Is there an automated Marathi OCR API for RAG and LLM applications?

Yes. FastOCR provides a developer REST API at https://api.fastocr.org/v1/documents supporting Marathi text extraction from PDF files and images. Extracted text can be retrieved via format=text for chunking into vector databases like Pinecone, Qdrant, and Milvus, with 20 free pages a month for every signed-in account.

Marathi OCR Guide - Extract Text from Marathi PDFs & Images Free

Marathi is written in Devanagari but has its own characters and conventions, including retroflex consonants like ळ and ऱ. A generic Devanagari OCR engine trained on Hindi may miss these details.

This guide explains how to extract accurate Marathi text from scanned documents and images while preserving Marathi-specific characters and Devanagari structure.

Developer REST API for RAG & Automated Ingestion

Building an AI or RAG pipeline with Marathi documents?

Get raw extracted text or searchable PDFs with an invisible text layer from PDF files and images via asynchronous REST API across 100+ languages. Ideal for RAG vector search and document pipelines. Every signed-in account gets 20 free pages per month.

API docs Explore OCR API

Quickstart ExampleFull API Docs →

curl -s -X POST https://api.fastocr.org/v1/documents \
  -H "Authorization: Bearer $FASTOCR_API_KEY" \
  -H "Idempotency-Key: $(uuidgen)" \
  -H "Content-Type: application/json" \
  -d '{"filename":"marathi-scan.pdf","size_bytes":1048576}'

Why Marathi OCR Needs More Than Hindi Devanagari

Marathi uses Devanagari plus additional characters and phonetic distinctions that Hindi-only models may not expect.

Marathi-specific characters like ळ (retroflex l) and ऱ (retroflex r) must be preserved.
Devanagari conjuncts and matras attach above, below, or beside consonants.
The shirorekha headline connects characters across words.
Mixed Marathi-English documents are common.
Archaic orthography in older texts can confuse modern models.

How FastOCR Handles Marathi Text

FastOCR reads Marathi text from scans and PDFs. Check special characters on your own file.

Marathi characters — FastOCR reads ळ and ऱ on clean scans; proofread the result.
Devanagari conjuncts — Complex ligatures are decoded properly.
Matra handling — FastOCR reads vowel signs on clean scans; proofread the result.
Headline removal — The shirorekha is handled during preprocessing.
Searchable output — Extracted text is valid Unicode Devanagari.

How to Extract Marathi Text in 3 Steps

1. Upload the Marathi document
Choose a scanned PDF or image with Marathi text.
2. Run Marathi OCR
FastOCR detects the script and reads the text.
3. Copy the Marathi text
Receive editable, Unicode-encoded Marathi output.

Try Marathi OCR Free →

Best Practices for Marathi OCR

Scan at 300 DPI to preserve fine matras and conjuncts.
Ensure the page is straight; skewed shirorekhas hurt segmentation.
Verify Marathi-specific characters ळ and ऱ.
Check conjunct consonants carefully.
Keep mixed Marathi-English pages whole.

Popular Marathi OCR Use Cases

Digitizing Marathi legal documents and property records.
Extracting text from Maharashtra government forms and certificates.
Converting scanned Marathi academic papers and textbooks.
Processing Marathi business invoices and receipts.
Archiving Marathi literature and historical documents.
Automated RAG & LLM Ingestion: Extract raw Marathi text or generate searchable PDFs for LangChain, LlamaIndex, or vector databases (Pinecone, Qdrant) via the FastOCR Developer REST API.

Frequently Asked Questions

Does Marathi OCR handle ळ and ऱ?

Yes. FastOCR recognizes Marathi-specific retroflex characters that distinguish it from Hindi.

Can it handle Hindi words in a Marathi document?

Yes. Mixed Devanagari text is handled in one pass.

Is Marathi OCR free?

Image OCR needs no account for 3 images a day, and is unlimited with a free account. PDFs need a free account and use 20 free pages a month.

Marathi OCR requires preserving Devanagari structure and Marathi-specific characters. FastOCR reads clean printed Marathi well; proofread the result.

Extract मराठी Text Free →

Marathi OCR Guide — Extract Text from मराठी PDFs & Images