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Deterministic EdTech Quiz Scorer MCP Server

Bring Grading Automation
to Windsurf

Learn how to connect Deterministic EdTech Quiz Scorer 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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Score Quiz

Compatible with every major AI agent and IDE

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Deterministic EdTech Quiz Scorer

What is the Deterministic EdTech Quiz Scorer MCP Server?

Building custom assessment pipelines usually involves writing bloated scripts to compare arrays, calculate weighted averages, and isolate category weaknesses. The EdTech Quiz Scorer MCP solves this by offloading the entire grading pipeline to a hyper-optimized V8 algorithmic engine.

The Superpowers

  • Granular Category Analytics: It doesn't just give a final score. It breaks down the exam by category (e.g., 'Math', 'Science'), revealing exactly where the student's weaknesses lie.
  • Weighted Scoring Framework: Supports dynamic weighting. A difficult question can be worth 5 points while a true/false is worth 1 point. The engine perfectly calculates the max possible score and percentage.
  • Speed & Time Tracking: Ingests the total time taken and automatically derives the averageTimePerQuestionSeconds, a critical metric for standardized test preparation.
  • Zero-Dependency Architecture: Pure JS runtime execution guarantees absolute microsecond speed without any massive external EdTech NPM dependencies. Perfect for real-time agentic evaluation workflows.

Built-in capabilities (1)

score_quiz

You must provide the answerKeyStr and userAnswersStr as stringified JSON arrays. Optionally provide totalTimeSeconds to calculate time metrics. Automatically cross-references a user's quiz answers against a weighted answer key, generating granular EdTech performance metrics and categorical accuracy percentages

Why Windsurf?

Windsurf's Cascade agent chains multiple Deterministic EdTech Quiz Scorer 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

Deterministic EdTech Quiz Scorer in Windsurf

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

Deterministic EdTech Quiz Scorer and 4,000+ other MCP servers. One platform. One governance layer.

Teams that connect Deterministic EdTech Quiz Scorer 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 Deterministic EdTech Quiz Scorer in Windsurf

The Deterministic EdTech Quiz Scorer 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.

Deterministic EdTech Quiz Scorer
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 Deterministic EdTech Quiz Scorer for Windsurf

Every tool call from Windsurf to the Deterministic EdTech Quiz Scorer 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

Why should I use an MCP instead of asking the AI to grade it?

LLMs hallucinate math. If you give an LLM 50 questions, it will often miscount the correct answers, fail to apply fractional weights, or hallucinate the final percentage. This MCP uses deterministic V8 loops, guaranteeing 100% mathematical accuracy.

02

How does the weighting system work?

In your answerKey JSON array, you can add a weight parameter (e.g., weight: 2.5). The engine automatically tallies the maxPossibleScore and evaluates the user's earned points against it, rather than just doing a flat 1-point-per-question calculation.

03

Does it track which questions the user got wrong?

Yes. The output payload includes an array called incorrectQuestionIds, which isolates the exact IDs the user failed, allowing your AI to instantly provide targeted tutoring on those specific topics.

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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