
Connect Machinery Capacity Planner 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. Get precise field coverage and equipment cost estimates.
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.
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 Machinery Capacity Planner.
- 01
Evaluate completion feasibility
This capability estimates if you can finish a task within a set timeframe. It factors in your working capacity and the reliability of the weather.
- 02
Get operational window
This capability identifies your effective daily working capacity. It helps you understand exactly how much ground you can cover in a single day.
- 03
Calculate field productivity
This capability calculates the actual rate at which your machine covers land. It uses implement width, speed, and efficiency to give you a real-world coverage number.
- 04
Compare machinery economics
Use this to decide between owning equipment or hiring a contractor. It compares ownership costs against custom hire rates for your specific workload.
Real work
What teams actually run
Equipment Procurement
Decide if buying a new machine makes sense for your total hectares by comparing fixed and variable costs.
Harvest Scheduling
Check if you can finish harvesting a specific area before the weather turns by evaluating completion feasibility.
Daily Work Planning
Determine how much land you can realistically cover each day to set realistic crew expectations.
Contractor Bidding
Use productivity math to ensure your quoted rates cover the actual time spent in the field.
One connector, every AI
Machinery Capacity Planner 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 Machinery Capacity Planner 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
906ms average. Fast in production.
Machinery Capacity Planner is checked daily against the live service.
- Fastest day
- 711ms
- Slowest day
- 1073ms
- 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 Machinery Capacity Planner, so you can see the experience inside your AI.
It does not authenticate your account with Machinery Capacity Planner. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Machinery Capacity Planner Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_fZ0PIHuQz6zL5F8nhR64esFU8fpCKpbtSN92c63Z/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 — Machinery Capacity Planner capabilities are ready to use.
{
"mcpServers": {
"machinery-capacity-planner-mcp": {
"url": "https://edge.vinkius.com/vk_preview_fZ0PIHuQz6zL5F8nhR64esFU8fpCKpbtSN92c63Z/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 Machinery Capacity Planner in Claude and other AIs
Who it's for
Built for the work Machinery Capacity Planner owners hand off.
This MCP is built for agricultural professionals who need to turn field data into actionable logistics plans.
- 01
Farm Managers
They hand off equipment cost comparisons and daily capacity planning to the AI.
- 02
Agronomists
They use the capability to check if planting or harvesting windows are realistic.
- 03
Agricultural Contractors
They use it to calculate productivity and estimate job completion times.
FAQ
Questions Machinery Capacity Planner owners ask.
- 01
How does this MCP calculate field productivity?
It uses the implement width, machine speed, and an efficiency percentage to find the actual rate of land coverage.
- 02
Can I use this to decide between buying or hiring equipment?
Yes. The compare_machinery_economics capability compares the fixed and variable costs of owning a machine against the cost of hiring a contractor.
- 03
Does the capability account for weather?
Yes. The evaluate_completion_feasibility capability uses weather reliability to estimate the probability of finishing a task on time.
- 04
Which AI clients can use this MCP?
You can use this with any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.
- 05
What is an operational window?
The get_operational_window capability identifies your effective working capacity per day, helping you plan daily field tasks.
- 06
How does the capability account for weather?
The evaluate_completion_feasibility capability uses a weather reliability factor to adjust the probability of completing work within the available working days.
- 07
Can I compare ownership costs with hiring?
Yes, the compare_machinery_economics capability compares total ownership costs (fixed and variable) against custom hire rates per hectare.
- 08
What is field efficiency?
Field efficiency is the decimal representing the percentage of time a machine is actively working versus time lost to turns, refueling, or repositioning. It is used in calculate_field_productivity to find the actual hectares per hour.
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Connect Machinery Capacity Planner to Claude, Cursor, ChatGPT & more
