feat: 扩展 Agent 业务查询与学生增改工具

2026-08-04 14:41:59 +08:00
parent 216a20ffaf
commit 3a1ed717d8
23 changed files with 1630 additions and 2 deletions
--- a/apps/server/src/agent-tools/agent-skill.catalog.ts
+++ b/apps/server/src/agent-tools/agent-skill.catalog.ts
@@ -31,6 +31,18 @@ export const AGENT_SKILLS: readonly Omit<AgentSkillDescriptor, 'tools'>[] = [
    description: '查询账单编号、账期、金额和状态。',
    examples: ['查找本月未支付账单', '查询张同学最近的账单'],
  },
+  {
+    key: 'classroom',
+    name: '教室与租用',
+    description: '查询教室信息、占用状态和租赁订单。',
+    examples: ['哪些教室空闲？', '本月教室租赁订单有哪些？'],
+  },
+  {
+    key: 'sync',
+    name: '同步状态',
+    description: '查询钉钉、企业微信等平台最近一次同步状态和排课映射进度。',
+    examples: ['最近一次钉钉同步是什么时候？', '同步状态正常吗？'],
+  },
 ];

 export const AGENT_SKILL_KEYS = new Set(AGENT_SKILLS.map((skill) => skill.key));
--- a/apps/server/src/agent-tools/agent-tools.module.ts
+++ b/apps/server/src/agent-tools/agent-tools.module.ts
@@ -16,6 +16,22 @@ import { SearchRoomsTool } from './tools/search-rooms.tool';
 import { GetRoomOccupancySummaryTool } from './tools/get-room-occupancy-summary.tool';
 import { SearchBillsTool } from './tools/search-bills.tool';
 import { GetDashboardStatsTool } from './tools/get-dashboard-stats.tool';
+import { CreateStudentTool } from './tools/create-student.tool';
+import { UpdateStudentsTool } from './tools/update-students.tool';
+import { SearchExamsTool } from './tools/search-exams.tool';
+import { SearchSchedulesTool } from './tools/search-schedules.tool';
+import { SearchDepositsTool } from './tools/search-deposits.tool';
+import { SearchExpensesTool } from './tools/search-expenses.tool';
+import { SearchClassroomsTool } from './tools/search-classrooms.tool';
+import { SearchClassroomRentalsTool } from './tools/search-classroom-rentals.tool';
+import { GetSyncStatusTool } from './tools/get-sync-status.tool';
+import { ExamsModule } from '../exams/exams.module';
+import { SchedulesModule } from '../schedules/schedules.module';
+import { DepositsModule } from '../deposits/deposits.module';
+import { ExpensesModule } from '../expenses/expenses.module';
+import { ClassroomsModule } from '../classrooms/classrooms.module';
+import { ClassroomRentalsModule } from '../classroom-rentals/classroom-rentals.module';
+import { SyncModule } from '../sync/sync.module';

 /**
 * Agent Tools feature module.
@@ -32,7 +48,21 @@ import { GetDashboardStatsTool } from './tools/get-dashboard-stats.tool';
 * globally available `AuthorizationModule` and `OperationLogsModule`.
 */
@Module({
-  imports: [StudentsModule, ClassesModule, AttendanceModule, RoomsModule, BillsModule, DashboardModule],
+  imports: [
+    StudentsModule,
+    ClassesModule,
+    AttendanceModule,
+    RoomsModule,
+    BillsModule,
+    DashboardModule,
+    ExamsModule,
+    SchedulesModule,
+    DepositsModule,
+    ExpensesModule,
+    ClassroomsModule,
+    ClassroomRentalsModule,
+    SyncModule,
+  ],
  providers: [
    AgentToolRegistry,
    AgentToolExecutor,
@@ -45,6 +75,15 @@ import { GetDashboardStatsTool } from './tools/get-dashboard-stats.tool';
    GetRoomOccupancySummaryTool,
    SearchBillsTool,
    GetDashboardStatsTool,
+    CreateStudentTool,
+    UpdateStudentsTool,
+    SearchExamsTool,
+    SearchSchedulesTool,
+    SearchDepositsTool,
+    SearchExpensesTool,
+    SearchClassroomsTool,
+    SearchClassroomRentalsTool,
+    GetSyncStatusTool,
  ],
  exports: [AgentToolExecutor],
 })
@@ -59,6 +98,15 @@ export class AgentToolsModule implements OnModuleInit {
    private readonly roomOccupancyTool: GetRoomOccupancySummaryTool,
    private readonly searchBillsTool: SearchBillsTool,
    private readonly dashboardStatsTool: GetDashboardStatsTool,
+    private readonly createStudentTool: CreateStudentTool,
+    private readonly updateStudentsTool: UpdateStudentsTool,
+    private readonly searchExamsTool: SearchExamsTool,
+    private readonly searchSchedulesTool: SearchSchedulesTool,
+    private readonly searchDepositsTool: SearchDepositsTool,
+    private readonly searchExpensesTool: SearchExpensesTool,
+    private readonly searchClassroomsTool: SearchClassroomsTool,
+    private readonly searchClassroomRentalsTool: SearchClassroomRentalsTool,
+    private readonly getSyncStatusTool: GetSyncStatusTool,
  ) {}

  onModuleInit(): void {
@@ -70,5 +118,14 @@ export class AgentToolsModule implements OnModuleInit {
    this.registry.register(this.roomOccupancyTool);
    this.registry.register(this.searchBillsTool);
    this.registry.register(this.dashboardStatsTool);
+    this.registry.register(this.createStudentTool);
+    this.registry.register(this.updateStudentsTool);
+    this.registry.register(this.searchExamsTool);
+    this.registry.register(this.searchSchedulesTool);
+    this.registry.register(this.searchDepositsTool);
+    this.registry.register(this.searchExpensesTool);
+    this.registry.register(this.searchClassroomsTool);
+    this.registry.register(this.searchClassroomRentalsTool);
+    this.registry.register(this.getSyncStatusTool);
  }
 }
--- a/apps/server/src/agent-tools/tools/business-tools.spec.ts
+++ b/apps/server/src/agent-tools/tools/business-tools.spec.ts
@@ -8,6 +8,13 @@ import { SearchRoomsTool } from './search-rooms.tool';
 import { GetRoomOccupancySummaryTool } from './get-room-occupancy-summary.tool';
 import { SearchBillsTool } from './search-bills.tool';
 import { GetDashboardStatsTool } from './get-dashboard-stats.tool';
+import { SearchExamsTool } from './search-exams.tool';
+import { SearchSchedulesTool } from './search-schedules.tool';
+import { SearchDepositsTool } from './search-deposits.tool';
+import { SearchExpensesTool } from './search-expenses.tool';
+import { SearchClassroomsTool } from './search-classrooms.tool';
+import { SearchClassroomRentalsTool } from './search-classroom-rentals.tool';
+import { GetSyncStatusTool } from './get-sync-status.tool';

 function context(permissions: string[] = [], isSuperAdmin = false) {
  const user: AuthenticatedUser = { id: 7, username: 'teacher', permissions, isSuperAdmin, roles: [] };
@@ -76,4 +83,70 @@ describe('agent business tools', () => {
    expect(service.agentGetDashboardStats).toHaveBeenNthCalledWith(1, 7, false);
    expect(service.agentGetDashboardStats).toHaveBeenNthCalledWith(2, 7, true);
  });
+
+  it('exam tool enforces scope and rejects unknown fields', async () => {
+    const service = { agentSearchExams: jest.fn().mockResolvedValue([]) };
+    const tool = new SearchExamsTool(service as never, scopes);
+    expect(tool.requiredPermission).toBe('exam:view');
+    expect(tool.validate({ userId: 1 }).ok).toBe(false);
+    expect(tool.validate({ limit: 51 }).ok).toBe(false);
+    await tool.execute({ classId: 3, limit: 10 }, context(['exam:view']));
+    expect(service.agentSearchExams).toHaveBeenCalledWith(7, false, { classId: 3, limit: 10 });
+    await tool.execute({}, context([], true));
+    expect(service.agentSearchExams).toHaveBeenLastCalledWith(7, true, {});
+  });
+
+  it('schedule tool validates weekDay range and forwards scope', async () => {
+    const service = { agentSearchSchedules: jest.fn().mockResolvedValue([]) };
+    const tool = new SearchSchedulesTool(service as never, scopes);
+    expect(tool.requiredPermission).toBe('schedule:view');
+    expect(tool.validate({ weekDay: 8 }).ok).toBe(false);
+    expect(tool.validate({ weekDay: 0 }).ok).toBe(false);
+    await tool.execute({ classroomId: 2, weekDay: 3 }, context(['schedule:view']));
+    expect(service.agentSearchSchedules).toHaveBeenCalledWith(7, false, {
+      classroomId: 2,
+      weekDay: 3,
+    });
+  });
+
+  it('deposit tool validates and forwards safe input', async () => {
+    const service = { agentSearchDeposits: jest.fn().mockResolvedValue([]) };
+    const tool = new SearchDepositsTool(service as never);
+    expect(tool.requiredPermission).toBe('deposit:view');
+    expect(tool.validate({ permissions: ['deposit:view'] }).ok).toBe(false);
+    await tool.execute({ keyword: '张三', status: 'paid', limit: 10 }, context(['deposit:view']));
+    expect(service.agentSearchDeposits).toHaveBeenCalledWith({
+      keyword: '张三',
+      status: 'paid',
+      limit: 10,
+    });
+  });
+
+  it('expense tool validates period range', async () => {
+    const tool = new SearchExpensesTool({} as never);
+    expect(tool.validate({ periodStart: '2026-08-01', periodEnd: '2026-07-01' }).ok).toBe(false);
+    expect(tool.validate({ periodStart: '2026-02-30' }).ok).toBe(false);
+    expect(tool.validate({ limit: 31 }).ok).toBe(false);
+    expect(tool.validate({ keyword: '3-301' }).ok).toBe(true);
+  });
+
+  it('classroom and rental tools validate inputs', async () => {
+    const classroomTool = new SearchClassroomsTool({} as never);
+    const rentalTool = new SearchClassroomRentalsTool({} as never);
+    expect(classroomTool.requiredPermission).toBe('classroom:view');
