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[docling-project.github.io/docling](https://docling-project.github.io/docling "https://docling-project.github.io/docling")

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# docling-project/docling

    main[Branches](/docling-project/docling/branches)[Tags](/docling-project/docling/tags)Go to fileCode
## Folders and files

| Name | | Name | Last commit message | Last commit date |
| --- | --- | --- | --- | --- |
| Latest commit History[477 Commits](/docling-project/docling/commits/main/) | | |
| [.actor](/docling-project/docling/tree/main/.actor ".actor") | | [.actor](/docling-project/docling/tree/main/.actor ".actor") |  |  |
| [.github](/docling-project/docling/tree/main/.github ".github") | | [.github](/docling-project/docling/tree/main/.github ".github") |  |  |
| [docling](/docling-project/docling/tree/main/docling "docling") | | [docling](/docling-project/docling/tree/main/docling "docling") |  |  |
| [docs](/docling-project/docling/tree/main/docs "docs") | | [docs](/docling-project/docling/tree/main/docs "docs") |  |  |
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| [.gitignore](/docling-project/docling/blob/main/.gitignore ".gitignore") | | [.gitignore](/docling-project/docling/blob/main/.gitignore ".gitignore") |  |  |
| [.pre-commit-config.yaml](/docling-project/docling/blob/main/.pre-commit-config.yaml ".pre-commit-config.yaml") | | [.pre-commit-config.yaml](/docling-project/docling/blob/main/.pre-commit-config.yaml ".pre-commit-config.yaml") |  |  |
| [CHANGELOG.md](/docling-project/docling/blob/main/CHANGELOG.md "CHANGELOG.md") | | [CHANGELOG.md](/docling-project/docling/blob/main/CHANGELOG.md "CHANGELOG.md") |  |  |
| [CITATION.cff](/docling-project/docling/blob/main/CITATION.cff "CITATION.cff") | | [CITATION.cff](/docling-project/docling/blob/main/CITATION.cff "CITATION.cff") |  |  |
| [CODE\_OF\_CONDUCT.md](/docling-project/docling/blob/main/CODE_OF_CONDUCT.md "CODE_OF_CONDUCT.md") | | [CODE\_OF\_CONDUCT.md](/docling-project/docling/blob/main/CODE_OF_CONDUCT.md "CODE_OF_CONDUCT.md") |  |  |
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| [MAINTAINERS.md](/docling-project/docling/blob/main/MAINTAINERS.md "MAINTAINERS.md") | | [MAINTAINERS.md](/docling-project/docling/blob/main/MAINTAINERS.md "MAINTAINERS.md") |  |  |
| [README.md](/docling-project/docling/blob/main/README.md "README.md") | | [README.md](/docling-project/docling/blob/main/README.md "README.md") |  |  |
| [mkdocs.yml](/docling-project/docling/blob/main/mkdocs.yml "mkdocs.yml") | | [mkdocs.yml](/docling-project/docling/blob/main/mkdocs.yml "mkdocs.yml") |  |  |
| [poetry.lock](/docling-project/docling/blob/main/poetry.lock "poetry.lock") | | [poetry.lock](/docling-project/docling/blob/main/poetry.lock "poetry.lock") |  |  |
| [pyproject.toml](/docling-project/docling/blob/main/pyproject.toml "pyproject.toml") | | [pyproject.toml](/docling-project/docling/blob/main/pyproject.toml "pyproject.toml") |  |  |
| View all files | | |

## Repository files navigation

* README
* Code of conduct
* MIT license
* Security

[![Docling](https://github.com/docling-project/docling/raw/main/docs/assets/docling_processing.png)](https://github.com/docling-project/docling)

# Docling

[![DS4SD%2Fdocling | Trendshift](https://camo.githubusercontent.com/2397b9a4d2107753af74afc82fed46cdc5d4cdd78b033bdffe924d60fad49840/68747470733a2f2f7472656e6473686966742e696f2f6170692f62616467652f7265706f7369746f726965732f3132313332)](https://trendshift.io/repositories/12132)

