What can this MCP calculate?

It calculates specific activity, yield percentage, and purification factors for protein purification steps.

Can I use this with Claude or Cursor?

Yes, you can connect this MCP to any compatible client like Claude, Cursor, or Windsurf through Vinkius.

How does it help with chromatography?

It provides expected yield and purification factor ranges for methods like affinity or ion exchange to help you benchmark your results.

Can it find errors in my lab data?

Yes, the validation capability checks your sequence of purification steps for logical consistency and identifies anomalies.

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.

How do I calculate the purification factor?

You can use the calculate_step_metrics capability. Provide the current step's protein and activity data along with the baseline values to receive the purification factor.

Can I check if my purification results are within expected ranges?

Yes, use the getMethodEfficiencyThresholds capability. It provides expected yield and fold ranges for methods like affinity, ion_exchange, and size_exclusion.

How can I detect errors in my purification data?

The validate_purification_log capability analyzes your sequence of steps to flag anomalies, such as unexpected increases in total activity.

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Connect Protein Purification Yield Calculator 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. Track purity and recovery efficiency across every lab step.

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 Protein Purification Yield.

01
Calculate step metrics
Calculates purity and recovery metrics for a single purification step. It handles the math for specific activity and yield based on your input data.
02
Validate purification log
Checks your sequence of purification steps for logical consistency. It identifies experimental anomalies in your recorded data.
03
Compare purification stages
Compares two different stages of a purification process. It quantifies the changes in activity and yield between steps.
04
Get method efficiency thresholds
Provides expected yield and purification factor ranges for specific methods. Use this to see if your affinity or ion exchange results match theoretical standards.

Real work

What teams actually run

Post-Chromatography Analysis

Calculate how much protein you recovered after an ion exchange run.

Method Optimization

Compare the efficiency of affinity chromatography against your current results.

Experimental Auditing

Check a full sequence of purification steps to find where a sample might have been lost.

Benchmarking Results

Verify if your purification factor falls within expected ranges for your specific method.

One connector, every AI

Protein Purification Yield 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 Protein Purification Yield 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

914ms average. Fast in production.

Protein Purification Yield is checked daily against the live service.

Daily averagePeak 1046ms

Oct 3Today

Fastest day: 732ms
Slowest day: 1046ms
14-day trend: Improving-11%

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 Protein Purification Yield, so you can see the experience inside your AI.

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

Protein Purification Yield Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_PCkBPpWfbuJDzR2btC3kknTGYgdFLMktgLrG0wow/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 — Protein Purification Yield capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "protein-purification-yield-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_PCkBPpWfbuJDzR2btC3kknTGYgdFLMktgLrG0wow/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 Protein Purification Yield in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Protein Purification Yield owners hand off.

Biochemists and researchers working on protein isolation and purification.

01
Biochemical Researchers
Hand off raw assay data to the agent to get instant purity and yield metrics.
02
Lab Technicians
Use the agent to validate purification logs and ensure experimental consistency.
03
Protein Engineers
Compare different purification methods against theoretical efficiency thresholds.

FAQ

Questions Protein Purification Yield owners ask.

01
What can this MCP calculate?
It calculates specific activity, yield percentage, and purification factors for protein purification steps.
02
Can I use this with Claude or Cursor?
Yes, you can connect this MCP to any compatible client like Claude, Cursor, or Windsurf through Vinkius.
03
How does it help with chromatography?
It provides expected yield and purification factor ranges for methods like affinity or ion exchange to help you benchmark your results.
04
Can it find errors in my lab data?
Yes, the validation capability checks your sequence of purification steps for logical consistency and identifies anomalies.
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 using the capabilities.
06
How do I calculate the purification factor?
You can use the calculate_step_metrics capability. Provide the current step's protein and activity data along with the baseline values to receive the purification factor.
07
Can I check if my purification results are within expected ranges?
Yes, use the getMethodEfficiencyThresholds capability. It provides expected yield and fold ranges for methods like affinity, ion_exchange, and size_exclusion.
08
How can I detect errors in my purification data?
The validate_purification_log capability analyzes your sequence of steps to flag anomalies, such as unexpected increases in total activity.

Explore

More in Biochemistry

Connect Protein Purification Yield 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

Calculate step metrics

Validate purification log

Compare purification stages

Get method efficiency thresholds

What teams actually run

Post-Chromatography Analysis

Method Optimization

Experimental Auditing

Benchmarking Results

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

Protein Purification Yield Connector

Claude Desktop

Biochemical Researchers

Lab Technicians

Protein Engineers

What can this MCP calculate?

Can I use this with Claude or Cursor?

How does it help with chromatography?

Can it find errors in my lab data?

Do I need to host the MCP myself?

How do I calculate the purification factor?

Can I check if my purification results are within expected ranges?

How can I detect errors in my purification data?

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