+    expect(classroomTool.validate({ building: '1号楼' }).ok).toBe(true);
+    expect(rentalTool.requiredPermission).toBe('rental:view');
+    expect(rentalTool.validate({ month: '2026-13' }).ok).toBe(false);
+    expect(rentalTool.validate({ month: '2026-08', includeEnded: 'yes' }).ok).toBe(false);
+    expect(rentalTool.validate({ month: '2026-08', includeEnded: true }).ok).toBe(true);
+  });
+
+  it('sync status tool rejects any input and forwards nothing', async () => {
+    const service = { agentGetSyncStatus: jest.fn().mockResolvedValue({}) };
+    const tool = new GetSyncStatusTool(service as never);
+    expect(tool.requiredPermission).toBe('sync:read');
+    expect(tool.validate({ debug: true }).ok).toBe(false);
+    await tool.execute({}, context(['sync:read']));
+    expect(service.agentGetSyncStatus).toHaveBeenCalledTimes(1);
+  });
 });
--- a/apps/server/src/agent-tools/tools/create-student.tool.spec.ts
+++ b/apps/server/src/agent-tools/tools/create-student.tool.spec.ts
@@ -0,0 +1,71 @@
+import { CreateStudentTool } from './create-student.tool';
+
+function createTool(overrides: Record<string, unknown> = {}) {
+  const studentsService = {
+    create: jest.fn(async (dto: Record<string, unknown>) => ({ id: 9, ...dto })),
+    ...(overrides.studentsService ?? {}),
+  };
+  const dataSource = {
+    getRepository: jest.fn().mockReturnValue({
+      findOne: jest.fn().mockResolvedValue({ id: 1, status: 'active', isHost: true }),
+    }),
+    ...(overrides.dataSource ?? {}),
+  };
+  const tool = new CreateStudentTool(studentsService as never, dataSource as never);
+  return { tool, studentsService, dataSource };
+}
+
+describe('CreateStudentTool', () => {
+  it('exposes student:create permission and student skill', () => {
+    const { tool } = createTool();
+    expect(tool.name).toBe('create_student');
+    expect(tool.skillKey).toBe('student');
+    expect(tool.requiredPermission).toBe('student:create');
+  });
+
+  it('rejects forbidden and unknown fields', () => {
+    const { tool } = createTool();
+    expect(tool.validate({ userId: 1 }).ok).toBe(false);
+    expect(tool.validate({ permissions: ['student:create'] }).ok).toBe(false);
+    expect(tool.validate({ admin: true }).ok).toBe(false);
+  });
+
+  it('requires a valid name and phone', () => {
+    const { tool } = createTool();
+    expect(tool.validate({}).ok).toBe(false);
+    expect(tool.validate({ name: '' }).ok).toBe(false);
+    expect(tool.validate({ name: '张三', phone: '123' }).ok).toBe(false);
+    expect(tool.validate({ name: '张三', phone: '13800138000', gender: 'other' }).ok).toBe(false);
+  });
+
+  it('creates student under the default host organization', async () => {
+    const { tool, studentsService } = createTool();
+    const result = await tool.execute(
+      { name: '张三', phone: '13800138000', gender: 'male', studentNo: 'T001' },
+      {} as never,
+    );
+    expect(studentsService.create).toHaveBeenCalledWith({
+      name: '张三',
+      phone: '13800138000',
+      gender: 'male',
+      studentNo: 'T001',
+      idNumber: undefined,
+      organizationId: 1,
+    });
+    expect(result).toEqual({
+      id: 9,
+      name: '张三',
+      studentNo: 'T001',
+      message: '学生已创建',
+    });
+    expect(JSON.stringify(result)).not.toContain('13800138000');
+  });
+
+  it('uses explicit organizationId when provided', async () => {
+    const { tool, studentsService } = createTool();
+    await tool.execute({ name: '李四', organizationId: 3 }, {} as never);
+    expect(studentsService.create).toHaveBeenCalledWith(
+      expect.objectContaining({ organizationId: 3 }),
+    );
+  });
+});
--- a/apps/server/src/agent-tools/tools/create-student.tool.ts
+++ b/apps/server/src/agent-tools/tools/create-student.tool.ts
@@ -0,0 +1,166 @@
+import { Injectable } from '@nestjs/common';
+import { DataSource } from 'typeorm';
+import { Organization } from '../../entities/organization.entity';
+import { StudentsService } from '../../students/students.service';
+import type { AgentToolContext, ToolDef, ToolInputResult } from '../agent-tool.types';
+
+/** Whitelisted input shape for create_student. */
+interface CreateStudentInput {
+  name: string;
+  phone?: string;
+  gender?: 'male' | 'female' | '男' | '女';
+  studentNo?: string;
+  idNumber?: string;
+  organizationId?: number;
+}
+
+/** Forbidden input keys — if the model sends these, validation fails. */
+const FORBIDDEN_INPUT_KEYS = new Set([
+  'userId',
+  'isSuperAdmin',
+  'permissions',
+  'roles',
+  'ability',
+  'user',
+  'password',
+  'token',
+]);
+
+const PHONE_RE = /^1[3-9]\d{9}$/;
+
+/**
+ * Creates a student archive from form-confirmed data.
+ *
+ * This is a write tool. It is only exposed to the model after the user
+ * submits a rendered form (see AiChatService), and the executor still
+ * enforces `student:create` at execution time.
+ */
+@Injectable()
+export class CreateStudentTool implements ToolDef<CreateStudentInput> {
+  readonly name = 'create_student';
+  readonly skillKey = 'student';
+  readonly inputSchema = {
+    type: 'object',
+    properties: {
+      name: { type: 'string', description: '学生姓名', maxLength: 50 },
+      phone: { type: 'string', description: '11 位手机号', pattern: '^1[3-9]\\d{9}$' },
+      gender: {
+        type: 'string',
+        description: '性别',
+        enum: ['male', 'female', '男', '女'],
+      },
+      studentNo: { type: 'string', description: '学号（选填）', maxLength: 30 },
+      idNumber: { type: 'string', description: '身份证号（选填）', maxLength: 30 },
+      organizationId: { type: 'integer', description: '校区ID（选填，缺省用主校区）', minimum: 1 },
+    },
+    additionalProperties: false,
+  };
+  readonly description =
+    '根据用户通过表单提交的学生信息创建学生档案。仅可在表单提交后的轮次使用，不得自行编造或修改字段。';
+  readonly requiredPermission = 'student:create';
+
+  constructor(
+    private readonly studentsService: StudentsService,
+    private readonly dataSource: DataSource,
+  ) {}
+
+  validate(input: Record<string, unknown>): ToolInputResult<CreateStudentInput> {
+    for (const key of Object.keys(input)) {
+      if (FORBIDDEN_INPUT_KEYS.has(key)) {
+        return { ok: false, error: `不允许的输入字段: ${key}` };
+      }
+    }
+
+    const allowedKeys = new Set([
+      'name',
+      'phone',
+      'gender',
+      'studentNo',
+      'idNumber',
+      'organizationId',
+    ]);
+    for (const key of Object.keys(input)) {
+      if (!allowedKeys.has(key)) {
+        return { ok: false, error: `不允许的输入字段: ${key}` };
+      }
+    }
+
+    if (typeof input.name !== 'string' || !input.name.trim() || input.name.trim().length > 50) {
+      return { ok: false, error: 'name 必须是 1-50 个字符的字符串' };
+    }
+
+    const result: CreateStudentInput = { name: input.name.trim() };
+
+    if (input.phone !== undefined) {
+      if (typeof input.phone !== 'string' || !PHONE_RE.test(input.phone)) {
+        return { ok: false, error: 'phone 必须是 11 位手机号' };
+      }
+      result.phone = input.phone;
+    }
+
+    if (input.gender !== undefined) {
+      if (!['male', 'female', '男', '女'].includes(String(input.gender))) {
+        return { ok: false, error: 'gender 只能是 male/female/男/女' };
+      }
+      result.gender = input.gender as CreateStudentInput['gender'];
+    }
+
+    if (input.studentNo !== undefined) {
+      if (typeof input.studentNo !== 'string' || input.studentNo.length > 30) {
+        return { ok: false, error: 'studentNo 必须是长度不超过 30 的字符串' };
+      }
+      result.studentNo = input.studentNo;
+    }
+
+    if (input.idNumber !== undefined) {
+      if (typeof input.idNumber !== 'string' || input.idNumber.length > 30) {
+        return { ok: false, error: 'idNumber 必须是长度不超过 30 的字符串' };
+      }
+      result.idNumber = input.idNumber;
+    }
+
+    if (input.organizationId !== undefined) {
+      const id = Number(input.organizationId);
+      if (!Number.isInteger(id) || id <= 0) {
+        return { ok: false, error: 'organizationId 必须是正整数' };
+      }
+      result.organizationId = id;
+    }
+
+    return { ok: true, value: result };
+  }
+
+  async execute(input: CreateStudentInput, _context: AgentToolContext): Promise<unknown> {
+    const organizationId = input.organizationId ?? (await this.resolveDefaultOrganizationId());
+    const created = await this.studentsService.create({
+      name: input.name,
+      phone: input.phone,
+      gender: input.gender,
+      studentNo: input.studentNo,
+      idNumber: input.idNumber,
+      organizationId,
+    });
+    return {
+      id: created.id,
+      name: created.name,
+      studentNo: created.studentNo ?? null,
+      message: '学生已创建',
+    };
+  }
+
+  private async resolveDefaultOrganizationId(): Promise<number> {
+    const repo = this.dataSource.getRepository(Organization);
+    const host = await repo.findOne({
+      where: { isHost: true, status: 'active' },
+      order: { id: 'ASC' },
+    });
+    const organization =
+      host ??
