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Correlation Matrix Engine

Correlation Matrix Engine MCP Server with 1 Tools for Claude, Cursor, and AI Agents

MCP Inspector GDPR Free for Subscribers

Generate exact Pearson and Spearman correlation matrices across all numeric columns local. Find the strongest relationships in your data without LLM math errors. Vinkius routes your AI agents directly to Correlation Matrix Engine through a governed connection. 1 tools ready to use with Claude, ChatGPT, Cursor, or any AI agent — no hosting, no setup, connect in 30 seconds.

Built for AI Agents by Vinkius

Compatible with every major AI agent and IDE

ClaudeClaude
ChatGPTChatGPT
CursorCursor
GeminiGemini
WindsurfWindsurf
VS CodeVS Code
JetBrainsJetBrains
VercelVercel
+ other MCP clients
AI AgentVinkius
High Security·Kill Switch·Plug and Play
Correlation Matrix Engine
Fully ManagedVinkius Servers
60%Token savings
High SecurityEnterprise-grade
IAMAccess control
EU AI ActCompliant
DLPData protection
V8 IsolateSandboxed
Ed25519Audit chain
<40msKill switch
Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

What is the simple-statistics MCP Server?

The simple-statistics MCP Server routes AI agents like Claude, ChatGPT, and Cursor directly to simple-statistics via 1 tools. Generate exact Pearson and Spearman correlation matrices across all numeric columns local. Find the strongest relationships in your data without LLM math errors. Powered by Vinkius — your credentials stay on your side of the connection, every request is auditable. Connect in under 2 minutes.

Built-in capabilities (1)

calculate_correlation_matrix

Tools for your AI Agents to operate simple-statistics

Ask your AI agent "Find the exact Pearson correlation between all columns in this housing dataset." and get the answer without opening a single dashboard. With 1 tools connected to real simple-statistics data, your agents reason over live information, cross-reference it with other MCP servers, and deliver insights you would spend hours assembling manually.

Works with Claude, ChatGPT, Cursor, and any MCP-compatible client. Powered by Vinkius — your credentials never touch the AI model, every request is auditable. Connect in under two minutes.

Why teams choose Vinkius

One subscription gives you the infrastructure to connect your AI agents to thousands of MCP servers — and deploy your own to the Vinkius Edge. Your credentials stay yours. Your data flows directly between your agent and the API. DLP blocks sensitive information from ever reaching the model, kill switch for instant shutdown, and up to 60% token savings. Enterprise-grade routing and governance, zero maintenance.

Build your own MCP Server with our secure development framework →

The Correlation Matrix Engine App Connector works with every AI agent you already use

…and any MCP-compatible client

CursorClaudeOpenAIVS CodeCopilotGoogleLovableMistralAWSCursorClaudeOpenAIVS CodeCopilotGoogleLovableMistralAWS

Use all 1 Correlation Matrix Engine tools with your AI agents right now

Vinkius routes your AI agents to Correlation Matrix Engine through a governed proxy. Beyond a simple connection, you get full visibility into every action your agents perform, with enterprise-grade security and up to 60% savings on AI costs.

Explore Tools Hub
calculate

Calculate correlation matrix on Correlation Matrix Engine

Calculate exact deterministic correlation matrices (Pearson) across multiple datasets offline

What the Correlation Matrix Engine MCP Server unlocks

Finding the exact Pearson correlation between 10 numeric columns requires computing 45 unique pairwise coefficients with perfect floating-point precision. No LLM can do this reliably.

This MCP delegates the computation to simple-statistics running locally. The AI passes a dictionary of named columns, and the engine builds the complete NxN correlation matrix, automatically extracting the top 5 strongest correlations.

The Superpowers

  • Zero Hallucination: CPU-computed coefficients with perfect precision.
  • Full NxN Matrix: Generates the complete correlation table across all column pairs.
  • Top-5 Extraction: Automatically surfaces the strongest relationships.
  • Data Privacy: Your sensitive data stays entirely local.

Frequently asked questions about the Correlation Matrix Engine MCP Server

What is the difference between Pearson and Spearman?

Pearson measures linear relationships and assumes normally distributed data. Spearman is rank-based, making it robust against outliers and ideal for non-linear monotonic relationships.

How many columns can I correlate at once?

There is no hard limit. The engine builds the NxN matrix dynamically. The practical limit depends on the LLM's context window for serializing the input JSON.

Does it show which correlations are the strongest?

Yes! The engine automatically extracts and ranks the top 5 strongest absolute correlations, making it easy for the AI to highlight key insights.

Vinkius AI Gateway

We built the connector to Correlation Matrix Engine. Now put your agents to work. Fully governed.

Vinkius is the AI Gateway with managed hosting. Stop building connectors. Every connection runs inside eight layers of security.

How it works
Infrastructure

Hosted, sandboxed, and live on AWS. You don't provision anything. You don't maintain anything. You connect.

Visibility

Every tool call, every token, every response. Logged and auditable. Data flows direct from Correlation Matrix Engine to your agent. Nothing is stored on our side. Ever.

Control

Eight governance layers on every request. Sensitive data redacted before it reaches the model. Kill switch if anything goes sideways. Always on.