, percentage, average number of properties and standard deviation
• Graph topology: Number of directed, undirected, bi-directional, duplicated, and loop edges

Generate the metrics locally:

uv run cli metrics

Visualization

Generate visualization figures for the knowledge graph:

uv run cli figure <figure-type>

Available figures include degree distributions, adjacency heatmaps, centrality plots, and metapath analysis.