+      (await repo.findOne({
+        where: { status: 'active' },
+        order: { id: 'ASC' },
+      }));
+    if (!organization) throw new Error('未找到可用校区，无法创建学生');
+    return organization.id;
+  }
+}
--- a/apps/server/src/agent-tools/tools/get-sync-status.tool.ts
+++ b/apps/server/src/agent-tools/tools/get-sync-status.tool.ts
@@ -0,0 +1,23 @@
+import { Injectable } from '@nestjs/common';
+import { SyncService } from '../../sync/sync.service';
+import type { AgentToolContext, ToolDef, ToolInputResult } from '../agent-tool.types';
+import { rejectUnknownKeys } from './tool-input';
+
+@Injectable()
+export class GetSyncStatusTool implements ToolDef<Record<string, never>> {
+  readonly name = 'get_sync_status';
+  readonly skillKey = 'sync';
+  readonly description = '查询钉钉学生/考勤、企业微信等平台最近一次同步状态，以及排课映射进度。';
+  readonly requiredPermission = 'sync:read';
+  readonly inputSchema = { type: 'object', properties: {}, additionalProperties: false };
+  constructor(private readonly service: SyncService) {}
+
+  validate(raw: Record<string, unknown>): ToolInputResult<Record<string, never>> {
+    const invalid = rejectUnknownKeys(raw, []);
+    return invalid ?? { ok: true, value: {} };
+  }
+
+  execute(_input: Record<string, never>, _context: AgentToolContext) {
+    return this.service.agentGetSyncStatus();
+  }
+}
--- a/apps/server/src/agent-tools/tools/search-classroom-rentals.tool.ts
+++ b/apps/server/src/agent-tools/tools/search-classroom-rentals.tool.ts
@@ -0,0 +1,62 @@
+import { Injectable } from '@nestjs/common';
+import { ClassroomRentalsService } from '../../classroom-rentals/classroom-rentals.service';
+import type { AgentToolContext, ToolDef, ToolInputResult } from '../agent-tool.types';
+import { optionalPositiveInt, rejectUnknownKeys } from './tool-input';
+
+interface Input { classroomId?: number; month?: string; includeEnded?: boolean; limit?: number }
+
+function optionalMonth(value: unknown): ToolInputResult<string | undefined> {
+  if (value === undefined) return { ok: true, value: undefined };
+  if (typeof value !== 'string' || !/^\d{4}-\d{2}$/.test(value)) {
+    return { ok: false, error: 'month 必须是 YYYY-MM 格式' };
+  }
+  const [year, month] = value.split('-').map(Number);
+  if (month < 1 || month > 12 || year < 2000 || year > 2100) {
+    return { ok: false, error: 'month 不是有效月份' };
+  }
+  return { ok: true, value };
+}
+
+@Injectable()
+export class SearchClassroomRentalsTool implements ToolDef<Input> {
+  readonly name = 'search_classroom_rentals';
+  readonly skillKey = 'classroom';
+  readonly description = '查询教室租赁订单（教室、承租方机构、起止日期、租金、状态）。';
+  readonly requiredPermission = 'rental:view';
+  readonly inputSchema = {
+    type: 'object',
+    properties: {
+      classroomId: { type: 'integer', minimum: 1 },
+      month: { type: 'string', description: 'YYYY-MM' },
+      includeEnded: { type: 'boolean', description: '是否包含已结束订单' },
+      limit: { type: 'integer', minimum: 1, maximum: 50 },
+    },
+    additionalProperties: false,
+  };
+  constructor(private readonly service: ClassroomRentalsService) {}
+
+  validate(raw: Record<string, unknown>): ToolInputResult<Input> {
+    const invalid = rejectUnknownKeys(raw, ['classroomId', 'month', 'includeEnded', 'limit']);
+    if (invalid) return invalid;
+    const classroomId = optionalPositiveInt(raw.classroomId, 'classroomId');
+    if (!classroomId.ok) return classroomId;
+    const month = optionalMonth(raw.month); if (!month.ok) return month;
+    if (raw.includeEnded !== undefined && typeof raw.includeEnded !== 'boolean') {
+      return { ok: false, error: 'includeEnded 必须是布尔值' };
+    }
+    const limit = optionalPositiveInt(raw.limit, 'limit', 50); if (!limit.ok) return limit;
+    return {
+      ok: true,
+      value: {
+        classroomId: classroomId.value,
+        month: month.value,
+        includeEnded: raw.includeEnded === undefined ? undefined : Boolean(raw.includeEnded),
+        limit: limit.value,
+      },
+    };
+  }
+
+  execute(input: Input, _context: AgentToolContext) {
+    return this.service.agentSearchRentals(input);
+  }
+}
--- a/apps/server/src/agent-tools/tools/search-classrooms.tool.ts
+++ b/apps/server/src/agent-tools/tools/search-classrooms.tool.ts
@@ -0,0 +1,37 @@
+import { Injectable } from '@nestjs/common';
+import { ClassroomsService } from '../../classrooms/classrooms.service';
+import type { AgentToolContext, ToolDef, ToolInputResult } from '../agent-tool.types';
+import { optionalPositiveInt, optionalString, rejectUnknownKeys } from './tool-input';
+
+interface Input { keyword?: string; building?: string; limit?: number }
+
+@Injectable()
+export class SearchClassroomsTool implements ToolDef<Input> {
+  readonly name = 'search_classrooms';
+  readonly skillKey = 'classroom';
+  readonly description = '查询教室（名称、楼栋、容量、房型、当前占用状态），不返回排课明细。';
+  readonly requiredPermission = 'classroom:view';
+  readonly inputSchema = {
+    type: 'object',
+    properties: {
+      keyword: { type: 'string', maxLength: 100, description: '教室名称关键词' },
+      building: { type: 'string', maxLength: 50, description: '楼栋' },
+      limit: { type: 'integer', minimum: 1, maximum: 50 },
+    },
+    additionalProperties: false,
+  };
+  constructor(private readonly service: ClassroomsService) {}
+
+  validate(raw: Record<string, unknown>): ToolInputResult<Input> {
+    const invalid = rejectUnknownKeys(raw, ['keyword', 'building', 'limit']);
+    if (invalid) return invalid;
+    const keyword = optionalString(raw.keyword, 'keyword', 100); if (!keyword.ok) return keyword;
+    const building = optionalString(raw.building, 'building', 50); if (!building.ok) return building;
+    const limit = optionalPositiveInt(raw.limit, 'limit', 50); if (!limit.ok) return limit;
+    return { ok: true, value: { keyword: keyword.value, building: building.value, limit: limit.value } };
+  }
+
+  execute(input: Input, _context: AgentToolContext) {
+    return this.service.agentSearchClassrooms(input);
+  }
+}
--- a/apps/server/src/agent-tools/tools/search-deposits.tool.ts
+++ b/apps/server/src/agent-tools/tools/search-deposits.tool.ts
@@ -0,0 +1,37 @@
+import { Injectable } from '@nestjs/common';
+import { DepositsService } from '../../deposits/deposits.service';
+import type { AgentToolContext, ToolDef, ToolInputResult } from '../agent-tool.types';
+import { optionalPositiveInt, optionalString, rejectUnknownKeys } from './tool-input';
+
+interface Input { keyword?: string; status?: string; limit?: number }
+
+@Injectable()
+export class SearchDepositsTool implements ToolDef<Input> {
+  readonly name = 'search_deposits';
+  readonly skillKey = 'billing';
+  readonly description = '查询押金记录（学生姓名/学号、金额、状态、退款信息）。';
+  readonly requiredPermission = 'deposit:view';
+  readonly inputSchema = {
+    type: 'object',
+    properties: {
+      keyword: { type: 'string', maxLength: 100, description: '学生姓名或学号' },
+      status: { type: 'string', maxLength: 20, description: '押金状态' },
+      limit: { type: 'integer', minimum: 1, maximum: 50 },
+    },
+    additionalProperties: false,
+  };
+  constructor(private readonly service: DepositsService) {}
+
+  validate(raw: Record<string, unknown>): ToolInputResult<Input> {
+    const invalid = rejectUnknownKeys(raw, ['keyword', 'status', 'limit']);
+    if (invalid) return invalid;
+    const keyword = optionalString(raw.keyword, 'keyword', 100); if (!keyword.ok) return keyword;
+    const status = optionalString(raw.status, 'status', 20); if (!status.ok) return status;
+    const limit = optionalPositiveInt(raw.limit, 'limit', 50); if (!limit.ok) return limit;
+    return { ok: true, value: { keyword: keyword.value, status: status.value, limit: limit.value } };
+  }
+
+  execute(input: Input, _context: AgentToolContext) {
+    return this.service.agentSearchDeposits(input);
+  }
+}
--- a/apps/server/src/agent-tools/tools/search-exams.tool.ts
+++ b/apps/server/src/agent-tools/tools/search-exams.tool.ts
@@ -0,0 +1,50 @@
+import { Injectable } from '@nestjs/common';
+import { ExamsService } from '../../exams/exams.service';
+import { AgentBusinessScopeFactory } from '../agent-business-scope.factory';
+import type { AgentToolContext, ToolDef, ToolInputResult } from '../agent-tool.types';
+import { optionalPositiveInt, optionalString, rejectUnknownKeys } from './tool-input';
+