[![arXiv](https://camo.githubusercontent.com/2610bebade789d244a2ef0446592fc58fe1c4506570f064e65e1b2b77b1879cf/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f61725869762d323430382e30393836392d6233316231622e737667)](https://arxiv.org/abs/2408.09869)
[![Docs](https://camo.githubusercontent.com/3801aa3df692a6e677d79aab6d8753c115904773be47cd47ad67c392f4515250/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f646f63732d6c6976652d627269676874677265656e)](https://docling-project.github.io/docling/)
[![PyPI version](https://camo.githubusercontent.com/0798c9df01764984318db919ff970737823a3cab2fd3608b4cfde31afb5f18d2/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f646f636c696e67)](https://pypi.org/project/docling/)
[![PyPI - Python Version](https://camo.githubusercontent.com/581db71834c2fe0d4d06db68b7f2f65af1f58f538597c8db3989e454247cdc6d/68747470733a2f2f696d672e736869656c64732e696f2f707970692f707976657273696f6e732f646f636c696e67)](https://pypi.org/project/docling/)
[![Poetry](https://camo.githubusercontent.com/e9de59b7d2a7896f05d977ca76c28c69c6ff163840e5526baeb18e56c532ad5f/68747470733a2f2f696d672e736869656c64732e696f2f656e64706f696e743f75726c3d68747470733a2f2f707974686f6e2d706f657472792e6f72672f62616467652f76302e6a736f6e)](https://python-poetry.org/)
[![Code style: black](https://camo.githubusercontent.com/5bf9e9fa18966df7cb5fac7715bef6b72df15e01a6efa9d616c83f9fcb527fe2/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f636f64652532307374796c652d626c61636b2d3030303030302e737667)](https://github.com/psf/black)
[![Imports: isort](https://camo.githubusercontent.com/4e71e9b7ea25fbc70f186444684f4bfd9def4c737dfc327796cc2c332cbf0b46/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f253230696d706f7274732d69736f72742d2532333136373462313f7374796c653d666c6174266c6162656c436f6c6f723d656638333336)](https://pycqa.github.io/isort/)
[![Pydantic v2](https://camo.githubusercontent.com/1ec3b5f774c66556456b4b855a73c1706f5454fa0ac3d2e4bcdabda9153b6b45/68747470733a2f2f696d672e736869656c64732e696f2f656e64706f696e743f75726c3d68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f707964616e7469632f707964616e7469632f6d61696e2f646f63732f62616467652f76322e6a736f6e)](https://pydantic.dev)
[![pre-commit](https://camo.githubusercontent.com/c8dfc1d0c35fe0cc438cf57a44b9d915e0baa2aef9da75d07ad3ee2cdb237214/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f7072652d2d636f6d6d69742d656e61626c65642d627269676874677265656e3f6c6f676f3d7072652d636f6d6d6974266c6f676f436f6c6f723d7768697465)](https://github.com/pre-commit/pre-commit)
[![License MIT](https://camo.githubusercontent.com/116042ab89d583f38f25c4fc925ad3b428e641c647494e40ab68f20ed20b0cf9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6963656e73652f646f636c696e672d70726f6a6563742f646f636c696e67)](https://opensource.org/licenses/MIT)
[![PyPI Downloads](https://camo.githubusercontent.com/4d0005a1700620d43adf3bb56108360995e28f58c3f7f381ddd8d70085f21d05/68747470733a2f2f7374617469632e706570792e746563682f62616467652f646f636c696e672f6d6f6e7468)](https://pepy.tech/projects/docling)
[![Docling Actor](https://camo.githubusercontent.com/7871c94f672afdd5d86438eff98da6f03bdb3d8a3cf29ef2226e4fbb1163e893/68747470733a2f2f61706966792e636f6d2f6163746f722d62616467653f6163746f723d76616e637572612f646f636c696e673f6670723d646f636c696e67)](https://apify.com/vancura/docling)
[![OpenSSF Best Practices](https://camo.githubusercontent.com/6d0606017439b3c2260613e03d080d1fd18dbeaada63244cafa182f7dd89fb4f/68747470733a2f2f7777772e626573747072616374696365732e6465762f70726f6a656374732f31303130312f6261646765)](https://www.bestpractices.dev/projects/10101)
[![LF AI & Data](https://camo.githubusercontent.com/1bd2541e3e865f5e967a6af94ef9d1f0c22246dce0d31e08d3243438e66b4efd/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c462532304149253230253236253230446174612d3030333737383f6c6f676f3d6c696e7578666f756e646174696f6e266c6f676f436f6c6f723d66666626636f6c6f723d303039346666266c6162656c436f6c6f723d303033373738)](https://lfaidata.foundation/projects/)

Docling simplifies document processing, parsing diverse formats — including advanced PDF understanding — and providing seamless integrations with the gen AI ecosystem.

