Student Services MCP

Example Use Cases

• 1

  Fetch and query student profiles and academic histories to personalize interactions or recommendations.

• 2

  Generate, submit, and track academic course plans and stress-aware scheduling for individual students.

• 3

  Identify high-risk students and retrieve dropout-risk predictions and feature-importance analytics to drive interventions.

Description

This FastAPI-based MCP server provides endpoints to fetch and manage student profiles, generate and submit course plans, evaluate financial aid eligibility, and run ML-backed attrition and dropout-risk analyses. It includes real-time SSE support and a Python client for easy agent integration. The project is intended as a demo / sample implementation for academic planning assistants and student-services automation, using synthetic data for demonstrations.