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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Graph Analysis Toolkit with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Deep structural analysis of directed and undirected graphs, providing metrics on connectivity, topology, and node importance.

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

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

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 5 capabilities

The complete Graph Analysis Toolkit capability set.

These are the exact actions your AI can choose when you ask it to work with Graph Analysis Toolkit.

Capability set01 / 02

01-03

3 capabilities in this set.

Part of 5 available through Graph Analysis Toolkit.

  1. 01

    Calculate centrality metrics

    Rank nodes based on influence and position

  2. 02

    Detect structural vulnerabilities

    Identify critical nodes and edges that break connectivity

  3. 03

    Analyze graph connectivity

    Assess graph interconnectedness and identify isolated groups

Capability set02 / 02

04-05

2 capabilities in this set.

Part of 5 available through Graph Analysis Toolkit.

  1. 04

    Check graph isomorphism

    Determine if two graphs are structurally identical

  2. 05

    Get node degrees

    Determine incoming and outgoing connections for nodes

Observed, not estimated

638ms average. Fast in production.

Graph Analysis Toolkit is checked daily against the live service.

Daily averagePeak 812ms
Aug 20Today
Fastest day
483ms
Slowest day
812ms
14-day trend
Slowing+13%

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.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 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

FAQ

Questions Graph Analysis Toolkit owners ask.

  • 01

    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.

  • 02

    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.

  • 03

    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.

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