What math does this MCP use for crystallite sizing?

The MCP uses the Scherrer equation to calculate crystallite size from peak width data.

Can I account for my XRD machine's error?

Yes, you can use the estimate_instrumental_broadening capability to determine the width contribution from your equipment.

How do I analyze both size and microstrain at once?

You can use the perform_williamson_hall_analysis capability to combine both effects in a single analysis.

Which AI clients can use this MCP?

Any MCP-compatible client like Claude, Cursor, Windsurf, or VS Code can use this capability.

Do I need to host this myself?

No, Vinkius hosts and manages the MCP for you, so it is ready to use as soon as you connect.

What is the primary use of this capability?

It is used to calculate crystallite size and microstrain from X-ray diffraction peak data.

How do I account for my XRD machine's specific characteristics?

You can use the estimate_instrumental_broadening capability with a standard profile like 'standard_lab_xrd' to find the equipment's width contribution.

Can I perform a full Williamson-Hall analysis?

Yes, by providing multiple peak data points to the perform_williamson_hall_analysis capability, you can derive both size and strain.

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Connect Crystallite Size Calculator 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 material characterization from XRD data instantly.

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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 Crystallite Size Calculator.

01
Analyze microstrain
This capability isolates the microstrain component from the total observed peak broadening. It helps you understand lattice distortions in your sample.
02
Estimate instrumental broadening
Use this to find the width contribution caused by your measurement equipment. It ensures your physical measurements aren't skewed by the hardware.
03
Perform williamson hall analysis
This capability runs a full analysis by combining both size and strain effects. It provides a more complete picture of the material properties.
04
Calculate scherrer size
This capability applies the Scherrer equation to your data. It gives you the crystallite size based on peak width.

Real work

What teams actually run

Nanoparticle Sizing

Use the Scherrer capability to determine the average size of nanocrystalline powders.

Lattice Distortion Study

Isolate microstrain to see how processing methods affect your crystal lattice.

XRD Calibration

Estimate instrumental broadening to account for your specific lab equipment.

Comprehensive Material Profiling

Run a Williamson-Hall analysis to get both size and strain in one go.

One connector, every AI

Crystallite Size Calculator 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 Crystallite Size Calculator 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

853ms average. Fast in production.

Crystallite Size Calculator is checked daily against the live service.

Daily averagePeak 1015ms

Oct 3Today

Fastest day: 664ms
Slowest day: 1015ms
14-day trend: Improving-12%

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 Crystallite Size Calculator, so you can see the experience inside your AI.

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

Crystallite Size Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_SGpGYNjR3ctR908g4mNz4H0F3QGkXydlg1iE2gGi/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 — Crystallite Size Calculator capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "crystallite-size-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_SGpGYNjR3ctR908g4mNz4H0F3QGkXydlg1iE2gGi/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 Crystallite Size Calculator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Crystallite Size Calculator owners hand off.

This MCP is built for researchers and engineers working with X-ray diffraction data who want to automate physical characterization.

01
Materials Scientists
They hand off XRD peak data to the AI to quickly get size and strain metrics.
02
Crystallographers
They use the capability to perform Williamson-Hall analysis without manual computation.
03
Nanotechnology Researchers
They rely on the Scherrer equation capability to measure nanoparticle dimensions.

FAQ

Questions Crystallite Size Calculator owners ask.

01
What math does this MCP use for crystallite sizing?
The MCP uses the Scherrer equation to calculate crystallite size from peak width data.
02
Can I account for my XRD machine's error?
Yes, you can use the estimate_instrumental_broadening capability to determine the width contribution from your equipment.
03
How do I analyze both size and microstrain at once?
You can use the perform_williamson_hall_analysis capability to combine both effects in a single analysis.
04
Which AI clients can use this MCP?
Any MCP-compatible client like Claude, Cursor, Windsurf, or VS Code can use this capability.
05
Do I need to host this myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use as soon as you connect.
06
What is the primary use of this capability?
It is used to calculate crystallite size and microstrain from X-ray diffraction peak data.
07
How do I account for my XRD machine's specific characteristics?
You can use the estimate_instrumental_broadening capability with a standard profile like 'standard_lab_xrd' to find the equipment's width contribution.
08
Can I perform a full Williamson-Hall analysis?
Yes, by providing multiple peak data points to the perform_williamson_hall_analysis capability, you can derive both size and strain.

Explore

More in Science

Connect Crystallite Size Calculator 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

Analyze microstrain

Estimate instrumental broadening

Perform williamson hall analysis

Calculate scherrer size

What teams actually run

Nanoparticle Sizing

Lattice Distortion Study

XRD Calibration

Comprehensive Material Profiling

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

Crystallite Size Calculator Connector

Claude Desktop

Materials Scientists

Crystallographers

Nanotechnology Researchers

What math does this MCP use for crystallite sizing?

Can I account for my XRD machine's error?

How do I analyze both size and microstrain at once?

Which AI clients can use this MCP?

Do I need to host this myself?

What is the primary use of this capability?

How do I account for my XRD machine's specific characteristics?

Can I perform a full Williamson-Hall analysis?

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