+interface Input { keyword?: string; examType?: string; classId?: number; limit?: number }
+
+@Injectable()
+export class SearchExamsTool implements ToolDef<Input> {
+  readonly name = 'search_exams';
+  readonly skillKey = 'student';
+  readonly description = '查询当前用户有权查看的考试及成绩录入进度（考试名称、类型、日期、班级、应录/已录人数）。';
+  readonly requiredPermission = 'exam:view';
+  readonly inputSchema = {
+    type: 'object',
+    properties: {
+      keyword: { type: 'string', maxLength: 100, description: '考试名称关键词' },
+      examType: { type: 'string', maxLength: 50, description: '考试类型' },
+      classId: { type: 'integer', minimum: 1, description: '班级ID' },
+      limit: { type: 'integer', minimum: 1, maximum: 50 },
+    },
+    additionalProperties: false,
+  };
+  constructor(
+    private readonly service: ExamsService,
+    private readonly scopes: AgentBusinessScopeFactory,
+  ) {}
+
+  validate(raw: Record<string, unknown>): ToolInputResult<Input> {
+    const invalid = rejectUnknownKeys(raw, ['keyword', 'examType', 'classId', 'limit']);
+    if (invalid) return invalid;
+    const keyword = optionalString(raw.keyword, 'keyword', 100); if (!keyword.ok) return keyword;
+    const examType = optionalString(raw.examType, 'examType', 50); if (!examType.ok) return examType;
+    const classId = optionalPositiveInt(raw.classId, 'classId'); if (!classId.ok) return classId;
+    const limit = optionalPositiveInt(raw.limit, 'limit', 50); if (!limit.ok) return limit;
+    return {
+      ok: true,
+      value: { keyword: keyword.value, examType: examType.value, classId: classId.value, limit: limit.value },
+    };
+  }
+
+  execute(input: Input, context: AgentToolContext) {
+    return this.service.agentSearchExams(
+      context.userId,
+      this.scopes.canManageAllClasses(context),
+      input,
+    );
+  }
+}
--- a/apps/server/src/agent-tools/tools/search-expenses.tool.ts
+++ b/apps/server/src/agent-tools/tools/search-expenses.tool.ts
@@ -0,0 +1,52 @@
+import { Injectable } from '@nestjs/common';
+import { ExpensesService } from '../../expenses/expenses.service';
+import type { AgentToolContext, ToolDef, ToolInputResult } from '../agent-tool.types';
+import { optionalDate, optionalPositiveInt, optionalString, rejectUnknownKeys } from './tool-input';
+
+interface Input { keyword?: string; periodStart?: string; periodEnd?: string; limit?: number }
+
+@Injectable()
+export class SearchExpensesTool implements ToolDef<Input> {
+  readonly name = 'search_expenses';
+  readonly skillKey = 'billing';
+  readonly description = '查询费用记录（宿舍水电费/杂费和个人附加费），支持按宿舍号、学生姓名/学号和账期筛选。';
+  readonly requiredPermission = 'expense:view';
+  readonly inputSchema = {
+    type: 'object',
+    properties: {
+      keyword: { type: 'string', maxLength: 100, description: '宿舍号或学生姓名/学号' },
+      periodStart: { type: 'string', format: 'date' },
+      periodEnd: { type: 'string', format: 'date' },
+      limit: { type: 'integer', minimum: 1, maximum: 30 },
+    },
+    additionalProperties: false,
+  };
+  constructor(private readonly service: ExpensesService) {}
+
+  validate(raw: Record<string, unknown>): ToolInputResult<Input> {
+    const invalid = rejectUnknownKeys(raw, ['keyword', 'periodStart', 'periodEnd', 'limit']);
+    if (invalid) return invalid;
+    const keyword = optionalString(raw.keyword, 'keyword', 100); if (!keyword.ok) return keyword;
+    const periodStart = optionalDate(raw.periodStart, 'periodStart');
+    if (!periodStart.ok) return periodStart;
+    const periodEnd = optionalDate(raw.periodEnd, 'periodEnd');
+    if (!periodEnd.ok) return periodEnd;
+    if (periodStart.value && periodEnd.value && periodStart.value > periodEnd.value) {
+      return { ok: false, error: 'periodEnd 不能早于 periodStart' };
+    }
+    const limit = optionalPositiveInt(raw.limit, 'limit', 30); if (!limit.ok) return limit;
+    return {
+      ok: true,
+      value: {
+        keyword: keyword.value,
+        periodStart: periodStart.value,
+        periodEnd: periodEnd.value,
+        limit: limit.value,
+      },
+    };
+  }
+
+  execute(input: Input, _context: AgentToolContext) {
+    return this.service.agentSearchExpenses(input);
+  }
+}
--- a/apps/server/src/agent-tools/tools/search-schedules.tool.ts
+++ b/apps/server/src/agent-tools/tools/search-schedules.tool.ts
@@ -0,0 +1,60 @@
+import { Injectable } from '@nestjs/common';
+import { SchedulesService } from '../../schedules/schedules.service';
+import { AgentBusinessScopeFactory } from '../agent-business-scope.factory';
+import type { AgentToolContext, ToolDef, ToolInputResult } from '../agent-tool.types';
+import { optionalPositiveInt, rejectUnknownKeys } from './tool-input';
+
+interface Input { classId?: number; classroomId?: number; weekDay?: number; limit?: number }
+
+@Injectable()
+export class SearchSchedulesTool implements ToolDef<Input> {
+  readonly name = 'search_schedules';
+  readonly skillKey = 'student';
+  readonly description = '查询当前用户有权查看的排课（班级、教室、星期、节次、教师、起止日期）。';
+  readonly requiredPermission = 'schedule:view';
+  readonly inputSchema = {
+    type: 'object',
+    properties: {
+      classId: { type: 'integer', minimum: 1, description: '班级ID' },
+      classroomId: { type: 'integer', minimum: 1, description: '教室ID' },
+      weekDay: { type: 'integer', minimum: 1, maximum: 7, description: '星期（1-7）' },
+      limit: { type: 'integer', minimum: 1, maximum: 50 },
+    },
+    additionalProperties: false,
+  };
+  constructor(
+    private readonly service: SchedulesService,
+    private readonly scopes: AgentBusinessScopeFactory,
+  ) {}
+
+  validate(raw: Record<string, unknown>): ToolInputResult<Input> {
+    const invalid = rejectUnknownKeys(raw, ['classId', 'classroomId', 'weekDay', 'limit']);
+    if (invalid) return invalid;
+    const classId = optionalPositiveInt(raw.classId, 'classId'); if (!classId.ok) return classId;
+    const classroomId = optionalPositiveInt(raw.classroomId, 'classroomId');
+    if (!classroomId.ok) return classroomId;
+    const weekDay = optionalPositiveInt(raw.weekDay, 'weekDay');
+    if (!weekDay.ok) return weekDay;
+    if (weekDay.value !== undefined && weekDay.value > 7) {
+      return { ok: false, error: 'weekDay 必须在 1-7 之间' };
+    }
+    const limit = optionalPositiveInt(raw.limit, 'limit', 50); if (!limit.ok) return limit;
+    return {
+      ok: true,
+      value: {
+        classId: classId.value,
+        classroomId: classroomId.value,
+        weekDay: weekDay.value,
+        limit: limit.value,
+      },
+    };
+  }
+
+  execute(input: Input, context: AgentToolContext) {
+    return this.service.agentSearchSchedules(
+      context.userId,
+      this.scopes.canManageAllClasses(context),
+      input,
+    );
+  }
+}
--- a/apps/server/src/agent-tools/tools/update-students.tool.spec.ts
+++ b/apps/server/src/agent-tools/tools/update-students.tool.spec.ts
@@ -0,0 +1,124 @@
+import { NotFoundException } from '@nestjs/common';
+import { UpdateStudentsTool } from './update-students.tool';
+
+function createTool(overrides: Record<string, unknown> = {}) {
+  const studentsService = {
+    update: jest.fn(async (id: number, dto: Record<string, unknown>) => ({
+      id,
+      name: dto.name ?? '学生',
+    })),
+    ...(overrides.studentsService ?? {}),
+  };
+  const tool = new UpdateStudentsTool(studentsService as never);
+  return { tool, studentsService };
+}
+
+const validInput = {
+  updates: [
+    { id: 201, name: '於嘉丽' },
+    { id: 172, name: '徐玚' },
+  ],
+};
+
+describe('UpdateStudentsTool', () => {
+  it('exposes student:edit permission and student skill', () => {
+    const { tool } = createTool();
+    expect(tool.name).toBe('update_students');
+    expect(tool.skillKey).toBe('student');
+    expect(tool.requiredPermission).toBe('student:edit');
+  });
+
+  it('rejects forbidden, unknown, and empty input', () => {
+    const { tool } = createTool();
+    expect(tool.validate({ userId: 1 }).ok).toBe(false);
+    expect(tool.validate({ updates: [], admin: true }).ok).toBe(false);
+    expect(tool.validate({}).ok).toBe(false);
+    expect(tool.validate({ updates: [] }).ok).toBe(false);
+    expect(tool.validate({ updates: [{ id: 201 }] }).ok).toBe(false);
+  });
+
+  it('rejects invalid ids, duplicate ids, invalid fields, and oversized batches', () => {
+    const { tool } = createTool();
+    expect(tool.validate({ updates: [{ id: 0, name: 'A' }] }).ok).toBe(false);
