
Connect Calibration Curve Generator 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. Turn raw instrument responses into precise concentration models.
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 Calibration Curve Generator.
- 01
Generate calibration model
Use this to create the primary mathematical model from your set of concentration and response data.
- 02
Get detection limit statistics
This capability provides the statistical context for your instrument's sensitivity and detection limits.
- 03
Validate calibration quality
This capability evaluates if a calibration curve is fit for use based on your specific laboratory or regulatory standards.
- 04
Calculate unknown concentration
This capability converts a specific instrument signal into its corresponding concentration using your existing model.
Real work
What teams actually run
Instrument Calibration
Build a mathematical relationship between known standards and instrument output.
Sample Analysis
Convert a measured signal from a new sample into a concentration value.
Compliance Auditing
Verify that your current calibration curves are valid for use in a regulated lab.
Sensitivity Assessment
Determine the detection and quantitation limits of your analytical equipment.
One connector, every AI
Calibration Curve Generator 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 Calibration Curve Generator 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
859ms average. Fast in production.
Calibration Curve Generator is checked daily against the live service.
- Fastest day
- 687ms
- Slowest day
- 1203ms
- 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 Calibration Curve Generator, so you can see the experience inside your AI.
It does not authenticate your account with Calibration Curve Generator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Calibration Curve Generator Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_6yYJASHISuPWWfm89OVAesihe3iIksAUeeT0ly6l/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 — Calibration Curve Generator capabilities are ready to use.
{
"mcpServers": {
"calibration-curve-generator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_6yYJASHISuPWWfm89OVAesihe3iIksAUeeT0ly6l/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 Calibration Curve Generator in Claude and other AIs
Who it's for
Built for the work Calibration Curve Generator owners hand off.
This MCP is designed for professionals working in analytical chemistry and laboratory environments who need to automate data modeling.
- 01
Analytical Chemists
They hand off raw instrument data to the agent to generate regression models.
- 02
Lab Technicians
They use the agent to quickly check if a calibration meets compliance standards.
- 03
Quality Control Specialists
They rely on the agent to verify detection limits and sensitivity metrics.
FAQ
Questions Calibration Curve Generator owners ask.
- 01
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.
- 02
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.
- 03
Can this MCP help with regulatory compliance?
Yes, the validate_calibration_quality capability checks if your curves meet specific laboratory or regulatory standards.
- 04
How does it handle sensitivity metrics?
The get_detection_limit_statistics capability provides the specific LOD and LOQ values for your models.
- 05
Can I calculate concentrations from a signal?
Yes, the calculate_unknown_concentration capability converts instrument signals into concentrations using your existing models.
- 06
How do I create a new calibration model?
You can use the generate_calibration_model capability by providing arrays of known concentrations and their corresponding instrument responses.
- 07
Can I account for heteroscedasticity in my data?
Yes, the generate_calibration_model capability supports weighting schemes such as 1/x and 1/x2 to handle variance changes at different concentrations.
- 08
How can I check if my calibration meets lab standards?
Use the validate_calibration_quality capability to evaluate your model against specific R-squared and detection limit requirements.
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Connect Calibration Curve Generator to Claude, Cursor, ChatGPT & more
