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Connect Topological Sort Engine to ChatGPT and Claude

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. Resolve complex dependency chains and detect circular loops.

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.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

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.

A futuristic MCP client docking bay
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 · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Topological Sort Engine.

  1. 01

    Calculate dfs sort

    This capability uses a depth-first search approach to generate a valid execution order for your graph.

  2. 02

    Calculate kahn sort

    This capability implements Kahn's Algorithm to produce a linear execution sequence based on in-degree reduction.

  3. 03

    Identify cycles

    This capability isolates and lists the specific nodes that create circular dependencies within your graph.

Real work

What teams actually run

01

Task Scheduling

Your agent calculates the exact order tasks must run to satisfy all prerequisites.

02

Build System Orchestration

The AI manages the order of compilation and deployment steps in a software pipeline.

03

Dependency Resolution

You use it to find and fix loops in complex prerequisite chains.

04

Workflow Automation

The AI ensures automated processes follow a logical, non-circular path.

One connector, every AI

Topological Sort Engine 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.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

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

You don't need a client to put Topological Sort Engine 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

732ms average. Fast in production.

Topological Sort Engine is checked daily against the live service.

Daily averagePeak 886ms
Oct 3Today
Fastest day
558ms
Slowest day
886ms
14-day trend
Slowing+20%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 3 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 Topological Sort Engine, so you can see the experience inside your AI.

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

Topological Sort Engine Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_50TICQOdkRtSSnySJVqQ2q2nkHalRtTGVu9CPbCv/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 — Topological Sort Engine capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "topological-sort-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_50TICQOdkRtSSnySJVqQ2q2nkHalRtTGVu9CPbCv/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 Topological Sort Engine in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Topological Sort Engine owners hand off.

This MCP is built for technical users managing complex, interdependent systems.

  • 01

    DevOps Engineers

    They hand off build system configurations to the AI to resolve task orders.

  • 02

    Software Architects

    They use it to validate dependency graphs in complex software designs.

  • 03

    Data Engineers

    They use it to manage execution pipelines and task scheduling.

FAQ

Questions Topological Sort Engine owners ask.

  • 01

    What is this MCP used for?

    It is used to perform topological sorting on directed acyclic graphs (DAGs) to resolve dependencies and find circular loops.

  • 02

    How does it handle circular dependencies?

    You can use the identify_cycles capability to find the specific nodes that are causing the circularity.

  • 03

    Which algorithms are included?

    The MCP includes Kahn's Algorithm for linear ordering and Depth-First Search (DFS) for traversal.

  • 04

    Can I use this with Claude or Cursor?

    Yes, you can connect this MCP to any MCP-compatible client like Claude, Cursor, or Windsurf.

  • 05

    Do I need to host the MCP myself?

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

  • 06

    What is the difference between Kahn's algorithm and DFS-based sorting?

    Kahn's algorithm uses an in-degree reduction approach (BFS), while the DFS-based method explores paths deeply before backtracking to reconstruct the sequence.

  • 07

    How can I find nodes that are causing a circular dependency?

    You can use the identify_cycles capability, which specifically traverses the graph to isolate and return only the nodes involved in loops.

  • 08

    What happens if my input graph is not a DAG?

    If a cycle is detected, the sorting capabilities will return a failure state with an error message describing the nature of the loop.

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