
Connect Sand Production Prediction 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. Predict sand production risks and maintain wellbore integrity.
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.

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 Sand Production Prediction.
- 01
Get critical drawdown
This capability finds the maximum pressure reduction you can apply before sand production starts.
- 02
Analyze failure zone
Use this to identify the specific area around the wellbore that is at risk of sand liberation.
- 03
Assess operational stability
This capability runs a safety check by pulling together mechanical, hydraulic, and fluid composition data.
- 04
Predict sand volume
This capability estimates the total amount of sand expected to be produced under specific flow and stability conditions.
Real work
What teams actually run
Operational Limit Setting
Determine the maximum allowable drawdown to prevent sand production in a specific reservoir.
Risk Assessment
Predict the volume of sand produced to plan sand management equipment.
Wellbore Integrity Monitoring
Run stability checks by combining mechanical and hydraulic data.
Failure Zone Modeling
Identify how far sand liberation will extend around the wellbore.
One connector, every AI
Sand Production Prediction 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 Sand Production Prediction 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
913ms average. Fast in production.
Sand Production Prediction is checked daily against the live service.
- Fastest day
- 760ms
- Slowest day
- 1041ms
- 14-day trend
- Stable+2%
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 Sand Production Prediction, so you can see the experience inside your AI.
It does not authenticate your account with Sand Production Prediction. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Sand Production Prediction Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_T9hB3hhM02oHkwC1grhpBzfg6Q88mlOLOf421O7I/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 — Sand Production Prediction capabilities are ready to use.
{
"mcpServers": {
"sand-production-prediction-mcp": {
"url": "https://edge.vinkius.com/vk_preview_T9hB3hhM02oHkwC1grhpBzfg6Q88mlOLOf421O7I/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 Sand Production Prediction in Claude and other AIs
Who it's for
Built for the work Sand Production Prediction owners hand off.
This MCP is designed for professionals managing reservoir integrity and wellbore stability.
- 01
Reservoir Engineer
Uses the capability to set operational limits and predict sand risks.
- 02
Geomechanical Engineer
Relies on the MCP to model formation strength and failure zones.
- 03
Drilling Engineer
Uses stability data to inform wellbore design and management.
FAQ
Questions Sand Production Prediction owners ask.
- 01
What clients can I use with this MCP?
You can use this MCP with any compatible client, including Claude, Cursor, Windsurf, and VS Code.
- 02
How does the MCP calculate sand volume?
It estimates the expected sand mass by analyzing the failure radius, fluid velocity, and water cut.
- 03
Can I check operational safety?
Yes, the assess_operational_stability capability checks safety by combining mechanical, hydraulic, and fluid composition data.
- 04
What data is needed for drawdown calculations?
You typically need to provide rock strength and in-situ stress values to determine the critical drawdown.
- 05
Do I need to host the MCP myself?
No, Vinkius hosts and manages the MCP for you. You just connect your client and start working.
- 06
How do I know if my well is at risk of sand production?
You can use the assess_operational_stability capability to perform a comprehensive safety check that evaluates your current drawdown against the formation's strength.
- 07
Can I predict the volume of sand that will be produced?
Yes, the predict_sand_volume capability estimates the expected sand mass based on the failure zone radius, fluid velocity, and water cut.
- 08
What is the critical drawdown?
The critical drawdown is the maximum allowable pressure reduction before the formation becomes unstable. You can calculate this using get_critical_drawdown.
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Connect Sand Production Prediction to Claude, Cursor, ChatGPT & more
