Connect Garment Size Averaging to ChatGPT, Claude and Gemini
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. Convert clothing labels into precise manufacturing numbers.
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.
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.

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.
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.
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.
Complete set · 4 capabilities
The complete Garment Size Averaging capability set.
These are the exact actions your AI can choose when you ask it to work with Garment Size Averaging.
01-04
4 capabilities in this set.
Part of 4 available through Garment Size Averaging.
- 01
Get size distribution
Counts how many of each size exists in a specific collection.
- 02
Get size mapping
Retrieves the numeric scale that represents qualitative labels like Small or Large.
- 03
Validate size label
Checks if a specific size label is recognized within a chosen region.
- 04
Calculate average size
Computes the mean numeric value for a set of garments.
One connector, every AI
Garment Size Averaging 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.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Garment Size Averaging 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
1057ms average. Fast in production.
Garment Size Averaging is checked daily against the live service.
- Fastest day
- 878ms
- Slowest day
- 1208ms
- 14-day trend
- Improving-20%
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 Garment Size Averaging, so you can see the experience inside your AI.
It does not authenticate your account with Garment Size Averaging. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Garment Size Averaging Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_Oez7eKSv4usdH880wzVno5pVT7w2QvvrRZwotctb/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 — Garment Size Averaging capabilities are ready to use.
{
"mcpServers": {
"garment-size-averaging-mcp": {
"url": "https://edge.vinkius.com/vk_preview_Oez7eKSv4usdH880wzVno5pVT7w2QvvrRZwotctb/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? How to give Claude access to Garment Size Averaging
Who it's for
Built for the work Garment Size Averaging owners hand off.
This is built for professionals managing apparel supply chains and inventory.
- 01
Inventory Managers
They hand off size lists to the AI to calculate stock levels.
- 02
Production Planners
They use the AI to turn size labels into numeric manufacturing targets.
- 03
Supply Chain Analysts
They use the AI to analyze size distributions across different regions.
FAQ
Questions Garment Size Averaging owners ask.
- 01
How does this MCP handle 'Small' or 'Large' labels?
It uses a mapping capability to convert those text labels into a numeric scale that your AI can perform math on.
- 02
Can I use this with Claude or Cursor?
Yes, this MCP works with any MCP-compatible client including Claude, Cursor, and Windsurf.
- 03
Does it support different sizing regions?
Yes, it includes a capability to validate if a size label is correct for a specific region.
- 04
What kind of math can my agent do with this?
Your agent can calculate the mean size of a collection or the frequency distribution of sizes.
- 05
Do I need to host this myself?
No, Vinkius hosts and manages the MCP so it is ready to use immediately after connection.
- 06
How do I calculate the average size of a batch of clothes?
You can use the calculate_average_size capability by providing an array of size labels.
- 07
Can I use different regional standards?
Yes, most capabilities allow you to specify a region like 'US' or 'EU' to ensure the correct numeric mapping is applied.
- 08
How can I see the frequency of each size in my inventory?
Use the get_size_distribution capability to receive a count of every size label provided in your list.
Explore
More in Inventory Management
Punch-Down & Pump-Over Scheduler AI Connector
Automated scheduling for fermentation cap management and labor optimization.
ViewChild Growth Percentile Calculator AI Connector
Calculate pediatric growth percentiles, velocity, and status using WHO and CDC standards.
ViewWater Tank Volume Calculator AI Connector
Calculate geometric volume and fluid capacity for rectangular water tanks.
ViewShipping Zone Cost Calculator AI Connector
Calculate precise freight costs using dimensional weight and shipping zones.
View
Suggestions
Digital Audio Parameter Calculator AI Connector
Calculate Nyquist frequency, dynamic range, bitrate, and storage requirements for digital audio.
ViewManure Storage Sizing AI Connector
Calculate manure storage dimensions and nutrient production.
ViewTick Index Cumulative Calculator AI Connector
Calculate cumulative tick indices, momentum, and statistical breadth metrics.
ViewPet Body Condition Score (BCS) Assessor AI Connector
Assess pet weight and nutritional status using a 9-point Body Condition Score (BCS) system.
View
Connect Garment Size Averaging to Claude, Cursor, ChatGPT & more
