
Connect Sampling Plan Designer 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. Build statistically rigorous quality control plans in seconds.
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.
Curated set · 4 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 4 available through Sampling Plan Designer.
- 01
Calculate basic plan
This capability calculates the necessary sample size and acceptance numbers based on your target quality and risk levels.
- 02
Compare plans
Use this to evaluate two different sampling plans to see which one is more stringent or carries less risk.
- 03
Get oc curve data
This capability generates the specific data points you need to plot an Operating Characteristic curve for any given plan.
- 04
Lookup standard plan
This capability pulls pre-defined sampling plans from ISO 2859 or ANSI/ASQ tables using your lot size and inspection level.
Real work
What teams actually run
Standard Compliance Check
You need to ensure a lot of 1000 units follows ISO 2859 General II inspection rules.
Risk Assessment
You want to see if a smaller sample size increases your consumer risk too much.
Plan Optimization
You need to find the best sample size and acceptance number for a specific AQL and risk level.
Visualizing Risk
You need the data points to create an OC curve to present to a stakeholder.
One connector, every AI
Sampling Plan Designer 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 Sampling Plan Designer 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
872ms average. Fast in production.
Sampling Plan Designer is checked daily against the live service.
- Fastest day
- 724ms
- Slowest day
- 1122ms
- 14-day trend
- Improving-13%
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 Sampling Plan Designer, so you can see the experience inside your AI.
It does not authenticate your account with Sampling Plan Designer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Sampling Plan Designer Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_FXsfft823H396NPVt12UywvRPYlb2beY37hY8K3s/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 — Sampling Plan Designer capabilities are ready to use.
{
"mcpServers": {
"sampling-plan-designer-mcp": {
"url": "https://edge.vinkius.com/vk_preview_FXsfft823H396NPVt12UywvRPYlb2beY37hY8K3s/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 Sampling Plan Designer in Claude and other AIs
Who it's for
Built for the work Sampling Plan Designer owners hand off.
This MCP is built for professionals managing quality assurance and statistical process control in manufacturing or supply chain environments.
- 01
Quality Engineers
They hand off the math for sample size determination and standard plan lookups to the AI.
- 02
Production Managers
They use the AI to quickly compare inspection plans for different production lots.
- 03
Supply Chain Analysts
They use the capability to verify that incoming material inspection plans meet ISO or ANSI standards.
FAQ
Questions Sampling Plan Designer owners ask.
- 01
Which industry standards are supported?
The MCP supports ISO 2859 and ANSI/ASQ sampling standards.
- 02
Can I use this to compare two different inspection plans?
Yes, you can use the compare_plans capability to see which plan is more conservative for a specific defect rate.
- 03
Does this MCP provide data for graphing?
Yes, the get_oc_curve_data capability provides the data points needed to plot Operating Characteristic curves.
- 04
What kind of AI clients can I use this with?
You can use this with any MCP-compatible client, including Claude, Cursor, and Windsurf.
- 05
How do I get the sample size for a specific AQL?
You can use the calculate_basic_plan capability by providing your target AQL and risk levels.
- 06
How do I generate a plan based on specific risk levels?
You can use the calculate_basic_plan capability by providing the lot size, target AQL, producer risk, and consumer risk.
- 07
Can I use industry standards like ISO 2859?
Yes, the lookup_standard_plan capability allows you to retrieve plans directly from ISO 2859 and ANSI/ASQ tables.
- 08
How can I compare two different sampling plans?
Use the compare_plans capability to evaluate two plans against a specific defect rate to see which is more stringent.
Explore
More in Statistics
Grape Sampling Protocol Design AI Connector
Designs statistically valid grape sampling protocols using stratified random sampling.
ViewWine Quality Score Analysis AI Connector
Statistical analysis of sensory evaluation scores for wine quality.
ViewSampling System Design AI Connector
Calculates optimal sampling parameters using Gy's sampling theory.
ViewCumene Plant Design Suite AI Connector
Engineering tools for designing cumene production plants using alkylation kinetics.
View
Suggestions
Urea Plant Design Engineer AI Connector
Specialized engineering tool for urea production plant design and feedstock validation.
ViewCaprolactam Plant Design AI Connector
Engineering tool for designing industrial caprolactam production plants.
ViewCarbon Black Plant Designer AI Connector
Design furnace black production plants by calculating reactor, quench, and collection system specifications.
ViewPVC Plant Design Engineer AI Connector
Simulate and design PVC production facilities using polymerization kinetics.
View
Connect Sampling Plan Designer to Claude, Cursor, ChatGPT & more
