What math does this MCP use for optimization?

It uses Markowitz mean-variance optimization to calculate weights that maximize the Sharpe ratio.

How does it handle rebalancing?

The capability provides rebalancing triggers when any single position exceeds 20% of your total portfolio.

Which AI clients can I use this with?

You can use this MCP with any compatible client, including Claude, Cursor, Windsurf, and VS Code.

Can I see my potential losses?

Yes, you can use the analyze_risk_profile capability to estimate your maximum drawdown.

Do I need to host this myself?

No, Vinkius hosts and manages the MCP for you. You just connect and use it.

How does the optimizer determine capital allocation?

The engine uses Markowitz mean-variance optimization to solve for weights that maximize the Sharpe ratio, considering the expected values, variances, and correlations of all provided markets.

What triggers a rebalancing action?

A rebalance action is automatically suggested via analyze_risk_profile if any single position grows to exceed 20% of the total portfolio value due to market price appreciation.

Can I visualize the risk-return trade-off?

Yes, you can use the get_efficient_frontier capability to generate a series of optimal portfolios that map the relationship between volatility and expected return.

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Connect Portfolio Sharpe Optimization 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 exact capital weights to maximize your Sharpe ratio.

Ask AI about this Connector

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.

V8 Isolate01

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.

Kill Switch02

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.

FinOps per User03

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.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Portfolio Sharpe Optimization.

01
Analyze risk profile
This capability estimates your potential downside and provides specific instructions for rebalancing. It helps you track maximum drawdown and manage position sizing.
02
Get efficient frontier
This capability generates a series of optimal portfolios to show you the trade-off between risk and return. It helps you visualize the best possible outcomes for different risk tolerances.
03
Optimize weights
This capability calculates the precise capital allocation needed to maximize your portfolio's Sharpe ratio. It uses your provided market data to find the most efficient distribution.

Real work

What teams actually run

Optimal Bet Sizing

You provide expected values and variances to find the exact amount to stake in each market to maximize your Sharpe ratio.

Risk Assessment

You check your current portfolio weights against market volatility to estimate potential maximum drawdown.

Portfolio Rebalancing

The agent identifies when a single market position has grown too large and suggests a rebalance.

Strategy Comparison

You use the efficient frontier to compare different sets of market opportunities.

One connector, every AI

Portfolio Sharpe Optimization 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.

Building your own app? The connector is yours to use.

You don't need a client to put Portfolio Sharpe Optimization 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

899ms average. Fast in production.

Portfolio Sharpe Optimization is checked daily against the live service.

Daily averagePeak 1079ms

Oct 3Today

Fastest day: 641ms
Slowest day: 1079ms
14-day trend: Stable-2%

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 Portfolio Sharpe Optimization, so you can see the experience inside your AI.

It does not authenticate your account with Portfolio Sharpe Optimization. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Portfolio Sharpe Optimization Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_YldwIfyfbSPhdtZRlu17wOZOzpLiLEdAUSopvMnW/mcp

Claude 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 — Portfolio Sharpe Optimization capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "portfolio-sharpe-optimization-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_YldwIfyfbSPhdtZRlu17wOZOzpLiLEdAUSopvMnW/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 Portfolio Sharpe Optimization in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Portfolio Sharpe Optimization owners hand off.

This MCP is built for quantitative traders and prediction market participants who need mathematical rigor in their capital allocation.

01
Prediction Market Trader
Hands off market statistics to the agent to get precise bet sizing.
02
Quantitative Analyst
Uses the agent to run mean-variance optimizations and risk modeling.
03
Portfolio Manager
Delegates drawdown estimation and rebalancing monitoring to the agent.

FAQ

Questions Portfolio Sharpe Optimization owners ask.

01
What math does this MCP use for optimization?
It uses Markowitz mean-variance optimization to calculate weights that maximize the Sharpe ratio.
02
How does it handle rebalancing?
The capability provides rebalancing triggers when any single position exceeds 20% of your total portfolio.
03
Which AI clients can I use this with?
You can use this MCP with any compatible client, including Claude, Cursor, Windsurf, and VS Code.
04
Can I see my potential losses?
Yes, you can use the analyze_risk_profile capability to estimate your maximum drawdown.
05
Do I need to host this myself?
No, Vinkius hosts and manages the MCP for you. You just connect and use it.
06
How does the optimizer determine capital allocation?
The engine uses Markowitz mean-variance optimization to solve for weights that maximize the Sharpe ratio, considering the expected values, variances, and correlations of all provided markets.
07
What triggers a rebalancing action?
A rebalance action is automatically suggested via analyze_risk_profile if any single position grows to exceed 20% of the total portfolio value due to market price appreciation.
08
Can I visualize the risk-return trade-off?
Yes, you can use the get_efficient_frontier capability to generate a series of optimal portfolios that map the relationship between volatility and expected return.

Explore

More in Finance

Connect Portfolio Sharpe Optimization to Claude, Cursor, ChatGPT & more

Your AI does the work. We keep it safe and sound.

Each Connector runs inside its own sealed environment.

One switch stops every agent. Instantly.

Spending limits that pause instead of surprise.

We ship only the actions that matter.

01-03

Analyze risk profile

Get efficient frontier

Optimize weights

What teams actually run

Optimal Bet Sizing

Risk Assessment

Portfolio Rebalancing

Strategy Comparison

Building your own app? The connector is yours to use.

Portfolio Sharpe Optimization Connector

Claude Desktop

Prediction Market Trader

Quantitative Analyst

Portfolio Manager

What math does this MCP use for optimization?

How does it handle rebalancing?

Which AI clients can I use this with?

Can I see my potential losses?

Do I need to host this myself?

How does the optimizer determine capital allocation?

What triggers a rebalancing action?

Can I visualize the risk-return trade-off?

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