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RMSE & MAE Calculator MCP Server

Bring Machine Learning
to Windsurf

Learn how to connect RMSE & MAE Calculator to Windsurf and start using 1 AI agent tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code.

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Calculate Regression Metrics

Compatible with every major AI agent and IDE

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RMSE & MAE Calculator

What is the RMSE & MAE Calculator MCP Server?

Root Mean Square Error (RMSE) and Mean Absolute Error (MAE) are the golden standards for validating regression algorithms (like predicting housing prices or stock values). When asking an AI agent to compare two arrays of numeric predictions, the AI will often approximate or outright invent the square roots and averages. This engine processes the arrays natively in JS, returning mathematically pristine MSE, RMSE, and MAE metrics in milliseconds.

Built-in capabilities (1)

calculate_regression_metrics

Calculates exact RMSE, MAE, and MSE for regression model validation

Why Windsurf?

Windsurf's Cascade agent chains multiple RMSE & MAE Calculator tool calls autonomously. query data, analyze results, and generate code in a single agentic session. Paste Vinkius Edge URL, reload, and all 1 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.

  • Windsurf's Cascade agent autonomously chains multiple tool calls in sequence, solving complex multi-step tasks without manual intervention

  • Purpose-built for agentic workflows. Cascade understands context across your entire codebase and integrates MCP tools natively

  • JSON-based configuration means zero code changes: paste a URL, reload, and all 1 tools are immediately available

  • Real-time tool feedback is displayed inline, so you see API responses directly in your editor without switching contexts

See it in action

RMSE & MAE Calculator in Windsurf

AI AgentVinkius
High Security·Kill Switch·Plug and Play
Why Vinkius

RMSE & MAE Calculator and 4,000+ other MCP servers. One platform. One governance layer.

Teams that connect RMSE & MAE Calculator to Windsurf through Vinkius don't need to source, host, or maintain individual MCP servers. Every tool call runs inside a hardened runtime with credential isolation, DLP, and a signed audit chain.

4,000+MCP Servers ready
<40msCold start
60%Token savings
Raw MCP
Vinkius
Server catalogFind and host yourself4,000+ managed
InfrastructureSelf-hostedSandboxed V8 isolates
Credential handlingPlaintext in configVault + runtime injection
Data loss preventionNoneConfigurable DLP policies
Kill switchNoneGlobal instant shutdown
Financial circuit breakersNonePer-server limits + alerts
Audit trailNoneEd25519 signed logs
SIEM log streamingNoneSplunk, Datadog, Webhook
HoneytokensNoneCanary alerts on leak
Custom domainsNot applicableDNS challenge verified
GDPR complianceManual effortAutomated purge + export
Enterprise Security

Why teams choose Vinkius for RMSE & MAE Calculator in Windsurf

The RMSE & MAE Calculator 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. All 1 tools execute in hardened sandboxes optimized for native MCP execution.

Your AI agents in Windsurf only access the data you authorize, with DLP that blocks sensitive information from ever reaching the model, kill switch for instant shutdown, and up to 60% token savings. Enterprise-grade infrastructure, zero maintenance.

RMSE & MAE Calculator
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

The Vinkius Advantage

How Vinkius secures RMSE & MAE Calculator for Windsurf

Every tool call from Windsurf to the RMSE & MAE Calculator MCP Server is protected by DLP redaction, cryptographic audit chains, V8 sandbox isolation, kill switch, and financial circuit breakers.

< 40msCold start
Ed25519Signed audit chain
60%Token savings
FAQ

Frequently asked questions

01

What is the difference between RMSE and MAE?

RMSE heavily penalizes large errors (because the errors are squared before averaging), while MAE treats all errors equally linearly.

02

Can it handle negative predictions?

Yes, the exact mathematical formulas handle all floating-point numbers including negatives.

03

Is this done local?

Yes. All validation metrics are computed locally on the Vinkius Edge Runtime with zero external API calls, ensuring high privacy.

04

How does Windsurf discover MCP tools?

Windsurf reads the mcp_config.json file on startup and connects to each configured server via Streamable HTTP. Tools are listed in the MCP panel and available to Cascade automatically.

05

Can Cascade chain multiple MCP tool calls?

Yes. Cascade is an agentic system. it can plan and execute multi-step workflows, calling several tools in sequence to accomplish complex tasks without manual prompting between steps.

06

Does Windsurf support multiple MCP servers?

Yes. Add as many servers as needed in mcp_config.json. Each server's tools appear in the MCP panel and Cascade can use tools from different servers in a single flow.

07

Server not connecting

Check Settings → MCP for the server status. Try toggling it off and on.

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