Use Whitespace Reduction Calculator with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Analyze and quantify whitespace reduction impact.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Complete set · 3 capabilities
The complete Whitespace Reduction Calculator capability set.
These are the exact actions your AI can choose when you ask it to work with Whitespace Reduction Calculator.
01-03
3 capabilities in this set.
Part of 3 available through Whitespace Reduction Calculator.
- 01
Analyze whitespace
- 02
Calculate efficiency metrics
- 03
Get optimized text
Observed, not estimated
794ms average. Fast in production.
Whitespace Reduction Calculator is checked daily against the live service.
- Fastest day
- 625ms
- Slowest day
- 998ms
- 14-day trend
- Slowing+7%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 3 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 Whitespace Reduction Calculator, so you can see the experience inside your AI.
It does not authenticate your account with Whitespace Reduction Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Whitespace Reduction Calculator Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_GysQQpTW0Z8ZGEXCwuVFMPUKAyEjP7Pr9uTIe1hj/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 — Whitespace Reduction Calculator capabilities are ready to use.
{
"mcpServers": {
"whitespace-reduction-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_GysQQpTW0Z8ZGEXCwuVFMPUKAyEjP7Pr9uTIe1hj/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 Whitespace Reduction Calculator owners ask.
- 01
What can this capability analyze?
It analyzes spaces, tabs, and newlines to calculate compression ratios and reducible whitespace using analyze_whitespace.
- 02
How do I get the cleaned text?
You can use the get_optimized_text capability to receive the text with collapsed spaces and newlines.
- 03
Does it support large text files?
Yes, it is designed to process text strings for detailed whitespace auditing and efficiency calculations.
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