You can access the Vision OCR MCP programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {}
9
10# Run the Actor and wait for it to finish
11run = client.actor("accelerationengg/vision-ocr-mcp").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
15for item in client.dataset(run["defaultDatasetId"]).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Vision OCR MCP API in Python

The Apify API client for Python is the official library that allows you to use Vision OCR MCP API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Vision OCR MCP API in JavaScript

Vision OCR MCP API through CLI

Vision OCR MCP OpenAPI definition

Vision OCR MCP API

Bulk Pdf To Json OCR

gagandeo/bulk-pdf-to-json-ocr

Convert PDF invoices, menus, images with text and documents into structured JSON. Features hybrid Digital+OCR parsing and AI-powered data extraction.

Kumar Gagandeo

Pdf Json Extractor

p6t_p10n/pdf-json-extractor

Convert any PDF into structured JSON using AI and OCR (Tesseract or Google Vision). Supports custom schemas, validation, and auto-repair. Ideal for invoices, contracts, receipts, and automation workflows. Fast, accurate, and easy to integrate.

Peerapat Pongnipakorn

PDF OCR API - Document Extraction

alizarin_refrigerator-owner/pdf-ocr-api

Extract text from PDFs including scanned documents. OCR processing, table extraction & structured data output. Process invoices, contracts & forms at scale.

John Rippy

Elite Document Ocr Lite

thepattyroller/elite-document-ocr-lite

Basic document text extraction and processing. Extract text from documents, analyze document structure, and extract structured data from invoices and receipts. Perfect for document automation workflows.

Logan Kiser

Image To Text Ai

welcoming_fireplace/image-to-text-ai

A powerful OCR tool that goes beyond standard text extraction. Powered by a Premium Vision AI model, it accurately reads handwriting, preserves table structures, and converts messy receipts or documents into structured JSON or Markdown. Supports batch processing for high-volume workflows.

Richmond Nkrumah

Receipt OCR API

happitap/receipt-ocr-api

Receipt OCR API - Multi-Model Text Extraction : Extract structured data from receipt images using advanced OCR technology with support for multiple AI models including Google Vision, OpenAI, Azure, AWS Textract, Gemini, Hugging Face, DeepSeek, and Native OCR.

HappiTap

5.0

Textify OCR

intellibits/textify

Extract and Convert Image Text to Digital Text instantly.

Team Intellibits

Ocr Pdf Extractor

vivid_astronaut/ocr-pdf-extractor

Extract text from images and PDFs using OCR. Supports multiple languages including English, Portuguese, Spanish, French, German. Uses Tesseract OCR engine with high accuracy text extraction and word-level confidence scores.

Fabio Augusto Suizu

Pdf OCR API

cspnair/pdf-ocr-api

Extract and convert text from PDF documents using advanced optical character recognition technology with support for multiple AI models.

csp

5.0

landingai-ade-extractor

clever_fashion/landingai-ade-extractor

Official LandingAI Agentic Document Extraction (ADE) wrapper for Apify. Turn any PDF or image (invoices, receipts, IDs, forms, contracts, passports) into perfect structured JSON in seconds – no prompt engineering needed.