graph-analysis

Research

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.

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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