How is the instructor score calculated?

The score is a weighted combination of attendance rate, student satisfaction, outcome correlation, and repeat invitation rates.

Can I find instructors for a specific topic?

Yes, you can use `recommend_instructors` to find suitable instructors by specifying a required topic and preferred teaching style.

How do I track if an instructor is improving?

You can use the `get_effectiveness_trend` tool by providing the instructor ID and their recent session history.

Accelerator Instructor Effectiveness MCP Connector for Claude

A+

Calculate instructor performance scores, effectiveness trends, and get curriculum-based instructor recommendations.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides tools to evaluate instructor performance within accelerator programs. It calculates a comprehensive instructor score using attendance, satisfaction, and outcome correlation. You can also analyze performance trajectories with get_effectiveness_trend or find the best matches for upcoming sessions using recommend_instructors based on topic and teaching style.

instructormetricsperformanceacceleratoreducation-analytics

Connect to Claude

Subscribe on Vinkius, then add this connector to Claude.ai or Claude Code.

① Claude.ai (web app)

Go to Settings → Connectors → Add custom connector
Paste the MCP endpoint URL below

https://edge.vinkius.com/vk_preview_VP4WeO1Ug12b05Xj97Rt2IBpKKfpPwDEj9AyjAVO/mcp

② Claude Code (terminal)

claude mcp add --transport http accelerator-instructor-effectiveness https://edge.vinkius.com/vk_preview_VP4WeO1Ug12b05Xj97Rt2IBpKKfpPwDEj9AyjAVO/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "accelerator-instructor-effectiveness": {
      "url": "https://edge.vinkius.com/vk_preview_VP4WeO1Ug12b05Xj97Rt2IBpKKfpPwDEj9AyjAVO/mcp"
    }
  }
}

Get full access on Vinkius

The preview token above works for testing. Powered by Vinkius.