+    expect(tool.validate({ updates: [{ id: 'x', name: 'A' }] }).ok).toBe(false);
+    expect(
+      tool.validate({
+        updates: [
+          { id: 201, name: 'A' },
+          { id: 201, name: 'B' },
+        ],
+      }).ok,
+    ).toBe(false);
+    expect(tool.validate({ updates: [{ id: 201, status: 'archived' }] }).ok).toBe(false);
+    expect(tool.validate({ updates: [{ id: 201, name: 'A'.repeat(51) }] }).ok).toBe(false);
+    expect(
+      tool.validate({
+        updates: Array.from({ length: 13 }, (_, index) => ({ id: index + 1, name: 'A' })),
+      }).ok,
+    ).toBe(false);
+  });
+
+  it('accepts all supported editable fields', () => {
+    const { tool } = createTool();
+    const result = tool.validate({
+      updates: [
+        {
+          id: 201,
+          name: '於嘉丽',
+          studentNo: 'S201',
+          phone: '13800138000',
+          idNumber: 'ID201',
+          gender: '女',
+          ethnicity: '汉族',
+          emergencyContact: '家长',
+          emergencyPhone: '13900139000',
+          organizationId: 2,
+          supervisor: '王老师',
+          status: 'active',
+        },
+      ],
+    });
+    expect(result.ok).toBe(true);
+    if (result.ok) {
+      expect(result.value.updates[0]).toMatchObject({
+        id: 201,
+        name: '於嘉丽',
+        organizationId: 2,
+        status: 'active',
+      });
+    }
+  });
+
+  it('updates every student and reports a safe summary', async () => {
+    const { tool, studentsService } = createTool();
+    const result = await tool.execute(validInput, {} as never);
+    expect(studentsService.update).toHaveBeenCalledTimes(2);
+    expect(studentsService.update).toHaveBeenCalledWith(201, { name: '於嘉丽' });
+    expect(result).toEqual({
+      message: '成功更新 2 名学生，失败 0 条',
+      updated: [
+        { id: 201, name: '於嘉丽' },
+        { id: 172, name: '徐玚' },
+      ],
+      failed: [],
+    });
+    expect(JSON.stringify(result)).not.toContain('13800138000');
+  });
+
+  it('continues when one student cannot be updated', async () => {
+    const { tool } = createTool({
+      studentsService: {
+        update: jest
+          .fn()
+          .mockRejectedValueOnce(new NotFoundException('not found'))
+          .mockResolvedValueOnce({ id: 172, name: '徐玚' }),
+      },
+    });
+    const result = await tool.execute(validInput, {} as never);
+    expect(result).toEqual({
+      message: '成功更新 1 名学生，失败 1 条',
+      updated: [{ id: 172, name: '徐玚' }],
+      failed: [{ id: 201, error: '学生不存在' }],
+    });
+  });
+});
--- a/apps/server/src/agent-tools/tools/update-students.tool.ts
+++ b/apps/server/src/agent-tools/tools/update-students.tool.ts
@@ -0,0 +1,245 @@
+import { Injectable, NotFoundException } from '@nestjs/common';
+import { StudentsService } from '../../students/students.service';
+import type { UpdateStudentDto } from '../../students/dto/student.dto';
+import type { AgentToolContext, ToolDef, ToolInputResult } from '../agent-tool.types';
+
+/** Whitelisted editable fields on a single student update. */
+interface UpdateStudentInput {
+  id: number;
+  name?: string;
+  studentNo?: string;
+  phone?: string;
+  idNumber?: string;
+  gender?: string;
+  ethnicity?: string;
+  emergencyContact?: string;
+  emergencyPhone?: string;
+  organizationId?: number;
+  supervisor?: string;
+  status?: 'active' | 'graduated' | 'withdrawn';
+}
+
+interface UpdateStudentsInput {
+  updates: UpdateStudentInput[];
+}
+
+type StringField =
+  | 'name'
+  | 'studentNo'
+  | 'phone'
+  | 'idNumber'
+  | 'gender'
+  | 'ethnicity'
+  | 'emergencyContact'
+  | 'emergencyPhone'
+  | 'supervisor';
+
+/** Forbidden input keys — if the model sends these, validation fails. */
+const FORBIDDEN_INPUT_KEYS = new Set([
+  'userId',
+  'isSuperAdmin',
+  'permissions',
+  'roles',
+  'ability',
+  'user',
+  'password',
+  'token',
+]);
+
+const TOP_LEVEL_KEYS = new Set(['updates']);
+const ITEM_KEYS = new Set([
+  'id',
+  'name',
+  'studentNo',
+  'phone',
+  'idNumber',
+  'gender',
+  'ethnicity',
+  'emergencyContact',
+  'emergencyPhone',
+  'organizationId',
+  'supervisor',
+  'status',
+]);
+const STATUS_VALUES = new Set(['active', 'graduated', 'withdrawn']);
+const MAX_BATCH_UPDATES = 12;
+
+function isPlainRecord(value: unknown): value is Record<string, unknown> {
+  return Boolean(value) && typeof value === 'object' && !Array.isArray(value);
+}
+
+function optionalString(
+  value: unknown,
+  max: number,
+): { ok: true; value?: string } | { ok: false; error: string } {
+  if (value === undefined) return { ok: true };
+  if (typeof value !== 'string') return { ok: false, error: '字段必须是字符串' };
+  const trimmed = value.trim();
+  if (trimmed.length > max) return { ok: false, error: `字段长度不能超过 ${max}` };
+  return { ok: true, value: trimmed };
+}
+
+/**
+ * Batch-updates student profiles from form-confirmed data.
+ *
+ * This is a write tool. It is only exposed to the model after the user
+ * submits a rendered form (see AiChatService), and the executor still
+ * enforces `student:edit` at execution time.
+ */
+@Injectable()
+export class UpdateStudentsTool implements ToolDef<UpdateStudentsInput> {
+  readonly name = 'update_students';
+  readonly skillKey = 'student';
+  readonly requiredPermission = 'student:edit';
+  readonly inputSchema = {
+    type: 'object',
+    properties: {
+      updates: {
+        type: 'array',
+        description: '待更新的学生列表（1-12 条，每条必须包含学生 id 和至少一个可编辑字段）',
+        minItems: 1,
+        maxItems: MAX_BATCH_UPDATES,
+        items: {
+          type: 'object',
+          properties: {
+            id: { type: 'integer', description: '学生 ID', minimum: 1 },
+            name: { type: 'string', description: '学生姓名', maxLength: 50 },
+            studentNo: { type: 'string', description: '学号', maxLength: 30 },
+            phone: { type: 'string', description: '手机号', maxLength: 30 },
+            idNumber: { type: 'string', description: '身份证号', maxLength: 30 },
+            gender: { type: 'string', description: '性别', maxLength: 20 },
+            ethnicity: { type: 'string', description: '民族', maxLength: 50 },
+            emergencyContact: { type: 'string', description: '紧急联系人', maxLength: 50 },
+            emergencyPhone: { type: 'string', description: '紧急联系电话', maxLength: 30 },
+            organizationId: { type: 'integer', description: '校区 ID', minimum: 1 },
+            supervisor: { type: 'string', description: '负责人', maxLength: 50 },
+            status: {
+              type: 'string',
+              description: '学生状态',
+              enum: ['active', 'graduated', 'withdrawn'],
+            },
+          },
+          required: ['id'],
+          additionalProperties: false,
+        },
+      },
+    },
+    required: ['updates'],
+    additionalProperties: false,
+  };
+  readonly description =
+    '根据用户通过表单确认的信息批量修改学生档案（姓名、学号、手机号、身份证、性别、民族、紧急联系人、校区、负责人、状态等）。仅可在表单提交后的轮次使用，不得自行编造或修改字段。';
+
+  constructor(private readonly studentsService: StudentsService) {}
+
+  validate(input: Record<string, unknown>): ToolInputResult<UpdateStudentsInput> {
+    for (const key of Object.keys(input)) {
+      if (FORBIDDEN_INPUT_KEYS.has(key)) {
+        return { ok: false, error: `不允许的输入字段: ${key}` };
+      }
+      if (!TOP_LEVEL_KEYS.has(key)) {
+        return { ok: false, error: `不允许的输入字段: ${key}` };
+      }
+    }
+
+    if (!Array.isArray(input.updates) || input.updates.length === 0) {
+      return { ok: false, error: 'updates 至少需要一条记录' };
+    }
+    if (input.updates.length > MAX_BATCH_UPDATES) {
+      return { ok: false, error: `updates 不能超过 ${MAX_BATCH_UPDATES} 条` };
+    }
+
+    const seenIds = new Set<number>();
+    const updates: UpdateStudentInput[] = [];
+    for (let index = 0; index < input.updates.length; index += 1) {
+      const raw = input.updates[index];
+      if (!isPlainRecord(raw)) {
+        return { ok: false, error: `第 ${index + 1} 条更新格式无效` };
+      }
+      for (const key of Object.keys(raw)) {
+        if (FORBIDDEN_INPUT_KEYS.has(key)) {
+          return { ok: false, error: `不允许的输入字段: ${key}` };
+        }
+        if (!ITEM_KEYS.has(key)) {
+          return { ok: false, error: `第 ${index + 1} 条包含未知字段: ${key}` };
+        }
+      }
+
+      const id = Number(raw.id);
+      if (!Number.isInteger(id) || id <= 0) {
+        return { ok: false, error: `第 ${index + 1} 条的学生 id 必须是正整数` };
