What kind of assay data can this MCP process?

It is designed for biological assay measurements, including data used for MTT or Trypan Blue assays.

Can I use this with Claude or Cursor?

Yes, this MCP works with any MCP-compatible client including Claude, Cursor, and Windsurf.

How does it calculate IC50?

The capability uses provided dose-response data to estimate the concentration that causes a 50% reduction in cell viability.

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.

What is the difference between viability and growth inhibition?

Viability measures the percentage of surviving cells, while growth inhibition measures the percentage of growth that has been suppressed.

What assay types are supported?

The engine supports metabolic assays (like MTT) and membrane integrity assays (like Trypan Blue).

How do I calculate the IC50?

You can use the estimate_ic50 capability by providing arrays of concentrations and their corresponding viability percentages.

Can I get a full report of my experiment?

Yes, the summarize_assay capability aggregates average viability, inhibition range, and IC50 into a single report.

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Connect Cell Viability Calculation Engine 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. Turn raw assay measurements into actionable biological data.

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 Cell Viability Engine.

01
Estimate ic50
This capability estimates the half-maximal inhibitory concentration. It uses your dose-response data to find the specific drug concentration that causes 50% reduction in viability.
02
Growth inhibition
This capability determines the rate of growth suppression. It calculates the percentage of cell growth that a specific treatment has blocked.
03
Summarize assay
This capability aggregates your experimental data points into a structured report. It pulls together multiple findings into a single summary of the experiment.
04
Viability percentage
This capability calculates the percentage of surviving cells. It compares your treated signal against the control signal to find the survival rate.

Real work

What teams actually run

Drug Potency Testing

Use the IC50 capability to find the exact concentration needed to reduce cell viability by half.

Cytotoxicity Screening

Calculate viability percentages to see how different treatments affect cell survival.

Growth Suppression Studies

Measure how effectively a compound inhibits cell growth using the inhibition capability.

Experimental Reporting

Generate structured summaries of assay findings for lab notebooks or presentations.

One connector, every AI

Cell Viability Engine 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 Cell Viability Engine 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

896ms average. Fast in production.

Cell Viability Engine is checked daily against the live service.

Daily averagePeak 1018ms

Oct 3Today

Fastest day: 695ms
Slowest day: 1018ms
14-day trend: Stable0%

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 Cell Viability Engine, so you can see the experience inside your AI.

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

Cell Viability Engine Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_v7TYMPsfLMMfryCJP6j5lpW07yBUdhP1QBpBEtGF/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 — Cell Viability Engine capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "cell-viability-calculation-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_v7TYMPsfLMMfryCJP6j5lpW07yBUdhP1QBpBEtGF/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 Cell Viability Engine in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Cell Viability Engine owners hand off.

This MCP is designed for researchers and scientists who need to automate the mathematical processing of assay data.

01
Biomedical Researchers
Hand off raw assay measurements to the AI to get immediate IC50 and viability results.
02
Pharmacologists
Use the engine to quickly determine drug potency and growth suppression rates.
03
Lab Technicians
Automate the creation of experimental summaries from raw data points.

FAQ

Questions Cell Viability Engine owners ask.

01
What kind of assay data can this MCP process?
It is designed for biological assay measurements, including data used for MTT or Trypan Blue assays.
02
Can I use this with Claude or Cursor?
Yes, this MCP works with any MCP-compatible client including Claude, Cursor, and Windsurf.
03
How does it calculate IC50?
The capability uses provided dose-response data to estimate the concentration that causes a 50% reduction in cell viability.
04
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.
05
What is the difference between viability and growth inhibition?
Viability measures the percentage of surviving cells, while growth inhibition measures the percentage of growth that has been suppressed.
06
What assay types are supported?
The engine supports metabolic assays (like MTT) and membrane integrity assays (like Trypan Blue).
07
How do I calculate the IC50?
You can use the estimate_ic50 capability by providing arrays of concentrations and their corresponding viability percentages.
08
Can I get a full report of my experiment?
Yes, the summarize_assay capability aggregates average viability, inhibition range, and IC50 into a single report.

Explore

More in Data Analysis

Connect Cell Viability Engine 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

Estimate ic50

Growth inhibition

Summarize assay

Viability percentage

What teams actually run

Drug Potency Testing

Cytotoxicity Screening

Growth Suppression Studies

Experimental Reporting

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

Cell Viability Engine Connector

Claude Desktop

Biomedical Researchers

Pharmacologists

Lab Technicians

What kind of assay data can this MCP process?

Can I use this with Claude or Cursor?

How does it calculate IC50?

Do I need to host the MCP myself?

What is the difference between viability and growth inhibition?

What assay types are supported?

How do I calculate the IC50?

Can I get a full report of my experiment?

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