graph

Analyze knowledge graphs to reveal clusters, hubs, bridges, and orphan nodes.

Updated Apr 26, 2026
One-click install
npx skills add https://github.com/kinnerkarmanish/mak --skill graph-kinnerkarmanish
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: graph
Source: https://github.com/kinnerkarmanish/mak/tree/main/library/skills/analysis/graph
Command: npx skills add https://github.com/kinnerkarmanish/mak --skill graph-kinnerkarmanish

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Analyze knowledge graphs to reveal patterns, gaps, and opportunities.

Core Features & Use Cases

  • Identify clusters of related entities to surface communities and knowledge gaps.
  • Detect hubs and bridges to understand connectivity and critical nodes.
  • Traverse forward/backward through relationships to map dependencies and influence flows.
  • Highlight orphan nodes and potential staleness in connections to keep the graph healthy.

Quick Start

Run a quick analysis to surface structure and opportunities in your knowledge graph.

Frequently Asked Questions about graph

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

FAQPage Schema
How do I analyze a knowledge graph to find clusters and hubs?

You can analyze a knowledge graph to identify clusters and hubs by running subcommands like clusters and hubs, which surface communities of related entities and critical nodes with high connectivity.

What is graph traversal and how does it map dependency flows?

Graph traversal maps dependency flows by moving forward or backward through relationships in a knowledge graph, allowing you to trace influence paths and dependencies between connected entities.

How do I detect orphan nodes and staleness in a knowledge base?

To detect orphan nodes and staleness in a knowledge base, run the staleness subcommand, which highlights disconnected entities and outdated connections to maintain graph health.

Can I find structural gaps and bridges in my product knowledge map?

Yes, you can find structural gaps and bridges in a product knowledge map by applying the bridges subcommand, which identifies critical connections linking separate clusters and reveals missing relationships.

Do I need a pre-built graph index to perform knowledge graph analysis?

Yes, you need a pre-built graph index to perform knowledge graph analysis, as the tool requires this index and subcommands like triangles, forward, and backward to operate, with optional filters for depth and topic.