
Connect Efficient Frontier 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. Calculate optimal asset weights and portfolio performance metrics.
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 · 3 capabilities
We ship only the actions that matter.
01-03
3 capabilities in this set.
Part of 3 available through Efficient Frontier Calculator.
- 01
Calculate tangency portfolio
This capability finds the tangency portfolio by calculating the maximum Sharpe ratio. It identifies the specific asset weights that provide the best excess return relative to risk.
- 02
Generate frontier samples
This capability produces a set of data points along the efficient frontier. It allows your agent to trace the curve of optimal risk and return combinations.
- 03
Calculate minimum variance
This capability identifies the minimum variance portfolio. It calculates the exact asset weights required to achieve the lowest possible volatility for your selection.
Real work
What teams actually run
Risk Reduction
Find the minimum variance portfolio to lower the volatility of a two-asset setup.
Return Optimization
Identify the tangency portfolio to get the highest possible Sharpe ratio for a given risk-free rate.
Portfolio Modeling
Generate frontier samples to visualize the trade-off between risk and return.
Small Portfolio Management
Optimize allocations for concentrated holdings of up to five different assets.
Automate a task
Put Efficient Frontier 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
Efficient Frontier 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 Efficient Frontier 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
640ms average. Fast in production.
Efficient Frontier Calculator is checked daily against the live service.
- Fastest day
- 552ms
- Slowest day
- 853ms
- 14-day trend
- Slowing+5%
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 Efficient Frontier Calculator, so you can see the experience inside your AI.
It does not authenticate your account with Efficient Frontier Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Efficient Frontier Calculator Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_IbhrA9anvOg60zL2oxV3IZO55VOjAZCfasamdXI1/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 — Efficient Frontier Calculator capabilities are ready to use.
{
"mcpServers": {
"efficient-frontier-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_IbhrA9anvOg60zL2oxV3IZO55VOjAZCfasamdXI1/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 Efficient Frontier Calculator in Claude and other AIs
Who it's for
Built for the work Efficient Frontier Calculator owners hand off.
This MCP is built for individuals managing small, concentrated portfolios who need quick quantitative insights.
- 01
Portfolio Managers
They hand off the heavy MPT math to the AI to quickly check different asset weight scenarios.
- 02
Financial Analysts
They use the capability to generate frontier samples for risk-return modeling.
- 03
Individual Investors
They use the calculator to find the minimum variance allocation for their specific holdings.
FAQ
Questions Efficient Frontier Calculator owners ask.
- 01
How many assets can I include in a portfolio?
This MCP is designed for small portfolios containing up to five assets.
- 02
What is the tangency portfolio?
The tangency portfolio is the specific combination of assets that results in the maximum Sharpe ratio.
- 03
Can I use this with Claude or Cursor?
Yes, you can use this MCP with any MCP-compatible client like Claude, Cursor, or Windsurf.
- 04
What does the minimum variance capability do?
It calculates the exact asset weights needed to achieve the lowest possible volatility for your selected assets.
- 05
Do I need to host the math engine myself?
No, Vinkius hosts and manages the MCP so it is ready to use as soon as you connect your client.
- 06
What is the maximum number of assets supported?
The calculator supports portfolios with a maximum of five assets.
- 07
How do I find the most risk-adjusted portfolio?
You can use the calculate_tangency_portfolio capability to identify the portfolio with the highest Sharpe ratio.
- 08
Can I see the entire efficient frontier curve?
Yes, by using the generate_frontier_samples capability, you can retrieve ten distinct points that trace the path of the efficient frontier.
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Connect Efficient Frontier Calculator to Claude, Cursor, ChatGPT & more
