
Connect Org Design Ratio Calculator 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. Identify structural gaps and management bloat in your organization.
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 Org Design Ratio Calculator.
- 01
Evaluate cs coverage
This capability checks if your customer success headcount is sufficient for your specific customer segment.
- 02
Evaluate ga overhead
Use this to monitor how your G&A growth compares to your total headcount.
- 03
Evaluate gtm efficiency
This capability assesses the balance between your engineering and sales teams based on your specific go-to-market motion.
- 04
Evaluate span of control
This capability determines if your current manager to individual contributor ratio is healthy.
Real work
What teams actually run
Scaling Management
Check if your manager to individual contributor ratio remains healthy as you hire more staff.
GTM Alignment
Verify if your engineering and sales headcount is balanced for your specific go-to-market motion.
Customer Success Planning
Determine if you need to hire more CSMs to support a growing enterprise customer base.
Budget Oversight
Watch G&A spending to ensure it doesn't outpace your total headcount growth.
Automate a task
Put Org Design Ratio Calculator to work on one thing.
Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.
One connector, every AI
Org Design Ratio Calculator 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 Org Design Ratio Calculator 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
728ms average. Fast in production.
Org Design Ratio Calculator is checked daily against the live service.
- Fastest day
- 536ms
- Slowest day
- 899ms
- 14-day trend
- Improving-5%
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 Org Design Ratio Calculator, so you can see the experience inside your AI.
It does not authenticate your account with Org Design Ratio Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Org Design Ratio Calculator Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_VmX33YzGw8AuTtutnYevK8JKEG1oQIZU5UsrR2PO/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 — Org Design Ratio Calculator capabilities are ready to use.
{
"mcpServers": {
"org-design-ratio-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_VmX33YzGw8AuTtutnYevK8JKEG1oQIZU5UsrR2PO/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 Org Design Ratio Calculator in Claude and other AIs
Who it's for
Built for the work Org Design Ratio Calculator owners hand off.
This MCP is built for leadership teams managing scaling organizations that need to maintain efficient headcount ratios.
- 01
COO
Uses the capability to monitor organizational efficiency and G&A overhead.
- 02
VP of Sales
Checks GTM efficiency and sales to engineering ratios.
- 03
Head of People
Analyzes span of control and management structures.
- 04
CS Leader
Evaluates if customer success coverage meets segment requirements.
FAQ
Questions Org Design Ratio Calculator owners ask.
- 01
What industry benchmarks does this MCP use?
The MCP uses established SaaS industry benchmarks, including standards from SaaStr and Bain.
- 02
Which AI clients can I use with this MCP?
You can use this MCP with any compatible client, such as Claude, Cursor, Windsurf, or VS Code.
- 03
Can I use this to check my sales and engineering balance?
Yes, the evaluate_gtm_efficiency capability specifically assesses the balance between engineering and sales based on your go-to-market motion.
- 04
How does it help with management bloat?
It uses the evaluate_span_of_control capability to determine if your manager to individual contributor ratio is healthy.
- 05
Do I need to host this myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately after connection.
- 06
What is the ideal manager-to-IC ratio?
The target range for high-performing scaleups is typically between 6 and 8 individual contributors per manager.
- 07
How does GTM motion affect headcount benchmarks?
Different motions require different balances. For example, a PLG motion favors higher engineering density compared to an Enterprise motion which requires more sales presence.
- 08
Can I check for excessive G&A overhead?
Yes, the evaluate_ga_overhead capability checks if your G&A headcount as a percentage of total workforce exceeds industry thresholds.
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Connect Org Design Ratio Calculator to Claude, Cursor, ChatGPT & more
