How to Use the Deterministic EdTech Quiz Scorer MCP in Windsurf

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Connect Deterministic EdTech Quiz Scorer MCP to Windsurf

Create your Vinkius account to connect Deterministic EdTech Quiz Scorer to Windsurf and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Setup Deterministic EdTech Quiz Scorer with Windsurf

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Claude

Perplexity

Strict Array Evaluation

The `score_quiz` tool accepts stringified JSON arrays of student submissions and your master answer key. Windsurf passes these arrays to the endpoint, which calculates exact point totals and categorical accuracy without hallucinating grades. Cascade reads your grading rubric from a local file, formats the JSON, and runs the evaluation autonomously. You set the grading parameters once, and the agent processes the entire batch of quizzes while you work on other tasks.

Dedicated MCP Server Math

This MCP Server handles the math so your IDE does not have to. You feed it the raw input, and it returns hard performance metrics based on the exact weights you defined in the key. If you include the optional total time variable, Windsurf also generates pacing metrics. The agent can then automatically append these results to a student's markdown report card in your workspace.

Objective Rule Enforcement

Subjective grading wastes hours. You define the exact parameters for right and wrong, and the server enforces them ruthlessly across hundreds of submissions. Windsurf chains this scoring step into larger workflows. It pulls the raw test data from your database, sends it to the scorer, and writes the final grades back to your gradebook without asking for permission at every step.

Setup guide

Set up Deterministic EdTech Quiz Scorer MCP in Windsurf

Prerequisites

Windsurf IDE installed (macOS, Windows, or Linux)
Active Vinkius subscription with a valid endpoint token

1

Open MCP configuration

Click the Cascade assistant icon in the sidebar, then click the hammer icon (🔨) at the top of the panel. Select "Configure" to open ~/.codeium/windsurf/mcp_config.json.
2

Add the Deterministic EdTech Quiz Scorer MCP

Paste the JSON snippet shown on the right into the mcpServers object. Replace [YOUR_TOKEN_HERE] with your endpoint token from cloud.vinkius.com.
3

Refresh MCPs

Go back to the hammer icon (🔨) in Cascade and click "Refresh". Windsurf will detect the new server. No full restart is needed — the connection is hot-reloaded.
4

Verify in Cascade

Start a new Cascade conversation and ask something like "Show my Deterministic EdTech Quiz Scorer payment history." If connected, Cascade will call the Deterministic EdTech Quiz Scorer tools directly. You will see a green dot next to the server name in the MCP panel.

mcp_config.json

{
  "mcpServers": {
    "deterministic-edtech-quiz-scorer-mcp": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

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Common questions about Deterministic EdTech Quiz Scorer MCP in Windsurf

Open your MCP settings or use the UI. Add the endpoint URL and click refresh. Cascade will automatically discover the grading tools.

No. The Deterministic EdTech Quiz Scorer requires strict JSON arrays for exact matching. It evaluates binary right and wrong answers based on the key you provide.

You configure the agent to run autonomously. It will process the entire batch of student answers through the server and output the final metrics.

You must provide stringified JSON arrays for both the answer key and the user answers. The agent handles the stringification before sending the payload.

The server only processes the raw JSON arrays of answers and keys you send it. It holds no memory of the student names or test contents once the connection drops, keeping your classroom data isolated.

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