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Connect Mining Labor Productivity 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. Track workforce efficiency and labor costs in real time.

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 Mining Productivity Service.

  1. 01

    Compare to benchmark

    This capability compares your current performance metrics against industry standard tiers. It helps you identify exactly where your operations are underperforming.

  2. 02

    Get labor cost efficiency

    This capability calculates the specific labor cost incurred for every tonne of material produced. It links your payroll data directly to production output.

  3. 03

    Get productivity metrics

    This capability computes core productivity per employee for a given period and labor category. It accounts for specific workforce segments in your calculations.

  4. 04

    Get workforce stability impact

    This capability evaluates how employee turnover affects the overall efficiency of your mining operation. It quantifies the cost of losing experienced staff.

Real work

What teams actually run

01

Budgeting and Cost Control

Use the AI to determine if labor costs per tonne are staying within target ranges during production shifts.

02

Workforce Stability Audits

Analyze how high turnover rates in specific departments are dragging down total site productivity.

03

Performance Benchmarking

Check if your current operational output qualifies for elite industry tiers.

04

Operational Planning

Calculate expected productivity for different labor categories to plan upcoming production targets.

One connector, every AI

Mining Productivity Service 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 Mining Productivity Service 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

903ms average. Fast in production.

Mining Productivity Service is checked daily against the live service.

Daily averagePeak 1260ms
Oct 3Today
Fastest day
734ms
Slowest day
1260ms
14-day trend
Slowing+36%

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 Mining Productivity Service, so you can see the experience inside your AI.

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

Mining Productivity Service Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_gT1snvmi2FtKIxKCJgWMRkPDaXyZdYTiCXetcAeP/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 — Mining Productivity Service capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "mining-labor-productivity-analysis-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_gT1snvmi2FtKIxKCJgWMRkPDaXyZdYTiCXetcAeP/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 Mining Productivity Service in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Mining Productivity Service owners hand off.

This MCP is designed for mining operations managers and financial analysts who need to connect workforce data to production results.

  • 01

    Mine Managers

    They hand off production and headcount data to the AI to monitor site efficiency.

  • 02

    Operations Analysts

    They use the AI to compare real-time site performance against industry benchmarks.

  • 03

    Cost Controllers

    They task the AI with calculating labor cost per tonne to manage budgets.

FAQ

Questions Mining Productivity Service owners ask.

  • 01

    How does this MCP handle absenteeism?

    The productivity capabilities factor absenteeism into the calculation to show the effective workforce size and true output per employee.

  • 02

    Can I compare my mine's performance to others?

    Yes, the compare_to_benchmark capability checks your current metrics against industry standard tiers to identify underperformance.

  • 03

    What AI clients can I use with this MCP?

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

  • 04

    Does this MCP calculate labor costs?

    Yes, it includes a specific capability to calculate the labor cost incurred for every tonne of material produced.

  • 05

    How does turnover affect my data?

    The workforce stability capability evaluates how employee turnover impacts the overall efficiency of your mining operations.

  • 06

    How does this capability account for absenteeism?

    The get_productivity_metrics capability uses the absenteeism rate to calculate the effective workforce size, ensuring productivity calculations reflect the actual number of workers available.

  • 07

    Can I compare my costs against industry standards?

    Yes, you can use the compare_to_benchmark capability to compare either productivity or cost per tonne against established industry tiers.

  • 08

    How is turnover cost calculated?

    The get_workforce_stability_impact capability calculates turnover cost by multiplying the number of employees lost by the training cost per new hire.

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