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Connect Marilyn vos Savant Probabilistic Clarity to your AI

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. Stop your AI from trusting its gut over math.

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.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

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.

A futuristic MCP client docking bay
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 · 1 capability

We ship only the actions that matter.

Capability set01 / 01

01

1 capability in this set.

Part of 1 available through Marilyn vos Savant Probabilistic Clarity Prover.

  1. 01

    Validate probabilistic clarity

    This capability forces your agent to perform a structured reflection on probability, including base rate accounting, sample scrutiny, and framing analysis. It requires the agent to commit to specific decision pivots to ensure no logical shortcuts are taken.

Real work

What teams actually run

01

Validating User Research

Use it when an agent interprets survey results to ensure the sample size and selection method are actually representative.

02

Assessing Risk Models

Apply it when an agent evaluates the likelihood of correlated events to prevent independence assumption errors.

03

Evaluating Test Accuracy

Use it to check if an agent is overestimating the significance of a positive test result by ignoring the base rate.

04

Debiasing Decision Making

Use it to reframe questions that might be leading the agent toward a biased conclusion.

Automate a task

Put Marilyn vos Savant Probabilistic Clarity Prover 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

Marilyn vos Savant Probabilistic Clarity Prover 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.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

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

You don't need a client to put Marilyn vos Savant Probabilistic Clarity Prover 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

840ms average. Fast in production.

Marilyn vos Savant Probabilistic Clarity Prover is checked daily against the live service.

Daily averagePeak 1037ms
Oct 3Today
Fastest day
621ms
Slowest day
1037ms
14-day trend
Stable-1%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 1 capability arrives 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 Marilyn vos Savant Probabilistic Clarity Prover, so you can see the experience inside your AI.

It does not authenticate your account with Marilyn vos Savant Probabilistic Clarity Prover. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Marilyn vos Savant Probabilistic Clarity Prover Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_4X3JYSBsdfrdsw0bbTNWVgKwG6T7UcBNfKmWy8Wm/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Marilyn vos Savant Probabilistic Clarity Prover capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "marilyn-vos-savant-probabilistic-clarity-prover-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_4X3JYSBsdfrdsw0bbTNWVgKwG6T7UcBNfKmWy8Wm/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 Marilyn vos Savant Probabilistic Clarity Prover in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Marilyn vos Savant Probabilistic Clarity Prover owners hand off.

Data scientists, product managers, and analysts who need to ensure their AI agents aren't hallucinating certainty from flawed data.

  • 01

    Data Scientists

    They hand off statistical claims to the agent to ensure base rates and sample sizes are properly handled.

  • 02

    Product Managers

    They use it to vet user testing results and feature adoption metrics against potential biases.

  • 03

    Risk Analysts

    They rely on it to verify that correlated events aren't being treated as independent in risk models.

FAQ

Questions Marilyn vos Savant Probabilistic Clarity Prover owners ask.

  • 01

    How does this MCP prevent AI hallucinations?

    It doesn't stop hallucinations entirely, but it forces the agent to perform mathematical checks on its reasoning. If the agent tries to skip the math, the capability rejects the response.

  • 02

    What happens if the agent's intuition is wrong?

    The capability requires the agent to show the computation. If the math diverges from the gut feeling, the agent must explain why the intuition failed.

  • 03

    Can I use this with Claude or Cursor?

    Yes, this MCP works with any MCP-compatible client including Claude, Cursor, and Windsurf.

  • 04

    What is a decision pivot?

    A decision pivot is a mandatory boolean check, such as whether the agent actually considered the base rate or scrutinized the sample size.

  • 05

    Does this require me to host anything?

    No, Vinkius hosts and manages the MCP for you. You just connect your client and start using the capabilities.

  • 06

    Does it compute probabilities?

    No. It forces the agent to show its probabilistic reasoning. state the intuitive answer, compute the actual probability, account for base rates, scrutinize the sample. The engine validates consistency, not computation. If the agent claims it checked intuition but uses phrases like 'it seems like,' the engine rejects.

  • 07

    How is this different from the Critical Thinking Prover?

    Critical Thinking validates general reasoning. assumptions, perspectives, evidence. Marilyn targets PROBABILISTIC reasoning specifically: base rates, sample bias, framing traps, independence assumptions. Critical Thinking asks 'did you consider alternatives?' Marilyn asks 'did you compute the actual probability, or did you just go with your gut?'

  • 08

    What is the Monty Hall problem and why does it matter here?

    Three doors. One prize. You pick door 1. The host opens door 3. empty. Switch or stay? Intuition says 50/50. Math says switch wins 2/3 of the time. 10,000 people. including PhDs. got this wrong. The prover catches the same failure pattern: trusting intuition when the math says otherwise.

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