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graph

Analyze knowledge graphs to detect triangles, bridges, clusters, hubs, siblings, orphans, and staleness.

Updated Apr 29, 2026
Search Tags:#analysis#patterns#graph#knowledge-graph#clusters#hubs#traversal
One-click install
npx skills add https://github.com/MantisWare/BizForge --skill graph-mantisware
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: graph
Source: https://github.com/MantisWare/BizForge/tree/main/library/skills/analysis/graph
Command: npx skills add https://github.com/MantisWare/BizForge --skill graph-mantisware

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Analyze the structure of knowledge graphs to surface patterns, risks, and opportunities that are invisible when examining individual nodes.

Core Features & Use Cases

  • Triangles — identify synthesis opportunities by spotting missing links between related entities.
  • Bridges — highlight critical connectors whose removal disconnects subgraphs.
  • Clusters — expose isolated subgraphs to target data cleaning and integration.
  • Hubs — surface high-degree nodes to prioritize governance and quality checks.
  • Siblings — find items sharing topics but not yet connected to compare and consolidate.
  • Forward/backward traversal — explore relationships from a given node to map influence paths.
  • Orphans — locate nodes with no connections to improve coverage.
  • Staleness scan — detect outdated edges that require content refresh.

Quick Start

Run /graph to view the overview and then drill into patterns with subcommands such as /graph triangles, /graph bridges, /graph clusters, and /graph hubs.

Frequently Asked Questions about graph

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I find hidden patterns and risks in a knowledge graph?▼

To find hidden patterns in a knowledge graph, analyze its structure to surface triangles, bridges, clusters, and hubs that remain invisible when examining individual nodes. This reveals synthesis opportunities and critical connector risks.

How do I detect critical bridge nodes in a knowledge graph?▼

Detect bridges in a knowledge graph by running structural analysis to highlight critical connectors. Removing these specific nodes disconnects subgraphs, revealing major vulnerabilities in your entity relationship paths.

What is the best way to find missing links between related entities in a topic map?▼

The best way to find missing links in a topic map is to identify triangles within the knowledge graph. This spots synthesis opportunities by revealing unconnected entities that share related topics.

Can I explore forward and backward traversal paths from a specific entity in a knowledge base?▼

Yes, you can explore forward and backward traversal paths from a specific node in a knowledge base. This maps relationship influence paths and helps you trace entity connections across the graph.

How do I scan a knowledge graph for staleness and outdated edges?▼

Scan a knowledge graph for staleness by running a dedicated staleness subcommand. This detects outdated edges that require a content refresh, ensuring your topic maps and entity relationships remain current.

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