Graph Intelligence for Twitter

Discover Your
Twitter Tribes
& Who Actually Matters

Most tools count followers. CreatorGraph reads your network. See your communities, find the hidden connectors, and understand who carries real influence by graph position — not vanity metrics.

Louvain
Community Detection
Betweenness
Centrality Engine
100%
Client-Side Only
Feature 01

Twitter Tribes

Your following list is not random. It is a set of overlapping communities — AI Builders, Indie Hackers, Crypto Degens, VC Twitter — that form naturally through shared interests and connections.

CreatorGraph runs the Louvain algorithm on your network graph to surface these clusters automatically. No tagging. No manual work. Just the hidden structure of who you actually follow.

Automatic community detection
Bio-keyword tribe labeling
Shareable PNG tribe map
Feature 02 — The $10M Feature

SIGNAL

Most tools measure followers, likes, and engagement. These are vanity metrics. In network theory, influence comes from position — who you are connected to, how you bridge clusters, and where you sit on the shortest paths between communities.

SIGNAL computes degree centrality, betweenness centrality, and community rank to surface accounts that actually matter — including hidden influencers you would never find by follower count alone.

Degree Centrality
How connected is this node?
Betweenness
How often on the shortest path between others?
Community Rank
Top position within their tribe?
How It Works

From Follow List to Graph Intelligence

Everything runs in your browser. No API keys. No servers. No data leaves your machine.

01
Scan Your Following List

Navigate to your following page and click Analyze My Network. The extension scrolls and extracts every account including display names, usernames, and bios.

02
Build the Graph

Bio keywords are extracted and a Jaccard similarity score computed between every pair. Edges are created for pairs above the similarity threshold using an inverted-index approach for performance.

03
Detect Communities

Louvain modularity optimization partitions the graph into communities that maximize internal connectivity. Your tribes emerge naturally from the data.

04
Compute SIGNAL

Degree centrality, approximate betweenness centrality via Brandes sampling, and community rank are combined into a single SIGNAL score per account.

05
Visualize and Share

An interactive force-directed graph renders your network in full color sized by signal score. Export your tribe map or network view as a shareable PNG.

Get Started

Install CreatorGraph

Free extension for Chrome & Brave. No account required. Your data never leaves your browser.

1
Download the extension zip and unzip it somewhere on your computer.
2
Open chrome://extensions (or brave://extensions), enable Developer mode, click Load unpacked, and select the unzipped folder.
3
Navigate to x.com/[yourhandle]/following.
4
Click the CreatorGraph extension icon then Analyze My Network.
5
Wait roughly two minutes while it scans. Your tribe map opens automatically when done.
View on GitHub
Open source — MIT License — No tracking — No servers