Skip to Content
ReferenceRAGMDocument

MDocument

The MDocument class processes documents for RAG applications. The main methods are .chunk() and .extractMetadata().

Constructor

docs:

Array<{ text: string, metadata?: Record<string, any> }>
Array of document chunks with their text content and optional metadata

type:

'text' | 'html' | 'markdown' | 'json' | 'latex'
Type of document content

Static Methods

fromText()

Creates a document from plain text content.

static fromText(text: string, metadata?: Record<string, any>): MDocument

fromHTML()

Creates a document from HTML content.

static fromHTML(html: string, metadata?: Record<string, any>): MDocument

fromMarkdown()

Creates a document from Markdown content.

static fromMarkdown(markdown: string, metadata?: Record<string, any>): MDocument

fromJSON()

Creates a document from JSON content.

static fromJSON(json: string, metadata?: Record<string, any>): MDocument

Instance Methods

chunk()

Splits document into chunks and optionally extracts metadata.

async chunk(params?: ChunkParams): Promise<Chunk[]>

See chunk() reference for detailed options.

getDocs()

Returns array of processed document chunks.

getDocs(): Chunk[]

getText()

Returns array of text strings from chunks.

getText(): string[]

getMetadata()

Returns array of metadata objects from chunks.

getMetadata(): Record<string, any>[]

extractMetadata()

Extracts metadata using specified extractors. See ExtractParams reference for details.

async extractMetadata(params: ExtractParams): Promise<MDocument>

Examples

import { MDocument } from '@mastra/rag'; // Create document from text const doc = MDocument.fromText('Your content here'); // Split into chunks with metadata extraction const chunks = await doc.chunk({ strategy: 'markdown', headers: [['#', 'title'], ['##', 'section']], extract: { summary: true, // Extract summaries with default settings keywords: true // Extract keywords with default settings } }); // Get processed chunks const docs = doc.getDocs(); const texts = doc.getText(); const metadata = doc.getMetadata();