student-services-mcp

Overview

This MCP server provides a comprehensive student services platform with functionality for managing student records, checking financial aid eligibility, performing academic planning, and conducting advanced analytics including dropout risk prediction. Built using FastAPI and the MCP protocol, it exposes numerous tools for interacting with educational data. The server uses synthetic data for demonstration purposes and includes machine learning capabilities for attrition analysis. It can be deployed locally via Docker or to HuggingFace Spaces.

Try asking AI

After installing, here are 3 things you can ask your AI assistant:

• fetch_students

  Retrieves a list of all students

  Try:List all studentsTry:Get me all student records
• fetch_student_profile

  Retrieves detailed information for a specific student

  Try:Get profile for student S001Try:Show me student information for ID S123
• fetch_student_profile_by_name

  Retrieves student profile by name

  Try:Find student profile by name John SmithTry:Get student info for Jane Doe
• fetch_academic_history

  Retrieves academic history for a student

  Try:Show academic history for student S001Try:Get course records for student ID S456
• fetch_financial_aid_eligibility

  Checks financial aid eligibility for a specific student

  Try:Check financial aid eligibility for student S001Try:Is student S789 eligible for financial aid?
• fetch_course_plan

  Generates a course plan for a student

  Try:Create a course plan for student S001 with 15 credits at low stressTry:Generate a 12-credit course plan for S234 with moderate stress
• submit_course_plan

  Submits a course plan with justification

  Try:Submit course plan for S001: Calculus I, Physics I, English 101 with heavy course load justificationTry:Submit updated plan for student S456
• submit_note

  Submits a note for a student

  Try:Add note for student S001: Struggling with advanced mathematicsTry:Record observation about student S789's improved participation
• fetch_student_dropout_risk

  Get dropout risk prediction for a specific student

  Try:What's the dropout risk for student S001?Try:Check dropout probability for student S456
• fetch_high_risk_students

  Get list of students at high risk of dropping out

  Try:Show me the top 10 at-risk studentsTry:List all high-risk students for intervention
• fetch_attrition_statistics

  Get overall attrition statistics for the student population

  Try:Show overall attrition statisticsTry:Get dropout rate statistics for all students
• fetch_student_attrition_analysis

  Get detailed attrition factor analysis for a student

  Try:Analyze attrition risk factors for student S001Try:What are the main dropout risk factors for student S789?

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Installation

git clone https://github.com/edyvision/student-services-demo-mcp.git
cd student-services-demo-mcp

uv sync
# or
make install

uv run main.py
# or
make start.mcp

docker compose up --build

{
  "mcpServers": {
    "student-services-mcp": {
      "url": "http://localhost:7860/mcp"
    }
  }
}

Compare student-services-mcp with