What can this MCP do with flight data?

It reconciles multiple data streams, finds missing time intervals, checks for unit mismatches, and validates sensor agreement.

Which AI clients can use this MCP?

You can use this with any MCP-compatible client like Claude, Cursor, Windsurf, or VS Code.

How does it handle different measurement units?

The audit_unit_consistency capability specifically identifies when the same parameter is measured differently across sources.

Can I set a threshold for sensor disagreements?

Yes, you can instruct your agent to validate sensor agreement using a specific threshold.

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.

How can I identify missing data in my flight telemetry?

You can use the detect_temporal_gaps capability to identify specific periods where expected data points are absent based on a defined sampling frequency.

What happens if two sensors report different values for the same parameter?

The validate_sensor_agreement capability can be used to isolate and report specific instances where sensor readings differ beyond a specified maximum deviation.

Can I reconcile data from different sources like the Black Box and the Flight Deck?

Yes, the reconcile_flight_streams capability is designed to align multiple data sources, including Primary Flight Deck and FDR data, into a single coherent view.

An astronaut overseeing a futuristic data hub

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Connect Flight Data Record Reconciler 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. Align disparate flight telemetry streams for accurate audits.

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 · 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 Data Reconciler.

01
Audit unit consistency
This capability checks if the same parameter is being measured using different units across your data sources.
02
Detect temporal gaps
This capability finds specific time intervals where data is missing within a flight segment.
03
Reconcile flight streams
This capability performs the core logic to merge multiple flight data sources into one unified view.
04
Validate sensor agreement
This capability identifies and reports instances where multiple sensors provide conflicting readings for the same parameter.

Real work

What teams actually run

Post-Flight Data Audits

Verify that all flight recorders captured a continuous and consistent stream of data.

Sensor Health Checks

Compare readings from redundant sensors to find hardware that is drifting or failing.

Telemetry Synchronization

Merge data from different aircraft or different recording devices into one timeline.

Data Integrity Verification

Ensure that unit mismatches do not corrupt your flight analysis models.

One connector, every AI

Flight Data Reconciler 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 Data Reconciler 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

1143ms average. Fast in production.

Flight Data Reconciler is checked daily against the live service.

Daily averagePeak 1143ms

Oct 15Today

Fastest day: 1056ms
Slowest day: 1143ms
14-day trend: Improving-8%

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 Data Reconciler, so you can see the experience inside your AI.

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

Flight Data Reconciler Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_10flg3SGVomPly79OojGOR1FoRc18dRUhKBQ8MSH/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 — Flight Data Reconciler capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "flight-data-record-reconciler-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_10flg3SGVomPly79OojGOR1FoRc18dRUhKBQ8MSH/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 Data Reconciler in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Flight Data Reconciler owners hand off.

This MCP is built for aviation professionals who need to verify the integrity of flight telemetry.

01
Flight Data Analysts
They hand off large telemetry datasets to the AI to find inconsistencies.
02
Aviation Safety Engineers
They use the capability to audit sensor reliability and data continuity.
03
Telemetry Engineers
They rely on the MCP to validate that data streams from different hardware are synchronized.

FAQ

Questions Flight Data Reconciler owners ask.

01
What can this MCP do with flight data?
It reconciles multiple data streams, finds missing time intervals, checks for unit mismatches, and validates sensor agreement.
02
Which AI clients can use this MCP?
You can use this with any MCP-compatible client like Claude, Cursor, Windsurf, or VS Code.
03
How does it handle different measurement units?
The audit_unit_consistency capability specifically identifies when the same parameter is measured differently across sources.
04
Can I set a threshold for sensor disagreements?
Yes, you can instruct your agent to validate sensor agreement using a specific threshold.
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
How can I identify missing data in my flight telemetry?
You can use the detect_temporal_gaps capability to identify specific periods where expected data points are absent based on a defined sampling frequency.
07
What happens if two sensors report different values for the same parameter?
The validate_sensor_agreement capability can be used to isolate and report specific instances where sensor readings differ beyond a specified maximum deviation.
08
Can I reconcile data from different sources like the Black Box and the Flight Deck?
Yes, the reconcile_flight_streams capability is designed to align multiple data sources, including Primary Flight Deck and FDR data, into a single coherent view.

Explore

More in Aviation

Connect Flight Data Reconciler 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.

01-04

Audit unit consistency

Detect temporal gaps

Reconcile flight streams

Validate sensor agreement

What teams actually run

Post-Flight Data Audits

Sensor Health Checks

Telemetry Synchronization

Data Integrity Verification

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

Flight Data Reconciler Connector

Claude Desktop

Flight Data Analysts

Aviation Safety Engineers

Telemetry Engineers

What can this MCP do with flight data?

Which AI clients can use this MCP?

How does it handle different measurement units?

Can I set a threshold for sensor disagreements?

Do I need to host the MCP myself?

How can I identify missing data in my flight telemetry?

What happens if two sensors report different values for the same parameter?

Can I reconcile data from different sources like the Black Box and the Flight Deck?

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