LibreChat/packages/data-schemas

LibreChat Data Schemas Package

This package provides the database schemas, models, types, and methods for LibreChat using Mongoose ODM.

📁 Package Structure

packages/data-schemas/
├── src/
│   ├── schema/         # Mongoose schema definitions
│   ├── models/         # Model factory functions
│   ├── types/          # TypeScript type definitions
│   ├── methods/        # Database operation methods
│   ├── common/         # Shared constants and enums
│   ├── config/         # Configuration files (winston, etc.)
│   └── index.ts        # Main package exports

🏗️ Architecture Patterns

1. Schema Files (src/schema/)

Schema files define the Mongoose schema structure. They follow these conventions:

• Naming: Use lowercase filenames (e.g., user.ts, accessRole.ts)
• Imports: Import types from ~/types for TypeScript support
• Exports: Export only the schema as default

Example:

import { Schema } from 'mongoose';
import type { IUser } from '~/types';

const userSchema = new Schema<IUser>(
  {
    name: { type: String },
    email: { type: String, required: true },
    // ... other fields
  },
  { timestamps: true }
);

export default userSchema;

2. Type Definitions (src/types/)

Type files define TypeScript interfaces and types. They follow these conventions:

• Base Type: Define a plain type without Mongoose Document properties
• Document Interface: Extend the base type with Document and _id
• Enums/Constants: Place related enums in the type file or common/ if shared

Example:

import type { Document, Types } from 'mongoose';

export type User = {
  name?: string;
  email: string;
  // ... other fields
};

export type IUser = User &
  Document & {
    _id: Types.ObjectId;
  };

3. Model Factory Functions (src/models/)

Model files create Mongoose models using factory functions. They follow these conventions:

• Function Name: create[EntityName]Model
• Singleton Pattern: Check if model exists before creating
• Type Safety: Use the corresponding interface from types

Example:

import userSchema from '~/schema/user';
import type * as t from '~/types';

export function createUserModel(mongoose: typeof import('mongoose')) {
  return mongoose.models.User || mongoose.model<t.IUser>('User', userSchema);
}

4. Database Methods (src/methods/)

Method files contain database operations for each entity. They follow these conventions:

• Function Name: create[EntityName]Methods
• Return Type: Export a type for the methods object
• Operations: Include CRUD operations and entity-specific queries

Example:

import type { Model } from 'mongoose';
import type { IUser } from '~/types';

export function createUserMethods(mongoose: typeof import('mongoose')) {
  async function findUserById(userId: string): Promise<IUser | null> {
    const User = mongoose.models.User as Model<IUser>;
    return await User.findById(userId).lean();
  }

  async function createUser(userData: Partial<IUser>): Promise<IUser> {
    const User = mongoose.models.User as Model<IUser>;
    return await User.create(userData);
  }

  return {
    findUserById,
    createUser,
    // ... other methods
  };
}

export type UserMethods = ReturnType<typeof createUserMethods>;

5. Main Exports (src/index.ts)

The main index file exports:

• createModels() - Factory function for all models
• createMethods() - Factory function for all methods
• Type exports from ~/types
• Shared utilities and constants

🚀 Adding a New Entity

To add a new entity to the data-schemas package, follow these steps:

Step 1: Create the Type Definition

Create src/types/[entityName].ts:

import type { Document, Types } from 'mongoose';

export type EntityName = {
  /** Field description */
  fieldName: string;
  // ... other fields
};

export type IEntityName = EntityName &
  Document & {
    _id: Types.ObjectId;
  };

Step 2: Update Types Index

Add to src/types/index.ts:

export * from './entityName';

Step 3: Create the Schema

Create src/schema/[entityName].ts:

import { Schema } from 'mongoose';
import type { IEntityName } from '~/types';

const entityNameSchema = new Schema<IEntityName>(
  {
    fieldName: { type: String, required: true },
    // ... other fields
  },
  { timestamps: true }
);

export default entityNameSchema;

Step 4: Create the Model Factory

Create src/models/[entityName].ts:

import entityNameSchema from '~/schema/entityName';
import type * as t from '~/types';

export function createEntityNameModel(mongoose: typeof import('mongoose')) {
  return (
    mongoose.models.EntityName || 
    mongoose.model<t.IEntityName>('EntityName', entityNameSchema)
  );
}

Step 5: Update Models Index

Add to src/models/index.ts:

1. Import the factory function:

import { createEntityNameModel } from './entityName';

2. Add to the return object in createModels():

EntityName: createEntityNameModel(mongoose),

Step 6: Create Database Methods

Create src/methods/[entityName].ts:

import type { Model, Types } from 'mongoose';
import type { IEntityName } from '~/types';

export function createEntityNameMethods(mongoose: typeof import('mongoose')) {
  async function findEntityById(id: string | Types.ObjectId): Promise<IEntityName | null> {
    const EntityName = mongoose.models.EntityName as Model<IEntityName>;
    return await EntityName.findById(id).lean();
  }

  // ... other methods

  return {
    findEntityById,
    // ... other methods
  };
}

export type EntityNameMethods = ReturnType<typeof createEntityNameMethods>;

Step 7: Update Methods Index

Add to src/methods/index.ts:

1. Import the methods:

import { createEntityNameMethods, type EntityNameMethods } from './entityName';

2. Add to the return object in createMethods():

...createEntityNameMethods(mongoose),

3. Add to the AllMethods type:

export type AllMethods = UserMethods &
  // ... other methods
  EntityNameMethods;

📝 Best Practices

1. Consistent Naming: Use lowercase for filenames, PascalCase for types/interfaces
2. Type Safety: Always use TypeScript types, avoid any
3. JSDoc Comments: Document complex fields and methods
4. Indexes: Define database indexes in schema files for query performance
5. Validation: Use Mongoose schema validation for data integrity
6. Lean Queries: Use .lean() for read operations when you don't need Mongoose document methods

🔧 Common Patterns

Enums and Constants

Place shared enums in src/common/:

// src/common/permissions.ts
export enum PermissionBits {
  VIEW = 1,
  EDIT = 2,
  DELETE = 4,
  SHARE = 8,
}

Compound Indexes

For complex queries, add compound indexes:

schema.index({ field1: 1, field2: 1 });
schema.index(
  { uniqueField: 1 },
  { 
    unique: true, 
    partialFilterExpression: { uniqueField: { $exists: true } }
  }
);

Virtual Properties

Add computed properties using virtuals:

schema.virtual('fullName').get(function() {
  return `${this.firstName} ${this.lastName}`;
});

🧪 Testing

When adding new entities, ensure:

• Types compile without errors
• Models can be created successfully
• Methods handle edge cases (null checks, validation)
• Indexes are properly defined for query patterns

📚 Resources

• Mongoose Documentation
• TypeScript Handbook
• MongoDB Indexes