What scientific methodology does this skill follow?

The skill is based on the research of Albert-László Barabási and the Santa Fe Institute, focusing on power-law degree distributions and network centrality.

Can I use this for social media or marketing analysis?

Yes, it provides frameworks for identifying influencers (hubs) and understanding how information cascades through networks using preferential attachment dynamics.

What is a scale-free network in the context of this skill?

A scale-free network is a system where a few 'hubs' have many connections while most nodes have few, making it robust to random errors but highly vulnerable to targeted attacks.

How does this skill help with infrastructure security?

It helps Claude identify critical nodes that, if targeted, could cause systemic failure, allowing you to prioritize where to add redundancy or implement protection.

Scale-Free Network Analysis

Name: Scale-Free Network Analysis
Author: lev-os

bylev-os

0•

デプロイメントとDevOps

Analyzes network topologies to identify critical hubs, assess infrastructure resilience, and mitigate systemic risks.

This skill equips Claude with advanced mental models for evaluating scale-free networks, which are characterized by power-law distributions where a small number of 'hubs' hold the majority of connections. It enables users to identify critical single points of failure in complex systems, simulate network fragmentation under targeted attacks, and design robust architectures using principles from the Barabási-Albert model. This is essential for professionals managing cloud infrastructure, cybersecurity, supply chains, or social influence strategies who need to move beyond simple averages to understand true systemic vulnerability.

主な機能

01Identifies high-degree hub nodes and critical single points of failure

02Models growth dynamics using Barabási-Albert preferential attachment principles

03Evaluates systemic risk in technology, social, and economic networks

04Calculates centrality metrics to prioritize infrastructure protection

050 GitHub stars

06Simulates network resilience against random failures versus targeted attacks

ユースケース

01Evaluating supply chain fragility by identifying high-centrality vendors

02Analyzing social network influence and optimizing information spread via hubs

03Assessing cloud infrastructure for regional dependencies and DDoS vulnerability

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add lev-os/agents scale-free-networks

For use in Claude.ai and ChatGPT

Download Skill