student-services-mcp

概述

这个MCP服务器提供了一个全面的学生服务平台，具有管理学生记录、检查助学金资格、执行学术规划和进行高级分析（包括辍学风险预测）的功能。它使用FastAPI和MCP协议构建，提供大量与教育数据交互的工具。服务器使用合成数据进行演示，并包含用于流失分析的机器学习功能。可以通过Docker本地部署或部署到HuggingFace Spaces。

试试问 AI

装完之后，这里有 3 个你可以让 AI 做的事：

• fetch_students

  Retrieves a list of all students

  试试:List all students试试:Get me all student records
• fetch_student_profile

  Retrieves detailed information for a specific student

  试试:Get profile for student S001试试:Show me student information for ID S123
• fetch_student_profile_by_name

  Retrieves student profile by name

  试试:Find student profile by name John Smith试试:Get student info for Jane Doe
• fetch_academic_history

  Retrieves academic history for a student

  试试:Show academic history for student S001试试:Get course records for student ID S456
• fetch_financial_aid_eligibility

  Checks financial aid eligibility for a specific student

  试试:Check financial aid eligibility for student S001试试:Is student S789 eligible for financial aid?
• fetch_course_plan

  Generates a course plan for a student

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

  Submits a course plan with justification

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

  Submits a note for a student

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

  Get dropout risk prediction for a specific student

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

  Get list of students at high risk of dropping out

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

  Get overall attrition statistics for the student population

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

  Get detailed attrition factor analysis for a student

  试试:Analyze attrition risk factors for student S001试试:What are the main dropout risk factors for student S789?

可对比工具

安装

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

uv sync
# 或
make install

uv run main.py
# 或
make start.mcp

docker compose up --build

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

student-services-mcp 对比