An astronaut overseeing a futuristic data hub

Connect Flight Time Estimator 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. Calculate precise flight timelines and operational buffers.

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 · 4 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Flight Time Estimator.

  1. 01

    Analyze speed sensitivity

    This capability determines how much your flight duration changes based on variations in groundspeed.

  2. 02

    Calculate flight timeline

    This capability provides a complete, itemized breakdown of all flight phases in several formats.

  3. 03

    Get operational summary

    This capability returns a high-level summary of critical metrics for dispatchers.

  4. 04

    Validate flight parameters

    This capability checks if a specific set of flight parameters is physically and logically possible.

Real work

What teams actually run

01

Schedule Sensitivity Testing

Run a check to see how much a headwind or loss of speed will delay a specific flight.

02

Dispatch Briefing Preparation

Generate a high-level summary of airborne and taxi times for a flight leg.

03

Flight Plan Validation

Verify that the planned speed and distance are actually possible before finalizing a plan.

04

Detailed Timeline Generation

Create a full breakdown of taxi, climb, and cruise times for a specific flight segment.

One connector, every AI

Flight Time Estimator 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 Flight Time Estimator 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

858ms average. Fast in production.

Flight Time Estimator is checked daily against the live service.

Daily averagePeak 982ms
Oct 15Today
Fastest day
841ms
Slowest day
982ms
14-day trend
Slowing+17%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 4 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 Flight Time Estimator, so you can see the experience inside your AI.

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

Flight Time Estimator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_q4YBk9HFdAdTmJL0obIw7cpbgHMVE9GgJSfb4S9X/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 — Flight Time Estimator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "flight-time-estimator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q4YBk9HFdAdTmJL0obIw7cpbgHMVE9GgJSfb4S9X/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 Flight Time Estimator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Flight Time Estimator owners hand off.

This MCP is built for aviation professionals who need to turn flight parameters into precise schedules.

  • 01

    Dispatchers

    They hand off flight parameters to the AI to get quick operational summaries and valid flight data.

  • 02

    Pilots

    They use the capability to understand leg durations and how speed changes affect their arrival times.

  • 03

    Flight Planners

    They use the timeline breakdowns to build more accurate flight schedules.

FAQ

Questions Flight Time Estimator owners ask.

  • 01

    What can this MCP calculate?

    It calculates detailed flight timelines, including taxi, climb, cruise, and descent phases, as well as speed sensitivity and operational summaries.

  • 02

    How does it handle groundspeed changes?

    The analyze_speed_sensitivity capability determines exactly how sensitive a flight duration is to variations in groundspeed.

  • 03

    Can it check if my flight plan is realistic?

    Yes, the validate_flight_parameters capability checks if your set of flight parameters is physically and logically possible.

  • 04

    Does it include taxi times?

    Yes, it can include departure and arrival taxi times in its timeline and summary calculations.

  • 05

    Which AI clients can use this?

    You can use this MCP with any compatible client, including Claude, Cursor, Windsurf, and VS Code.

  • 06

    What is included in the flight timeline?

    The calculate_flight_timeline capability provides a detailed breakdown including taxi time, climb, cruise, descent, holding time, and total block time.

  • 07

    How can I check if my flight data is valid?

    You can use the validate_flight_parameters capability to ensure your distance, groundspeed, and allowances are physically and logically consistent.

  • 08

    Does this capability account for weather delays?

    No, this capability does not query live weather or traffic. It relies on the groundspeed and allowances provided in the input parameters.

Connect Flight Time Estimator to Claude, Cursor, ChatGPT & more