What regression model does this MCP use?

This MCP uses 4-parameter logistic (4PL) regression to model the sigmoidal relationship in ELISA assays.

Can I use this with Claude or Cursor?

Yes, you can connect this MCP to any MCP-compatible client including Claude, Cursor, and Windsurf.

How does it handle samples outside the standard range?

The validate_assay_range capability specifically checks if your unknown samples fall within the measurable range of the standard curve.

Does it calculate precision?

Yes, the calculate_precision_metrics capability evaluates assay reliability through replicate analysis.

Do I need to host the math engine myself?

No, Vinkius hosts the MCP, so it is ready to use as soon as you connect your client.

What mathematical model is used for the curve fitting?

The server uses a 4-parameter logistic (4PL) regression model to account for the sigmoidal relationship between concentration and optical density.

How can I check if my sample OD is within the valid range?

You can use the validate_assay_range capability to compare your unknown sample ODs against the range established by your standard ODs.

Can I calculate the precision of my assay replicates?

Yes, the calculate_precision_metrics capability allows you to provide groups of replicate OD values to calculate the mean and the coefficient of variation (CV%).

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Connect ELISA Standard Curve 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. Get precise sample concentrations from sigmoidal regression models.

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 ELISA Standard Curve Analysis.

01
Interpolate unknowns
This capability calculates the concentration of unknown samples by applying the fitted 4PL curve to their optical density values.
02
Validate assay range
This capability checks whether your unknown sample ODs fall within the valid measurable range of your standard curve.
03
Get curve parameters
This capability generates the mathematical model of your standard curve using 4PL regression.
04
Calculate precision metrics
Use this to evaluate how reliable your assay is by performing replicate analysis.

Real work

What teams actually run

Quantifying Unknown Samples

Provide your standard curve data and an unknown OD to get an immediate concentration reading.

Assay Quality Control

Run replicate analysis to check the precision and reliability of your current assay run.

Range Validation

Verify that your experimental samples are not sitting outside the valid range of your standards.

Curve Parameter Extraction

Get the specific mathematical constants for your 4PL model for further research documentation.

One connector, every AI

ELISA Standard Curve 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 ELISA Standard Curve 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

933ms average. Fast in production.

ELISA Standard Curve Analysis is checked daily against the live service.

Daily averagePeak 1257ms

Oct 3Today

Fastest day: 732ms
Slowest day: 1257ms
14-day trend: Slowing+28%

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 ELISA Standard Curve Analysis, so you can see the experience inside your AI.

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

ELISA Standard Curve Analysis Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_4RcAR6Gs9Ve0dI4G03MbCBGyCih3A10FvYh7tLWU/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 — ELISA Standard Curve Analysis capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "elisa-standard-curve-analysis-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_4RcAR6Gs9Ve0dI4G03MbCBGyCih3A10FvYh7tLWU/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 ELISA Standard Curve Analysis in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work ELISA Standard Curve Analysis owners hand off.

This MCP is built for professionals working in biotechnology and biochemical research who need to process assay data quickly.

01
Biochemists
Hand off raw OD readings and standard concentrations to the AI for rapid quantification.
02
Lab Technicians
Use the capability to validate that assay runs are within measurable ranges.
03
Bioinformatics Researchers
Integrate 4PL regression math directly into automated data analysis workflows.

FAQ

Questions ELISA Standard Curve Analysis owners ask.

01
What regression model does this MCP use?
This MCP uses 4-parameter logistic (4PL) regression to model the sigmoidal relationship in ELISA assays.
02
Can I use this with Claude or Cursor?
Yes, you can connect this MCP to any MCP-compatible client including Claude, Cursor, and Windsurf.
03
How does it handle samples outside the standard range?
The validate_assay_range capability specifically checks if your unknown samples fall within the measurable range of the standard curve.
04
Does it calculate precision?
Yes, the calculate_precision_metrics capability evaluates assay reliability through replicate analysis.
05
Do I need to host the math engine myself?
No, Vinkius hosts the MCP, so it is ready to use as soon as you connect your client.
06
What mathematical model is used for the curve fitting?
The server uses a 4-parameter logistic (4PL) regression model to account for the sigmoidal relationship between concentration and optical density.
07
How can I check if my sample OD is within the valid range?
You can use the validate_assay_range capability to compare your unknown sample ODs against the range established by your standard ODs.
08
Can I calculate the precision of my assay replicates?
Yes, the calculate_precision_metrics capability allows you to provide groups of replicate OD values to calculate the mean and the coefficient of variation (CV%).

Explore

More in Biochemistry

Connect ELISA Standard Curve 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

Interpolate unknowns

Validate assay range

Get curve parameters

Calculate precision metrics

What teams actually run

Quantifying Unknown Samples

Assay Quality Control

Range Validation

Curve Parameter Extraction

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

ELISA Standard Curve Analysis Connector

Claude Desktop

Biochemists

Lab Technicians

Bioinformatics Researchers

What regression model does this MCP use?

Can I use this with Claude or Cursor?

How does it handle samples outside the standard range?

Does it calculate precision?

Do I need to host the math engine myself?

What mathematical model is used for the curve fitting?

How can I check if my sample OD is within the valid range?

Can I calculate the precision of my assay replicates?

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