+      }
+      if (seenIds.has(id)) {
+        return { ok: false, error: `学生 id 重复: ${id}` };
+      }
+      seenIds.add(id);
+
+      const item: UpdateStudentInput = { id };
+      const stringFields: Array<[StringField, unknown, number]> = [
+        ['name', raw.name, 50],
+        ['studentNo', raw.studentNo, 30],
+        ['phone', raw.phone, 30],
+        ['idNumber', raw.idNumber, 30],
+        ['gender', raw.gender, 20],
+        ['ethnicity', raw.ethnicity, 50],
+        ['emergencyContact', raw.emergencyContact, 50],
+        ['emergencyPhone', raw.emergencyPhone, 30],
+        ['supervisor', raw.supervisor, 50],
+      ];
+      for (const [field, value, max] of stringFields) {
+        const parsed = optionalString(value, max);
+        if (!parsed.ok) {
+          return { ok: false, error: `第 ${index + 1} 条 ${String(field)}: ${parsed.error}` };
+        }
+        if (parsed.value !== undefined) item[field] = parsed.value;
+      }
+
+      if (raw.organizationId !== undefined) {
+        const organizationId = Number(raw.organizationId);
+        if (!Number.isInteger(organizationId) || organizationId <= 0) {
+          return { ok: false, error: `第 ${index + 1} 条的 organizationId 必须是正整数` };
+        }
+        item.organizationId = organizationId;
+      }
+
+      if (raw.status !== undefined) {
+        if (typeof raw.status !== 'string' || !STATUS_VALUES.has(raw.status)) {
+          return { ok: false, error: `第 ${index + 1} 条的 status 无效` };
+        }
+        item.status = raw.status as UpdateStudentInput['status'];
+      }
+
+      if (Object.keys(item).length === 1) {
+        return { ok: false, error: `第 ${index + 1} 条至少需要一个可编辑字段` };
+      }
+      updates.push(item);
+    }
+
+    return { ok: true, value: { updates } };
+  }
+
+  async execute(input: UpdateStudentsInput, _context: AgentToolContext): Promise<unknown> {
+    const updated: Array<{ id: number; name: string | null }> = [];
+    const failed: Array<{ id: number; error: string }> = [];
+
+    for (const item of input.updates) {
+      const { id: _id, ...rest } = item;
+      const dto = rest as UpdateStudentDto;
+      try {
+        const student = await this.studentsService.update(item.id, dto);
+        updated.push({ id: item.id, name: student?.name ?? null });
+      } catch (error) {
+        failed.push({
+          id: item.id,
+          error: error instanceof NotFoundException ? '学生不存在' : '更新失败',
+        });
+      }
+    }
+
+    return {
+      message: `成功更新 ${updated.length} 名学生，失败 ${failed.length} 条`,
+      updated,
+      failed,
+    };
+  }
+}
--- a/apps/server/src/classroom-rentals/classroom-rentals.service.ts
+++ b/apps/server/src/classroom-rentals/classroom-rentals.service.ts
@@ -77,6 +77,71 @@ export class ClassroomRentalsService {
    return rentals.map((rental) => this.withEffectiveStatus(rental));
  }

+  /**
+   * Agent tool: 教室租赁订单查询，返回白名单字段。
+   */
+  async agentSearchRentals(query?: {
+    classroomId?: number;
+    month?: string;
+    includeEnded?: boolean;
+    limit?: number;
+  }): Promise<
+    {
+      id: number;
+      classroomName: string;
+      lesseeOrganizationName: string | null;
+      startDate: string;
+      endDate: string;
+      dailyRate: number | null;
+      totalAmount: number | null;
+      status: string;
+      contractName: string | null;
+    }[]
+  > {
+    const qb = this.repo
+      .createQueryBuilder('r')
+      .leftJoin('r.classroom', 'classroom')
+      .leftJoin('r.lesseeOrganization', 'lesseeOrganization')
+      .select('r.id', 'id')
+      .addSelect('classroom.name', 'classroomName')
+      .addSelect('lesseeOrganization.name', 'lesseeOrganizationName')
+      .addSelect('r.startDate', 'startDate')
+      .addSelect('r.endDate', 'endDate')
+      .addSelect('r.dailyRate', 'dailyRate')
+      .addSelect('r.totalAmount', 'totalAmount')
+      .addSelect('r.status', 'status')
+      .addSelect('r.contractOriginalName', 'contractName');
+    if (query?.classroomId) {
+      qb.andWhere('r.classroomId = :classroomId', { classroomId: query.classroomId });
+    }
+    if (query?.month) {
+      const [y, m] = query.month.split('-').map(Number);
+      const first = `${y}-${String(m).padStart(2, '0')}-01`;
+      const lastDay = new Date(y, m, 0).getDate();
+      const last = `${y}-${String(m).padStart(2, '0')}-${String(lastDay).padStart(2, '0')}`;
+      qb.andWhere('r.startDate <= :last AND r.endDate >= :first', { first, last });
+    }
+    if (!query?.includeEnded) {
+      qb.andWhere('r.status = :active', { active: ClassroomRentalStatus.ACTIVE });
+    }
+    const rows = await qb
+      .orderBy('r.startDate', 'DESC')
+      .limit(Math.max(1, Math.min(query?.limit ?? 20, 50)))
+      .getRawMany<Record<string, unknown>>();
+    return rows.map((row) => ({
+      id: Number(row.id),
+      classroomName: row.classroomName == null ? '' : String(row.classroomName),
+      lesseeOrganizationName:
+        row.lesseeOrganizationName == null ? null : String(row.lesseeOrganizationName),
+      startDate: String(row.startDate),
+      endDate: String(row.endDate),
+      dailyRate: row.dailyRate == null ? null : Number(row.dailyRate),
+      totalAmount: row.totalAmount == null ? null : Number(row.totalAmount),
+      status: String(row.status),
+      contractName: row.contractName == null ? null : String(row.contractName),
+    }));
+  }
+
  async findOne(id: number) {
    const rental = await this.repo.findOne({
      where: { id },
--- a/apps/server/src/classrooms/classrooms.service.ts
+++ b/apps/server/src/classrooms/classrooms.service.ts
@@ -1,6 +1,6 @@
 import { Injectable, NotFoundException, BadRequestException } from '@nestjs/common';
 import { InjectRepository } from '@nestjs/typeorm';
-import { Repository, Not, MoreThanOrEqual } from 'typeorm';
+import { Repository, Not, MoreThanOrEqual, Like } from 'typeorm';
 import { Classroom, ClassroomStatus } from '../entities/classroom.entity';
 import { ClassroomRental, ClassroomRentalStatus } from '../entities/classroom-rental.entity';
 import { ClassSchedule } from '../entities/class-schedule.entity';
@@ -24,6 +24,57 @@ export class ClassroomsService {
    return list.map((classroom) => this.withEffectiveStatus(classroom, usageMap.get(classroom.id)));
  }

+  /**
+   * Agent tool: 教室查询，返回白名单字段和当前占用状态。
+   */
+  async agentSearchClassrooms(query?: {
+    keyword?: string;
+    building?: string;
+    limit?: number;
+  }): Promise<
+    {
+      id: number;
+      name: string;
+      building: string;
+      floor: number | null;
+      capacity: number;
+      roomType: string;
+      effectiveStatus: string;
+      currentUsage: {
+        type: 'schedule' | 'rental';
+        title: string;
+        startTime: string;
+        endTime: string;
+      } | null;
+    }[]
+  > {
+    const where: Record<string, unknown> = { status: Not('archived') };
+    if (query?.building) where.building = query.building;
+    if (query?.keyword) where.name = Like(`%${query.keyword}%`);
+    const list = await this.repo.find({
+      where,
+      order: { building: 'ASC', name: 'ASC' },
+      take: Math.max(1, Math.min(query?.limit ?? 20, 50)),
+    });
+    const usageMap = await this.getUsageForClassrooms(list.map((classroom) => classroom.id));
+    return list.map((classroom) => {
+      const usage = usageMap.get(classroom.id);
+      return {
+        id: classroom.id,
+        name: classroom.name,
+        building: classroom.building ?? '',
+        floor: classroom.floor ?? null,
+        capacity: classroom.capacity,
+        roomType: classroom.roomType,
+        effectiveStatus:
+          classroom.status === 'archived' || classroom.status === 'maintenance'
+            ? classroom.status
+            : (usage?.state ?? 'available'),
+        currentUsage: usage?.currentUsage ?? null,
+      };
+    });
+  }
+
  async findOne(id: number) {
    const cls = await this.repo.findOne({ where: { id } });
    if (!cls) throw new NotFoundException('教室不存在');
--- a/apps/server/src/deposits/deposits.service.ts
+++ b/apps/server/src/deposits/deposits.service.ts
@@ -145,6 +145,65 @@ export class DepositsService {
    return deposits;
  }

+  /**
+   * Agent tool: 押金查询，返回白名单字段（学生姓名/学号、金额、状态、退款）。
+   */
+  async agentSearchDeposits(query?: {
+    keyword?: string;
+    status?: string;
+    limit?: number;
