
Connect Reconciliation Analysis 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. Find exactly where your ore loss and dilution occur.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
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.

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.
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.
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.
01-04
4 capabilities in this set.
Part of 4 available through Reconciliation Analysis.
- 01
Calculate model accuracy
This capability evaluates how reliable your geological resource model is compared to actual production data.
- 02
Get reconciliation factors
Use this to compare different stages of your production chain and calculate specific reconciliation ratios.
- 03
Identify discrepancy sources
This capability diagnoses if discrepancies stem from geological estimation errors, mining dilution, or mill recovery problems.
- 04
Calculate adjustment factors
This capability generates correction coefficients to improve your future model predictions based on historical results.
Real work
What teams actually run
Ore Loss Diagnosis
Use the AI to determine if a drop in mill feed is caused by mining dilution or geological errors.
Model Validation
Check the accuracy of a new resource model against current mine output.
Production Chain Auditing
Calculate reconciliation ratios between the mine and the mill to find bottlenecks.
Predictive Planning
Apply adjustment factors to resource models to improve the accuracy of future production forecasts.
One connector, every AI
Reconciliation 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.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Reconciliation 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
854ms average. Fast in production.
Reconciliation Analysis is checked daily against the live service.
- Fastest day
- 854ms
- Slowest day
- 875ms
- 14-day trend
- Stable+1%
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 Reconciliation Analysis, so you can see the experience inside your AI.
It does not authenticate your account with Reconciliation Analysis. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Reconciliation Analysis Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_sClAlFwhryR6mwqWVNP6I9nzbvf0lLPHQgLnhm34/mcpClaude 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 — Reconciliation Analysis capabilities are ready to use.
{
"mcpServers": {
"reconciliation-analysis-mcp": {
"url": "https://edge.vinkius.com/vk_preview_sClAlFwhryR6mwqWVNP6I9nzbvf0lLPHQgLnhm34/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 Reconciliation Analysis in Claude and other AIs
Who it's for
Built for the work Reconciliation Analysis owners hand off.
This MCP is designed for mining professionals who need to reconcile geological models with physical production results.
- 01
Mining Engineers
They use the AI to analyze production discrepancies and adjust mine plans.
- 02
Geologists
They hand off resource model data to the AI to verify estimation accuracy.
- 03
Production Managers
They use the capability to identify ore loss and dilution issues in the value chain.
FAQ
Questions Reconciliation Analysis owners ask.
- 01
What can this MCP do for my mining operation?
It allows your AI client to analyze discrepancies between resource models and actual mine output, helping you find the cause of ore loss or dilution.
- 02
Which AI clients can I use with this MCP?
You can use any MCP-compatible client, such as Claude, Cursor, Windsurf, or VS Code.
- 03
How does it help with resource model accuracy?
The MCP includes a capability to evaluate the reliability of your geological resource model against actual production data.
- 04
Can I use this to fix future model predictions?
Yes, you can use the capability that generates correction coefficients based on historical reconciliation results.
- 05
Do I need to host the MCP myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use as soon as you connect your client.
- 06
How can I compare the resource model to mine production?
You can use the get_reconciliation_factors capability to compare the model stage with the mine stage.
- 07
What does the accuracy score represent?
The accuracy score from calculate_model_accuracy indicates how closely the geological model's predictions align with actual mine production.
- 08
Can I identify the cause of ore loss?
Yes, use identify_discrepancy_sources to diagnose if issues stem from geological estimation, mining dilution, or mill recovery.
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Connect Reconciliation Analysis to Claude, Cursor, ChatGPT & more
