
Connect Non-linear Ingredient Adjuster 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. Scale recipes without ruining the chemistry or flavor.
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 · 3 capabilities
We ship only the actions that matter.
01-03
3 capabilities in this set.
Part of 3 available through Non-linear Ingredient Adjuster.
- 01
Scale ingredients
This capability performs the actual non-linear scaling. It transforms your base recipe into a new size while applying the necessary chemical adjustments.
- 02
Get scaling multipliers
This capability lets you preview how the math will change. You can see the specific multipliers for leavening, salt, and fats before applying them to a full recipe.
- 03
Validate recipe input
This capability checks your ingredient list for errors. It ensures every item belongs to a supported category before you attempt to scale.
Real work
What teams actually run
Batch Scaling
Convert a single-loaf bread recipe into a 20-loaf production run.
Flavor Testing
Check how salt and spice levels will shift when doubling a recipe.
Recipe Auditing
Validate that an ingredient list is formatted correctly for scaling.
Production Planning
Preview scaling multipliers to understand the impact on specific ingredient categories.
One connector, every AI
Non-linear Ingredient Adjuster 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 Non-linear Ingredient Adjuster 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
703ms average. Fast in production.
Non-linear Ingredient Adjuster is checked daily against the live service.
- Fastest day
- 559ms
- Slowest day
- 778ms
- 14-day trend
- Slowing+19%
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 Non-linear Ingredient Adjuster, so you can see the experience inside your AI.
It does not authenticate your account with Non-linear Ingredient Adjuster. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Non-linear Ingredient Adjuster Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_Kh40XZ5XPWArjwxeTdhhiqWcPcIK5m6d721K0MlG/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 — Non-linear Ingredient Adjuster capabilities are ready to use.
{
"mcpServers": {
"non-linear-ingredient-adjuster-mcp": {
"url": "https://edge.vinkius.com/vk_preview_Kh40XZ5XPWArjwxeTdhhiqWcPcIK5m6d721K0MlG/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 Non-linear Ingredient Adjuster in Claude and other AIs
Who it's for
Built for the work Non-linear Ingredient Adjuster owners hand off.
Professional bakers and culinary developers who need to move from small batches to production quantities without losing quality.
- 01
Pastry Chefs
They hand off base recipes to the AI to generate large-scale production sheets.
- 02
Recipe Developers
They use the capability to test how new formulas behave when scaled for different equipment.
- 03
Commercial Bakers
They rely on the non-linear math to ensure consistency across massive batches.
FAQ
Questions Non-linear Ingredient Adjuster owners ask.
- 01
How does this MCP scale salt and spices?
It scales salt and spices at 75% of the linear multiplier to prevent them from becoming too strong in larger batches.
- 02
What happens to leavening agents when I scale up?
The capability caps leavening agents to prevent them from causing the recipe to over-rise or collapse.
- 03
Can I use this with Claude or Cursor?
Yes, you can use this MCP with any MCP-compatible client including Claude, Cursor, and Windsurf.
- 04
Does it handle fat adjustments?
Yes, it adjusts fat amounts to help maintain the correct texture during scaling.
- 05
How do I see the multipliers before scaling?
You can use the get_scaling_multipliers capability to preview how different categories will be adjusted.
- 06
How does the scaling logic work for leavening agents?
To prevent structural failure, when the scale factor exceeds 2x, the multiplier for leavening agents like baking powder or yeast is capped at a specific limit.
- 07
Can I check multipliers before scaling my whole recipe?
Yes, you can use the get_scaling_multipliers capability to preview exactly how much each category (salt, fat, leavening) will be adjusted for a specific scale factor.
- 08
Does the capability validate my ingredient list?
Yes, the validate_recipe_input capability checks that all ingredients have valid names, amounts, units, and belong to supported categories like 'leavening', 'salt', or 'fat'.
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Connect Non-linear Ingredient Adjuster to Claude, Cursor, ChatGPT & more