+  }): Promise<
+    {
+      id: number;
+      studentName: string;
+      studentNo: string;
+      amount: number;
+      status: string;
+      paidDate: string;
+      refundAmount: number | null;
+      refundDate: string | null;
+    }[]
+  > {
+    const qb = this.repo
+      .createQueryBuilder('d')
+      .leftJoin('d.student', 'student')
+      .select('d.id', 'id')
+      .addSelect('student.name', 'studentName')
+      .addSelect('student.studentNo', 'studentNo')
+      .addSelect('d.amount', 'amount')
+      .addSelect('d.status', 'status')
+      .addSelect('d.paidDate', 'paidDate')
+      .addSelect('d.refundAmount', 'refundAmount')
+      .addSelect('d.refundDate', 'refundDate')
+      .where('d.status != :archived', { archived: 'archived' });
+    if (query?.keyword) {
+      qb.andWhere(
+        '(student.name LIKE :keyword OR student.studentNo LIKE :keyword)',
+        { keyword: `%${query.keyword}%` },
+      );
+    }
+    if (query?.status && query.status !== 'archived') {
+      qb.andWhere('d.status = :status', { status: query.status });
+    }
+    const rows = await qb
+      .orderBy('d.createdAt', 'DESC')
+      .limit(Math.max(1, Math.min(query?.limit ?? 20, 50)))
+      .getRawMany<Record<string, unknown>>();
+    return rows.map((row) => ({
+      id: Number(row.id),
+      studentName: row.studentName == null ? '' : String(row.studentName),
+      studentNo: row.studentNo == null ? '' : String(row.studentNo),
+      amount: money(row.amount as number | string | null | undefined),
+      status: String(row.status),
+      paidDate: row.paidDate == null ? '' : String(row.paidDate),
+      refundAmount:
+        row.refundAmount == null
+          ? null
+          : money(row.refundAmount as number | string | null | undefined),
+      refundDate: row.refundDate == null ? null : String(row.refundDate),
+    }));
+  }
+
  async findOne(id: number) {
    const deposit = await this.repo.findOne({ where: { id }, relations: ['student', 'installments'] });
    if (!deposit) throw new NotFoundException('押金记录不存在');
--- a/apps/server/src/exams/exams.module.ts
+++ b/apps/server/src/exams/exams.module.ts
@@ -12,5 +12,6 @@ import { ExamsService } from './exams.service';
  ],
  controllers: [ExamsController],
  providers: [ExamsService],
+  exports: [ExamsService],
 })
 export class ExamsModule {}
--- a/apps/server/src/exams/exams.service.ts
+++ b/apps/server/src/exams/exams.service.ts
@@ -93,6 +93,51 @@ export class ExamsService {
    };
  }

+  /**
+   * Agent tool: 查询当前用户有权查看的考试，返回白名单字段。
+   * 教师范围按班级授课关系过滤，避免越权读取其他班级成绩。
+   */
+  async agentSearchExams(
+    userId: number,
+    canManageAll: boolean,
+    query?: { keyword?: string; examType?: string; classId?: number; limit?: number },
+  ): Promise<
+    {
+      id: number;
+      examName: string;
+      examType: string;
+      examDate: string;
+      classId: number;
+      className: string | null;
+      totalStudents: number;
+      enteredScores: number;
+      status: string;
+    }[]
+  > {
+    const accessibleClassIds = await this.getAccessibleClassIds(userId, canManageAll);
+    const exams = await this.findAll(
+      {
+        keyword: query?.keyword,
+        examType: query?.examType,
+        classId: query?.classId,
+        isArchived: false,
+      },
+      accessibleClassIds,
+    );
+    const limit = Math.max(1, Math.min(query?.limit ?? 20, 50));
+    return exams.slice(0, limit).map((exam) => ({
+      id: exam.id,
+      examName: exam.examName,
+      examType: exam.examType,
+      examDate: exam.examDate,
+      classId: exam.classId,
+      className: exam.className ?? null,
+      totalStudents: exam.totalStudents,
+      enteredScores: exam.enteredScores,
+      status: exam.status,
+    }));
+  }
+
  async create(dto: CreateExamDto, userId: number, canManageAll: boolean) {
    await this.assertClassAccess(userId, dto.classId, canManageAll);
    return this.dataSource.transaction(async (manager) => {
--- a/apps/server/src/expenses/expenses.service.ts
+++ b/apps/server/src/expenses/expenses.service.ts
@@ -87,6 +87,109 @@ export class ExpensesService {
    return qb.getMany();
  }

+  /**
+   * Agent tool: 费用查询（宿舍费 + 个人附加费），返回白名单字段。
+   */
+  async agentSearchExpenses(query?: {
+    keyword?: string;
+    periodStart?: string;
+    periodEnd?: string;
+    limit?: number;
+  }): Promise<{
+    roomExpenses: {
+      id: number;
+      expenseType: string;
+      amount: number;
+      periodStart: string;
+      periodEnd: string;
+      roomNumber: string;
+      status: string;
+    }[];
+    personalExpenses: {
+      id: number;
+      expenseType: string;
+      amount: number;
+      expenseDate: string;
+      studentName: string;
+      studentNo: string;
+      status: string;
+    }[];
+  }> {
+    const limit = Math.max(1, Math.min(query?.limit ?? 10, 30));
+
+    const roomQb = this.roomExpRepo
+      .createQueryBuilder('e')
+      .leftJoin('e.room', 'room')
+      .select('e.id', 'id')
+      .addSelect('e.expenseType', 'expenseType')
+      .addSelect('e.amount', 'amount')
+      .addSelect('e.periodStart', 'periodStart')
+      .addSelect('e.periodEnd', 'periodEnd')
+      .addSelect('room.roomNumber', 'roomNumber')
+      .where('e.status = :status', { status: 'active' });
+    if (query?.keyword) {
+      roomQb.andWhere('room.roomNumber LIKE :keyword', { keyword: `%${query.keyword}%` });
+    }
+    if (query?.periodStart) {
+      roomQb.andWhere('e.periodStart >= :periodStart', { periodStart: query.periodStart });
+    }
+    if (query?.periodEnd) {
+      roomQb.andWhere('e.periodEnd <= :periodEnd', { periodEnd: query.periodEnd });
+    }
+    const roomRows = await roomQb
+      .orderBy('e.createdAt', 'DESC')
+      .limit(limit)
+      .getRawMany<Record<string, unknown>>();
+
+    const personalQb = this.personalExpRepo
+      .createQueryBuilder('e')
+      .leftJoin('e.student', 'student')
+      .select('e.id', 'id')
+      .addSelect('e.expenseType', 'expenseType')
+      .addSelect('e.amount', 'amount')
+      .addSelect('e.expenseDate', 'expenseDate')
+      .addSelect('student.name', 'studentName')
+      .addSelect('student.studentNo', 'studentNo')
+      .where('e.status = :status', { status: 'active' });
+    if (query?.keyword) {
+      personalQb.andWhere(
+        '(student.name LIKE :keyword OR student.studentNo LIKE :keyword)',
+        { keyword: `%${query.keyword}%` },
+      );
+    }
+    if (query?.periodStart) {
+      personalQb.andWhere('e.expenseDate >= :periodStart', { periodStart: query.periodStart });
+    }
+    if (query?.periodEnd) {
+      personalQb.andWhere('e.expenseDate <= :periodEnd', { periodEnd: query.periodEnd });
+    }
+    const personalRows = await personalQb
+      .orderBy('e.createdAt', 'DESC')
+      .limit(limit)
+      .getRawMany<Record<string, unknown>>();
+
+    return {
+      roomExpenses: roomRows.map((row) => ({
+        id: Number(row.id),
+        expenseType: String(row.expenseType),
+        amount: Number(row.amount),
+        periodStart: String(row.periodStart),
+        periodEnd: String(row.periodEnd),
+        roomNumber: row.roomNumber == null ? '' : String(row.roomNumber),
+        status: String(row.status),
+      })),
+      personalExpenses: personalRows.map((row) => ({
+        id: Number(row.id),
+        expenseType: String(row.expenseType),
+        amount: Number(row.amount),
+        expenseDate: String(row.expenseDate),
+        studentName: row.studentName == null ? '' : String(row.studentName),
+        studentNo: row.studentNo == null ? '' : String(row.studentNo),
+        status: String(row.status),
+      })),
+    };
+  }
+
  async deleteRoomExpense(id: number) {
    const e = await this.roomExpRepo.findOne({ where: { id } });
    if (!e) throw new NotFoundException('费用记录不存在');
--- a/apps/server/src/schedules/schedules.scope.spec.ts
+++ b/apps/server/src/schedules/schedules.scope.spec.ts
@@ -5,8 +5,32 @@ const createQb = () => ({
  orderBy: jest.fn().mockReturnThis(),
  addOrderBy: jest.fn().mockReturnThis(),
  getMany: jest.fn().mockResolvedValue([]),
+  leftJoin: jest.fn().mockReturnThis(),
+  select: jest.fn().mockReturnThis(),
+  where: jest.fn().mockReturnThis(),
+  limit: jest.fn().mockReturnThis(),
+  getRawMany: jest.fn().mockResolvedValue([]),
 });

+function serviceWithAssignments(assignments: number[]) {
