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What is Docling?

Docling is an intuitive, standalone open-source toolkit available under the MIT license that streamlines the process of converting chaotic documents into well-structured data, thus improving subsequent document handling and AI processes. This multifunctional tool can handle a diverse range of file formats, such as PDF, DOCX, PPTX, XLSX, HTML, Markdown, AsciiDoc, CSV, images, and audio files, including those from scanned documents by utilizing any chosen OCR engine. With its ability to recognize and process a variety of elements like tables, formulas, reading sequences, bounding boxes, headers, footers, images, captions, code snippets, list items, and paragraphs, Docling significantly enhances the searchability and integration of extracted content into AI systems, retrieval-augmented generation, and agent-based applications. Additionally, it supports exporting the processed data into several formats, including JSON, plain text, Markdown, HTML, and Doctags, giving developers flexible options for their application and development workflows. By systematically organizing and managing components according to reading order, Docling effectively breaks documents into smaller, cohesive text segments, thereby optimizing the overall processing experience and making it easier for users to access the information they need. As a result, organizations leveraging Docling can dramatically improve their document management and data utilization strategies.

What is DeepSeek-OCR?

DeepSeek-OCR is an innovative open-source framework designed to explore Contexts Optical Compression, striving to enhance the boundaries of visual-text compression while analyzing the function of vision encoders through the perspective of LLMs. This pioneering model adeptly compresses large contexts using optical 2D mapping, with DeepEncoder serving as its core engine and DeepSeek3B-MoE-A570M acting as the decoding component. By effectively maintaining low activations even with high-resolution inputs, DeepEncoder achieves remarkable compression ratios, facilitating a manageable number of vision tokens crucial for document comprehension. The framework is specifically optimized for optical character recognition (OCR) and document parsing tasks associated with images and PDFs, offering inference capabilities through either vLLM or Transformers. Users can efficiently perform image OCR with streaming outputs, manage PDFs with high concurrency, or carry out batch evaluations for benchmarking. Furthermore, DeepSeek-OCR can convert documents into Markdown format, providing the ability to conduct OCR without being limited by layout constraints, parsing figures, offering detailed descriptions of images, and identifying referenced text within images. This broad range of features not only enhances its functionality but also positions DeepSeek-OCR as an essential resource for individuals seeking sophisticated document processing solutions, making it a highly versatile tool in various applications. Additionally, its continuous evolution promises further enhancements in user experience and performance.

Media

Media

Integrations Supported

Markdown
DeepSeek
Google Sheets
HTML
JSON
Microsoft Excel
Model Context Protocol (MCP)
Python

Integrations Supported

Markdown
DeepSeek
Google Sheets
HTML
JSON
Microsoft Excel
Model Context Protocol (MCP)
Python

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Version
Free Trial Offered?

Pricing Information

Free
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Docling

Company Location

United States

Company Website

www.docling.ai/

Company Facts

Organization Name

DeepSeek

Date Founded

2023

Company Location

China

Company Website

github.com/deepseek-ai/DeepSeek-OCR

Categories and Features

OCR

Batch Processing
Convert to PDF
ID Scanning
Image Pre-processing
Indexing
Metadata Extraction
Multi-Language
Multiple Output Formats
Text Editor
Zone Selection Tool

Categories and Features

OCR

Batch Processing
Convert to PDF
ID Scanning
Image Pre-processing
Indexing
Metadata Extraction
Multi-Language
Multiple Output Formats
Text Editor
Zone Selection Tool

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