Use Nanostructure Analyzer with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Calculates nanoparticle size distribution metrics from DLS and TEM data.
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.
Complete set · 4 capabilities
The complete Nanostructure Analyzer capability set.
These are the exact actions your AI can choose when you ask it to work with Nanostructure Analyzer.
01-04
4 capabilities in this set.
Part of 4 available through Nanostructure Analyzer.
- 01
Analyze dls data
Calculates size distribution metrics from DLS measurement sets
- 02
Analyze tem data
Calculates size distribution metrics from direct TEM measurements
- 03
Compare characterization
Compares DLS and TEM results to identify differences
- 04
Get distribution summary
Provides a high-level descriptive summary of a specific distribution
Observed, not estimated
913ms average. Fast in production.
Nanostructure Analyzer is checked daily against the live service.
- Fastest day
- 883ms
- Slowest day
- 990ms
- 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 Nanostructure Analyzer, so you can see the experience inside your AI.
It does not authenticate your account with Nanostructure Analyzer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Nanostructure Analyzer Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_hCWpm0Tq0DIo6SkyK7z4QhB2uol8dwzGjI3vmRox/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 — Nanostructure Analyzer capabilities are ready to use.
{
"mcpServers": {
"nanostructure-size-distribution-analyzer-mcp": {
"url": "https://edge.vinkius.com/vk_preview_hCWpm0Tq0DIo6SkyK7z4QhB2uol8dwzGjI3vmRox/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
FAQ
Questions Nanostructure Analyzer owners ask.
- 01
How do I analyze DLS data?
Provide the intensity-weighted moments as a JSON string to the analyze_dls_data capability.
- 02
Can I compare DLS and TEM results?
Yes, use the compare_characterization capability by providing the output objects from both DLS and TEM analyses.
- 03
What statistical models are supported?
The server supports log-normal and normal distribution models via the get_distribution_summary capability.
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