Student Management MCP Prototype
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@Student Management MCP Prototypelist students with medium or high attention"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
学生管理 MCP 原型
目标
面向“学生成长画像与主动帮扶闭环”场景,提供一组已接入智能体平台的 MCP 工具,让智能体能够查询学生画像、筛选关注名单、创建和跟踪帮扶任务、写入帮扶记录、生成班级看板并联动钉钉群。
Related MCP server: School MCP
亮点
从“问答式学生管理”升级为“数据驱动的主动发现”。
把考勤、成绩、宿舍反馈、实训表现、资助状态、谈心记录合成学生成长画像。
支持生成“今日需关注名单”,体现学生管理从被动响应到主动预警。
支持写入帮扶记录,形成“发现问题-提出建议-落实跟进-记录回填”的闭环。
可生成班级看板数据,适合比赛答辩展示。
工具清单
工具 | 用途 |
| 按学号或姓名查询学生成长画像 |
| 筛选中/高关注学生名单 |
| 写入谈心谈话或帮扶跟进记录 |
| 根据画像创建帮扶任务,可按明确要求推送辅导员群 |
| 更新任务状态、进展并可同步帮扶记录 |
| 查询待办、逾期和已完成任务 |
| 查询任务创建和状态变更审计台账 |
| 只读检查存储、任务数据和钉钉渠道配置 |
| 生成班级学生状态看板数据 |
| 生成匿名班级周报并推送教师工作群 |
本地运行
cd D:\教育信息技术应用大赛\学生管理MCP原型
python -m uvicorn student_management_mcp_api:app --host 127.0.0.1 --port 8765公网部署与智能体平台使用的是 student_management_mcp_sse:app,本地验证可运行:
python -m uvicorn student_management_mcp_sse:app --host 127.0.0.1 --port 8000数据持久化
配置
DATABASE_URL时使用 PostgreSQL,任务、跟进记录和审计台账可跨 Render 部署保留。未配置时自动使用
.data/student_management.db本地 SQLite,适合开发测试,但 Render 重新部署后可能丢失。首次启用数据库时会自动迁移仓库内
followup_records.json和support_tasks.json的基础数据。健康检查
/health会返回存储类型和记录数量,但不会返回数据库地址或钉钉密钥。
PostgreSQL 连接变量示例:
DATABASE_URL=postgresql://用户名:密码@主机:5432/数据库名演示数据维护
恢复基线数据:
python demo_data_maintenance.py --mode baseline --confirm RESET-DEMO-DATA生成两条固定演示任务:
python demo_data_maintenance.py --mode sample --confirm RESET-DEMO-DATA该脚本会清理当前任务和审计台账,因此只允许维护人员在录屏准备阶段使用;它不是 MCP 工具,也不会发送钉钉消息。
调用示例
查询学生画像:
{
"tool": "get_student_profile",
"arguments": {
"query": "S004"
}
}查询需关注名单:
{
"tool": "list_attention_students",
"arguments": {}
}写入帮扶记录:
{
"tool": "create_followup_record",
"arguments": {
"student_id": "S002",
"owner": "辅导员",
"summary": "已完成首次谈心,学生反馈近期课程压力较大,实训日志补交意识不足。",
"next_action": "联系实训指导教师确认补交要求,三天后复访。",
"status": "跟进中"
}
}生成班级看板:
{
"tool": "get_class_dashboard",
"arguments": {
"class_name": "智能制造2401"
}
}创建帮扶任务(默认不推送):
{
"tool": "create_student_support_task",
"arguments": {
"student_query": "S004",
"owner": "辅导员",
"due_date": "2026-07-18",
"push_to_dingtalk": false
}
}完成任务并同步帮扶记录:
{
"tool": "update_student_support_task",
"arguments": {
"task_id": "任务编号",
"status": "已完成",
"progress_note": "已完成线下谈心。",
"next_action": "联系任课教师并于一周后复访。",
"sync_followup": true
}
}平台接入建议
平台实测支持两种入口:
手动创建 MCP 服务
服务名称
描述
链接方式:
sse接口地址
Header 配置
点击测试链接
从 JSON 导入
格式为
mcpServers示例见
mcp_servers.example.json
当前 SSE MCP 服务已部署到 Render,平台通过 /sse 地址发现和调用工具。本机 127.0.0.1 仅用于开发验证,不能作为平台的公网接入地址。
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