graph

Routes natural language questions to graph scripts for health, cluster, hub, and bridge analysis.

Updated Feb 3, 2026
One-click install
npx skills add https://github.com/LopeWale/amplLABS --skill graph-lopewale
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: graph
Source: https://github.com/LopeWale/amplLABS/tree/main/.claude/skill-sources/graph
Command: npx skills add https://github.com/LopeWale/amplLABS --skill graph-lopewale

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill enables users to analyze and reason about a network of notes and topics by routing natural language queries to graph scripts, yielding actionable insights and structured guidance.

Core Features & Use Cases

  • Route natural language queries to graph scripts and map results to domain vocabulary.
  • Provide health checks, synthesis opportunities, clusters, hubs, bridges, and forward/backward traversals with actionable recommendations.
  • Example: ask for synthesis opportunities around a topic and get suggested connections and next steps.

Quick Start

Ask a natural language question such as "What are synthesis opportunities around topic X?" and the system routes to the appropriate graph operation and presents actionable insights.

Frequently Asked Questions about graph

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

FAQPage Schema
How do I find synthesis opportunities in a knowledge graph using natural language?

To find synthesis opportunities in a knowledge graph, you can ask a natural language question. The system routes your query to graph scripts, maps the results to domain vocabulary, and returns suggested connections with actionable next steps.

What is a knowledge graph health check and how does it work?

A knowledge graph health check analyzes your topic maps and notes to expose structural insights. It evaluates the network's connectivity and returns structured findings regarding overall graph health metrics.

How do I identify clusters, hubs, and bridges in a topic map?

You identify clusters, hubs, and bridges by routing a natural language query to the graph analysis tool. It parses your topic map and returns structured findings highlighting these specific network nodes and connections.

Can I perform forward and backward traversals on notes without writing specific graph queries?

Yes, you can perform forward and backward traversals without writing specific graph queries. You simply ask a natural language question, and the system automatically routes it to the appropriate graph traversal operation.

What kind of actionable recommendations can I expect from graph analysis?

Graph analysis yields actionable recommendations like suggested connections for synthesis opportunities and next steps. It maps graph script results to domain vocabulary, providing structured guidance based on your network's hubs and bridges.