What kind of graphs does this MCP support?

It supports both directed and undirected graphs.

How does it find connected components?

The MCP uses Tarjan's algorithm to identify connected components within the graph.

Can I use this with Claude or Cursor?

Yes, it works with any MCP-compatible client including Claude, Cursor, and Windsurf.

What is an articulation point?

An articulation point is a critical node that, if removed, increases the number of connected components in a graph.

Do I need to host this myself?

No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately.

How do I find the number of connections for a specific node?

Use the get_node_degrees capability and provide the JSON string of your graph along with an array of the node IDs you want to check.

Can I identify critical points that might break my network?

Yes, the detect_structural_vulnerabilities capability identifies articulation points and bridges that would disconnect parts of your graph if removed.

Is there a limit to the size of graphs I can compare for isomorphism?

The check_graph_isomorphism capability is designed for small graphs. Comparing very large graphs may result in a complexity error due to performance constraints.

An astronaut overseeing a futuristic data hub

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Connect Graph Analysis Toolkit to ChatGPT, Claude and Gemini

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Get deep topological insights from any graph structure.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 5 capabilities

We ship only the actions that matter.

Capability set01 / 02

01-03

3 capabilities in this set.

Part of 5 available through Graph Analysis Toolkit.

01
Detect structural vulnerabilities
This capability identifies critical nodes and edges that, if removed, would break the graph's connectivity.
02
Calculate centrality metrics
This capability ranks nodes based on their influence and position within the network.
03
Check graph isomorphism
This capability determines if two different graphs share the exact same structural identity.

Capability set02 / 02

04-05

2 capabilities in this set.

Part of 5 available through Graph Analysis Toolkit.

04
Get node degrees
This capability counts the incoming and outgoing connections for specific nodes.
05
Analyze graph connectivity
This capability assesses how interconnected a graph is and finds isolated groups of nodes.

Real work

What teams actually run

Network Resilience Testing

Find the specific nodes that would cause a network to fragment if they went offline.

Social Network Analysis

Identify the most influential users in a directed social graph using centrality.

Topology Verification

Check if a new network layout matches a known structural template.

Cluster Identification

Detect isolated groups within a large, messy dataset of connections.

One connector, every AI

Graph Analysis Toolkit works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

Building your own app? The connector is yours to use.

You don't need a client to put Graph Analysis Toolkit to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

704ms average. Fast in production.

Graph Analysis Toolkit is checked daily against the live service.

Daily averagePeak 913ms

Oct 3Today

Fastest day: 589ms
Slowest day: 913ms
14-day trend: Improving-29%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 5 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Graph Analysis Toolkit, so you can see the experience inside your AI.

It does not authenticate your account with Graph Analysis Toolkit. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Graph Analysis Toolkit Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_xdBP7tdhV3142pAnYxhpkay3vvS0b9yYRPI0rhvl/mcp

Claude Desktop

Follow the steps below to connect in seconds.

1In Claude Desktop, open Settings → Connectors.
2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
3Click Add and start a new chat — Graph Analysis Toolkit capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "graph-analysis-toolkit-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_xdBP7tdhV3142pAnYxhpkay3vvS0b9yYRPI0rhvl/mcp"
    }
  }
}

Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? Set up Graph Analysis Toolkit in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Graph Analysis Toolkit owners hand off.

This MCP is for professionals working with complex network data and mathematical modeling.

01
Data Scientists
They hand off raw network datasets to the AI to get immediate topological metrics.
02
Network Engineers
They use the capability to find weak points in communication or physical networks.
03
Researchers
They use it to verify graph properties and compare mathematical structures.

FAQ

Questions Graph Analysis Toolkit owners ask.

01
What kind of graphs does this MCP support?
It supports both directed and undirected graphs.
02
How does it find connected components?
The MCP uses Tarjan's algorithm to identify connected components within the graph.
03
Can I use this with Claude or Cursor?
Yes, it works with any MCP-compatible client including Claude, Cursor, and Windsurf.
04
What is an articulation point?
An articulation point is a critical node that, if removed, increases the number of connected components in a graph.
05
Do I need to host this myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately.
06
How do I find the number of connections for a specific node?
Use the get_node_degrees capability and provide the JSON string of your graph along with an array of the node IDs you want to check.
07
Can I identify critical points that might break my network?
Yes, the detect_structural_vulnerabilities capability identifies articulation points and bridges that would disconnect parts of your graph if removed.
08
Is there a limit to the size of graphs I can compare for isomorphism?
The check_graph_isomorphism capability is designed for small graphs. Comparing very large graphs may result in a complexity error due to performance constraints.

Explore

More in Mathematics

Connect Graph Analysis Toolkit to Claude, Cursor, ChatGPT & more

Your AI does the work. We keep it safe and sound.

Each Connector runs inside its own sealed environment.

One switch stops every agent. Instantly.

Spending limits that pause instead of surprise.

We ship only the actions that matter.

01-03

Detect structural vulnerabilities

Calculate centrality metrics

Check graph isomorphism

04-05

Get node degrees

Analyze graph connectivity

What teams actually run

Network Resilience Testing

Social Network Analysis

Topology Verification

Cluster Identification

Building your own app? The connector is yours to use.

Graph Analysis Toolkit Connector

Claude Desktop

Data Scientists

Network Engineers

Researchers

What kind of graphs does this MCP support?

How does it find connected components?

Can I use this with Claude or Cursor?

What is an articulation point?

Do I need to host this myself?

How do I find the number of connections for a specific node?

Can I identify critical points that might break my network?

Is there a limit to the size of graphs I can compare for isomorphism?

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