What metrics can this MCP calculate?

This MCP calculates availability, utilization, Overall Equipment Effectiveness (OEE), and downtime impact summaries.

Which AI clients can I use with this MCP?

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

Do I need to host the MCP myself?

No, Vinkius hosts and manages the MCP for you. You just connect your client and start using the capabilities.

Can I use this to analyze unplanned downtime?

Yes, the summarize_downtime_impact capability specifically helps you assess the impact of both planned and unplanned downtime.

How does it calculate OEE?

The calculate_oee capability processes availability, performance, and quality data to provide a total effectiveness score.

How do I calculate the total effectiveness of my machine?

You can use the calculate_oee capability. Provide the availability, performance rate, and quality rate as decimals between 0 and 1 to get the total OEE percentage.

What is the difference between planned and unplanned downtime in these calculations?

Planned downtime refers to scheduled stops like maintenance, while unplanned downtime refers to unexpected failures. The summarize_downtime_impact capability helps distinguish how each affects your production schedule.

Can I use this to check if my equipment is reliable?

Yes, use the calculate_availability capability with your scheduled time and unplanned downtime to determine the reliability of your equipment.

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Connect Equipment Availability Analysis to your AI

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. Turn raw production data into actionable manufacturing metrics.

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 Equipment Availability Analysis.

01
Calculate availability
This capability calculates equipment availability. It determines how much time a machine was actually ready to run versus its scheduled time.
02
Calculate oee
This capability computes Overall Equipment Effectiveness. It uses availability, performance, and quality data to give you a single effectiveness score.
03
Calculate utilization
This capability measures equipment utilization. It shows how much of your total capacity is actually being used by your machines.
04
Summarize downtime impact
This capability summarizes the impact of downtime. It breaks down the ratios of planned and unplanned losses against your total shift or production time.

Real work

What teams actually run

Shift Performance Reviews

Your agent summarizes the downtime impact of a specific shift to show how much production was lost.

Machine Reliability Audits

You use the availability capability to check if a machine is meeting its uptime targets.

Capacity Planning

The AI uses utilization metrics to help you understand if you need more equipment or better scheduling.

OEE Benchmarking

You calculate OEE across different production lines to compare their total effectiveness.

One connector, every AI

Equipment Availability Analysis 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 Equipment Availability Analysis 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

887ms average. Fast in production.

Equipment Availability Analysis is checked daily against the live service.

Daily averagePeak 1028ms

Oct 3Today

Fastest day: 744ms
Slowest day: 1028ms
14-day trend: Slowing+10%

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 Equipment Availability Analysis, so you can see the experience inside your AI.

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

Equipment Availability Analysis Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_MV9cB9Eep323FiuBxHOCrlrzFN3GctDxRZ82Btef/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 — Equipment Availability Analysis capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "equipment-availability-analysis-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_MV9cB9Eep323FiuBxHOCrlrzFN3GctDxRZ82Btef/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 Equipment Availability Analysis in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Equipment Availability Analysis owners hand off.

This MCP is built for professionals managing manufacturing floors and industrial assets who need fast, accurate performance data.

01
Production Managers
They hand off shift logs to the AI to get instant OEE and utilization reports.
02
Maintenance Engineers
They use the availability capabilities to identify which machines are suffering from frequent unplanned downtime.
03
Operations Analysts
They use the downtime impact capabilities to quantify production losses for management reports.

FAQ

Questions Equipment Availability Analysis owners ask.

01
What metrics can this MCP calculate?
This MCP calculates availability, utilization, Overall Equipment Effectiveness (OEE), and downtime impact summaries.
02
Which AI clients can I use with this MCP?
You can use this MCP with any compatible client, including Claude, Cursor, Windsurf, and VS Code.
03
Do I need to host the MCP myself?
No, Vinkius hosts and manages the MCP for you. You just connect your client and start using the capabilities.
04
Can I use this to analyze unplanned downtime?
Yes, the summarize_downtime_impact capability specifically helps you assess the impact of both planned and unplanned downtime.
05
How does it calculate OEE?
The calculate_oee capability processes availability, performance, and quality data to provide a total effectiveness score.
06
How do I calculate the total effectiveness of my machine?
You can use the calculate_oee capability. Provide the availability, performance rate, and quality rate as decimals between 0 and 1 to get the total OEE percentage.
07
What is the difference between planned and unplanned downtime in these calculations?
Planned downtime refers to scheduled stops like maintenance, while unplanned downtime refers to unexpected failures. The summarize_downtime_impact capability helps distinguish how each affects your production schedule.
08
Can I use this to check if my equipment is reliable?
Yes, use the calculate_availability capability with your scheduled time and unplanned downtime to determine the reliability of your equipment.

Explore

More in Productivity

Connect Equipment Availability Analysis 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

Calculate availability

Calculate oee

Calculate utilization

Summarize downtime impact

What teams actually run

Shift Performance Reviews

Machine Reliability Audits

Capacity Planning

OEE Benchmarking

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

Equipment Availability Analysis Connector

Claude Desktop

Production Managers

Maintenance Engineers

Operations Analysts

What metrics can this MCP calculate?

Which AI clients can I use with this MCP?

Do I need to host the MCP myself?

Can I use this to analyze unplanned downtime?

How does it calculate OEE?

How do I calculate the total effectiveness of my machine?

What is the difference between planned and unplanned downtime in these calculations?

Can I use this to check if my equipment is reliable?

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