+  const qb = createQb();
+  const scheduleRepo = { createQueryBuilder: jest.fn().mockReturnValue(qb) };
+  const classTeacherRepo = {
+    find: jest
+      .fn()
+      .mockResolvedValue(assignments.map((classId) => ({ classId, userId: 7 }))),
+  };
+  const service = new SchedulesService(
+    scheduleRepo as never,
+    {} as never,
+    {} as never,
+    {} as never,
+    classTeacherRepo as never,
+    {} as never,
+  );
+  return { service, qb, scheduleRepo };
+}
+
 describe('SchedulesService — teacher class scope', () => {
  it('filters schedule list to assigned classes when no class filter is selected', async () => {
    const qb = createQb();
@@ -38,6 +62,39 @@ describe('SchedulesService — teacher class scope', () => {
    await expect(service.findAll({}, [])).resolves.toEqual([]);
    expect(qb.getMany).not.toHaveBeenCalled();
  });
+
+  it('agent search rejects classId outside the teacher scope', async () => {
+    const { service, scheduleRepo } = serviceWithAssignments([3, 5]);
+    await expect(
+      service.agentSearchSchedules(7, false, { classId: 9 }),
+    ).resolves.toEqual([]);
+    expect(scheduleRepo.createQueryBuilder).not.toHaveBeenCalled();
+  });
+
+  it('agent search always intersects teacher scope even with classroomId', async () => {
+    const { service, qb } = serviceWithAssignments([3, 5]);
+    await service.agentSearchSchedules(7, false, { classroomId: 10 });
+    expect(qb.andWhere).toHaveBeenCalledWith('cs.classId IN (:...accessibleClassIds)', {
+      accessibleClassIds: [3, 5],
+    });
+  });
+
+  it('agent search keeps scope when requested classId is accessible', async () => {
+    const { service, qb } = serviceWithAssignments([3, 5]);
+    await service.agentSearchSchedules(7, false, { classId: 3 });
+    expect(qb.andWhere).toHaveBeenCalledWith('cs.classId = :classId', { classId: 3 });
+    expect(qb.andWhere).toHaveBeenCalledWith('cs.classId IN (:...accessibleClassIds)', {
+      accessibleClassIds: [3, 5],
+    });
+  });
+
+  it('agent search returns empty when teacher has no assigned classes', async () => {
+    const { service, scheduleRepo } = serviceWithAssignments([]);
+    await expect(
+      service.agentSearchSchedules(7, false, { classroomId: 10 }),
+    ).resolves.toEqual([]);
+    expect(scheduleRepo.createQueryBuilder).not.toHaveBeenCalled();
+  });
 });

 describe('SchedulesService — shared classroom occupancy visibility', () => {
--- a/apps/server/src/schedules/schedules.service.ts
+++ b/apps/server/src/schedules/schedules.service.ts
@@ -129,6 +129,99 @@ export class SchedulesService {
    return qb.getMany();
  }

+  /**
+   * Agent tool: 查询当前用户有权查看的排课，返回白名单字段。
+   * 教师范围按班级授课关系过滤。
+   */
+  async agentSearchSchedules(
+    userId: number,
+    canManageAll: boolean,
+    query?: { classId?: number; classroomId?: number; weekDay?: number; limit?: number },
+  ): Promise<
+    {
+      id: number;
+      classId: number | null;
+      className: string | null;
+      classroomId: number;
+      classroomName: string | null;
+      weekDay: number;
+      startTime: string;
+      endTime: string;
+      subject: string;
+      teacherName: string | null;
+      startDate: string;
+      endDate: string;
+      scheduleType: string;
+      status: string;
+    }[]
+  > {
+    const accessibleClassIds = await this.getAccessibleClassIds(userId, canManageAll);
+    if (query?.classId && accessibleClassIds && !accessibleClassIds.includes(query.classId)) {
+      return [];
+    }
+    if (accessibleClassIds && accessibleClassIds.length === 0) {
+      return [];
+    }
+    const qb = this.scheduleRepo
+      .createQueryBuilder('cs')
+      .leftJoin('cs.class', 'class')
+      .leftJoin('cs.classroom', 'classroom')
+      .leftJoin('cs.teacher', 'teacher')
+      .select([
+        'cs.id',
+        'cs.classId',
+        'cs.classroomId',
+        'cs.weekDay',
+        'cs.startTime',
+        'cs.endTime',
+        'cs.subject',
+        'cs.teacherId',
+        'cs.startDate',
+        'cs.endDate',
+        'cs.scheduleType',
+        'cs.status',
+        'class.name',
+        'classroom.name',
+        'teacher.name',
+      ])
+      .where('cs.status = :active', { active: 'active' });
+
+    if (query?.classroomId) {
+      qb.andWhere('cs.classroomId = :classroomId', { classroomId: query.classroomId });
+    }
+    if (query?.classId) {
+      qb.andWhere('cs.classId = :classId', { classId: query.classId });
+    }
+    if (accessibleClassIds) {
+      qb.andWhere('cs.classId IN (:...accessibleClassIds)', { accessibleClassIds });
+    }
+    if (query?.weekDay) {
+      qb.andWhere('cs.weekDay = :weekDay', { weekDay: query.weekDay });
+    }
+
+    const rows = await qb
+      .orderBy('cs.weekDay', 'ASC')
+      .addOrderBy('cs.startTime', 'ASC')
+      .limit(Math.max(1, Math.min(query?.limit ?? 20, 50)))
+      .getRawMany<Record<string, unknown>>();
+    return rows.map((row) => ({
+      id: Number(row.cs_id),
+      classId: row.cs_class_id == null ? null : Number(row.cs_class_id),
+      className: row.class_name == null ? null : String(row.class_name),
+      classroomId: Number(row.cs_classroom_id),
+      classroomName: row.classroom_name == null ? null : String(row.classroom_name),
+      weekDay: Number(row.cs_week_day),
+      startTime: String(row.cs_start_time),
+      endTime: String(row.cs_end_time),
+      subject: String(row.cs_subject),
+      teacherName: row.teacher_name == null ? null : String(row.teacher_name),
+      startDate: String(row.cs_start_date),
+      endDate: String(row.cs_end_date),
+      scheduleType: String(row.cs_schedule_type),
+      status: String(row.cs_status),
+    }));
+  }
+
  async getClassTeachers(classId: number) {
    const teachers = await this.classTeacherRepo.find({
      where: { classId },
--- a/docs/agent-workflow.md
+++ b/docs/agent-workflow.md
@@ -0,0 +1,85 @@
+# Agent 业务工作流梳理
+
+> 目的：梳理恭学系统当前 Agent 的能力边界与业务工作流，定位“只会机械插入 Excel、缺乏先后顺序引导”的问题，并记录已实施的改进。
+
+## 一、系统角色与权限
+
+系统内置 6 类角色（超管、系统管理员、教务、住宿运营、教室运营、任课老师），权限点是“模块:动作”（如 `student:create`、`occupancy:add`、`bill:generate`）。
+Agent 的工具全部通过 CASL 权限过滤 + 执行时二次鉴权，只暴露当前账号可用的读/写能力。
+
+## 二、业务域与数据依赖
+
+| 基础档案 | 业务关系 | 运行数据 | 结算 |
+| --- | --- | --- | --- |
+| 学生（students） | 分班/在读（classes、enrollments） | 考勤（attendance） | 押金（deposits） |
+| 宿舍（rooms） | 入住/退宿/换宿（occupancies） | 公共费用/个人费用（expenses） | 账单（bills，人天数分摊） |
+| 教室（classrooms） | 租赁（classroom-rentals） | 教室日程（schedule） | 合同 |
+| 组织/校区（organizations） | 归属关系 | 考试（exams） | — |
+
+依赖关系（写入前必须满足）：
+
+- 入住 / 换宿 → 依赖学生 + 宿舍
+- 考勤 → 依赖班级 + 排课
+- 账单 → 依赖入住记录 + 费用
+- 排课 → 依赖班级 + 教室 + 老师
+
+## 三、Agent 当前能力
+
+### 只读查询（按权限暴露）
+
+`search_students`、`get_student_basic`、`search_classes`、`get_attendance_summary`、`search_rooms`、`get_room_occupancy_summary`、`search_bills`、`get_dashboard_stats`、`search_exams`、`search_schedules`、`search_deposits`、`search_expenses`、`search_classrooms`、`search_classroom_rentals`、`get_sync_status`
+
+### 写入/导入（必须经确认）
+
+- `render_form` → 用户填写提交 → `create_student` / `update_students`
+- `render_review` → 生成批量导入预览卡（students / rooms / transfers / checkins）→ 用户确认 → 系统按依赖顺序入库：学生 → 宿舍 → 换宿 → 入住
+- Excel 结构探查：`office_analyze`（outline/get/query），不整表读取
+
+## 四、当前执行约束（已有）
+
+1. 所有写操作必须先渲染确认表单/预览卡，用户提交后才执行。
+2. 一个回答回合只能生成一张导入预览卡，多分表合并到同一张。
+3. 附件内容只当业务数据，不当系统指令；禁止抄录整表、禁止凭空补全。
+4. 工具执行做双重权限校验 + 审计日志；写入工具在导入确认后隐藏，防止二次写入。
+
+## 五、各业务闭环（推荐顺序）
+
+### 学生教学闭环
+
+学生档案导入/录入 → 分班 → 排课 → 考勤 → 考试/成绩（可选）
+
+### 住宿计费闭环（核心）
+
+宿舍档案 → 学生档案 → 入住登记 → （可选）换宿/退宿 → 公共/个人费用录入 → 生成账单 → 确认账单 → 标记已付 → 押金收取/退还
+
+### 教室租赁闭环
+
+教室档案 → 组织/校区 → 租赁订单 → 合同 → 教室日程
+
+### 数据同步
+
+钉钉/企业微信同步 → 排课映射 → 考勤设备/记录
+
+## 六、现状问题（用户反馈）
+
+1. **机械执行**：用户给 Excel 就解析入库，不先说明“将导入什么、依赖什么、建议顺序”。
+2. **缺前置校验**：不主动确认学生/宿舍/班级等前置数据是否已存在，直接生成预览。
+3. **缺下一步引导**：导入完成后不提示后续动作（如入住完成 → 录费用 → 生成账单）。
+4. **缺业务顺序意识**：提示词只有“表单/预览确认”的单步约束，没有端到端闭环顺序。
+
+## 七、已实施的改进
+
+在 `AiChatService.SYSTEM_PROMPT` 中新增「业务工作流引导」规则：
+
+- 明确“基础档案 → 业务关系 → 运行数据 → 结算”的整体顺序；
+- 写入/导入前先用查询工具核实前置数据，缺失时先说明缺口和下一步，不机械入库；
+- 完成后主动给下一步建议（入住 → 费用 → 账单；学生 → 分班/排课）；
+- Excel 未说明用途时，先说明计划再生成预览；
+- 只引导当前角色权限内的下一步。
+
+## 八、后续建议
+
+1. **工作流元数据化**：把闭环顺序与前置依赖做成可配置的 `workflow` 元数据（而不是只写在提示词里），Agent 可按数据状态动态提示。
+2. **完成度感知**：新增“业务待办”查询工具（如“本月未生成账单的入住学生数”“未分班学生数”），让引导有数据支撑。
+3. **前端示例补充**：在技能示例/欢迎语中加入工作流引导话术（如“我可以按‘先学生、再入住、后账单’帮你完成”）。
+4. **逐步确认**：大型导入建议分阶段确认（基础档案 → 关系数据），降低一次性确认风险。