graph-analysis

name	graph-analysis
description	Analyze follower/following network graphs — find clusters, influencers, bridges, and audience segments using graph algorithms. Use when users want to understand the network structure of their X audience or competitor's audience.
license	Apache-2.0
metadata	{"author":"nichxbt","version":"1.0"}

Graph Analysis

API-powered network graph analysis for X/Twitter follower relationships.

Entry Points

Goal	Route	Method
Build a network graph	POST /api/graph/build	REST API
Get graph data	GET /api/graph/:id	REST API
Run graph algorithms	POST /api/graph/:id/analyze	REST API
Export graph	GET /api/graph/:id/export	REST API
Visualize graph	GET /api/graph/:id/visualize	REST API

API Usage

Build a network graph

POST /api/graph/build
Authorization: Bearer <token>
Content-Type: application/json

{
  "username": "nichxbt",
  "depth": 1,          // 1 = direct followers, 2 = followers of followers
  "maxNodes": 500      // Limit graph size
}

Run graph algorithms

POST /api/graph/:id/analyze
Authorization: Bearer <token>
Content-Type: application/json

{
  "algorithm": "pagerank"  // "pagerank" | "betweenness" | "community" | "influencers"
}

Available Algorithms

Algorithm	Description
pagerank	Rank nodes by influence (like Google's PageRank)
betweenness	Find bridge accounts connecting different clusters
community	Detect communities/clusters within the network
influencers	Identify top influencers by degree centrality

Use Cases

Goal	Approach
Find bridge accounts for cross-audience reach	algorithm: "betweenness"
Identify communities in your follower base	algorithm: "community"
Find most influential followers	algorithm: "influencers"
Rank followers by network influence	algorithm: "pagerank"

Notes

• Graph building is async and may take several minutes for large networks
• depth: 2 creates much larger graphs — use maxNodes to limit
• Export formats: JSON (node/edge list), GraphML, CSV
• Visualization returns an interactive D3.js-powered HTML page

Related Skills

• analytics-insights — Analyze your own engagement metrics
• audience-demographics — Understand follower demographics
• competitor-intelligence — Analyze competitor audiences
• crm-management — Manage individual relationships within the graph