title: Student Services MCP Server tags:

• mcp
• fictitious
• education emoji: 🧾 colorFrom: blue colorTo: green sdk: docker sdk_version: "1.0" app_file: Dockerfile pinned: false

Student Services MCP Server

This is a FastAPI-MCP based server that provides comprehensive student services functionality through an MCP (Model Control Protocol) interface. The server allows you to manage student records, check financial aid eligibility, perform academic planning, and conduct advanced analytics including attrition prediction and dropout risk analysis. It was built as part of the 5-Day Google AI Kaggle Competition / Course in Q1 of 2025 and has since been expanded to support the new Academic Planning Agent sample project and advanced student analytics.

For the original agent concept, check out the Medium post or Kaggle notebook for full submission details.

For the new Academic Planning Assistant, check out Academic Planning Assistant Project.

It demonstrates how to:

• Fetch student profiles and academic history
• Determine financial aid eligibility based on academic performance and field of study
• Generate and manage academic course plans
• Submit and track student notes and observations
• Predict student dropout risk using machine learning
• Analyze attrition patterns and feature importance
• Identify high-risk students for early intervention
• Handle synthetic data for demonstration purposes

Prerequisites

• Python 3.13+
• uv - A fast Python package installer and resolver
• Docker (optional, for containerized deployment)

Features

Core Student Management

• Fetch student information and profiles
• Retrieve academic history and records
• Manage student data and notes

Financial Aid System

• Check student eligibility for financial aid
• Real-time eligibility updates
• Support for merit-based and need-based aid

Academic Planning

• Generate personalized course plans
• Submit and track academic plans
• Stress-level aware planning

Advanced Analytics & Attrition Prediction

• Dropout Risk Prediction: ML-based risk assessment for individual students
• High-Risk Student Identification: Automated flagging of at-risk students
• Attrition Statistics: Comprehensive population-level analytics
• Feature Importance Analysis: Understanding key predictors of student success
• Attrition Factor Analysis: Detailed breakdown of risk factors per student

API Endpoints

The server exposes the following main endpoints:

• /messages/ - Main endpoint for all MCP operations
• /mcp - Server-Sent Events endpoint for real-time updates

Available Commands

Student Management

1. fetch_students - Retrieves a list of all students
2. fetch_student_profile <student_id> - Retrieves detailed information for a specific student
3. fetch_student_profile_by_name <student_name> - Retrieves student profile by name (case-insensitive)
4. fetch_academic_history <student_id> - Retrieves academic history for a student

Financial Aid

5. `fetch_fina

... View full README on GitHub