## Features

* 🗂️ Parsing of [multiple document formats](https://docling-project.github.io/docling/usage/supported_formats/) incl. PDF, DOCX, XLSX, HTML, images, and more
* 📑 Advanced PDF understanding incl. page layout, reading order, table structure, code, formulas, image classification, and more
* 🧬 Unified, expressive [DoclingDocument](https://docling-project.github.io/docling/concepts/docling_document/) representation format
* ↪️ Various [export formats](https://docling-project.github.io/docling/usage/supported_formats/) and options, including Markdown, HTML, and lossless JSON
* 🔒 Local execution capabilities for sensitive data and air-gapped environments
* 🤖 Plug-and-play [integrations](https://docling-project.github.io/docling/integrations/) incl. LangChain, LlamaIndex, Crew AI & Haystack for agentic AI
* 🔍 Extensive OCR support for scanned PDFs and images
* 🥚 Support of Visual Language Models ([SmolDocling](https://huggingface.co/ds4sd/SmolDocling-256M-preview)) 🆕
* 💻 Simple and convenient CLI

### Coming soon

* 📝 Metadata extraction, including title, authors, references & language
* 📝 Chart understanding (Barchart, Piechart, LinePlot, etc)
* 📝 Complex chemistry understanding (Molecular structures)

## Installation

To use Docling, simply install `docling` from your package manager, e.g. pip:

```
pip install docling
```

Works on macOS, Linux and Windows environments. Both x86\_64 and arm64 architectures.

More [detailed installation instructions](https://docling-project.github.io/docling/installation/) are available in the docs.

## Getting started

To convert individual documents with python, use `convert()`, for example:

```
from docling.document_converter import DocumentConverter

source = "https://arxiv.org/pdf/2408.09869"  # document per local path or URL
converter = DocumentConverter()
result = converter.convert(source)
print(result.document.export_to_markdown())  # output: "## Docling Technical Report[...]"
```

More [advanced usage options](https://docling-project.github.io/docling/usage/) are available in
the docs.

## CLI

Docling has a built-in CLI to run conversions.

```
docling https://arxiv.org/pdf/2206.01062
```

You can also use 🥚[SmolDocling](https://huggingface.co/ds4sd/SmolDocling-256M-preview) and other VLMs via Docling CLI:

```
docling --pipeline vlm --vlm-model smoldocling https://arxiv.org/pdf/2206.01062
```

This will use MLX acceleration on supported Apple Silicon hardware.

Read more [here](https://docling-project.github.io/docling/usage/)

## Documentation

Check out Docling's [documentation](https://docling-project.github.io/docling/), for details on
installation, usage, concepts, recipes, extensions, and more.

## Examples

Go hands-on with our [examples](https://docling-project.github.io/docling/examples/),
demonstrating how to address different application use cases with Docling.

## Integrations

To further accelerate your AI application development, check out Docling's native
[integrations](https://docling-project.github.io/docling/integrations/) with popular frameworks
and tools.

## Get help and support

Please feel free to connect with us using the [discussion section](https://github.com/docling-project/docling/discussions).

## Technical report

For more details on Docling's inner workings, check out the [Docling Technical Report](https://arxiv.org/abs/2408.09869).

## Contributing

Please read [Contributing to Docling](https://github.com/docling-project/docling/blob/main/CONTRIBUTING.md) for details.

## References

If you use Docling in your projects, please consider citing the following:

```
@techreport{Docling,
  author = {Deep Search Team},
  month = {8},
  title = {Docling Technical Report},
  url = {https://arxiv.org/abs/2408.09869},
  eprint = {2408.09869},
  doi = {10.48550/arXiv.2408.09869},
  version = {1.0.0},
  year = {2024}
}
```

## License

The Docling codebase is under MIT license.
For individual model usage, please refer to the model licenses found in the original packages.

## LF AI & Data

Docling is hosted as a project in the [LF AI & Data Foundation](https://lfaidata.foundation/projects/).

### IBM ❤️ Open Source AI

The project was started by the AI for knowledge team at IBM Research Zurich.

## About

Get your documents ready for gen AI

[docling-project.github.io/docling](https://docling-project.github.io/docling "https://docling-project.github.io/docling")

### Topics

[html](/topics/html "Topic: html")
[markdown](/topics/markdown "Topic: markdown")
[pdf](/topics/pdf "Topic: pdf")
[ai](/topics/ai "Topic: ai")
[convert](/topics/convert "Topic: convert")
[xlsx](/topics/xlsx "Topic: xlsx")
[pdf-converter](/topics/pdf-converter "Topic: pdf-converter")
[docx](/topics/docx "Topic: docx")
[documents](/topics/documents "Topic: documents")
[pptx](/topics/pptx "Topic: pptx")
[pdf-to-text](/topics/pdf-to-text "Topic: pdf-to-text")
[tables](/topics/tables "Topic: tables")
[document-parser](/topics/document-parser "Topic: document-parser")
[pdf-to-json](/topics/pdf-to-json "Topic: pdf-to-json")
[document-parsing](/topics/document-parsing "Topic: document-parsing")

### Resources

[Readme](#readme-ov-file)
### License

[MIT license](#MIT-1-ov-file)
### Code of conduct

[Code of conduct](#coc-ov-file)
### Security policy

[Security policy](#security-ov-file)

[Activity](/docling-project/docling/activity)
[Custom properties](/docling-project/docling/custom-properties)
### Stars

[**28.7k**
stars](/docling-project/docling/stargazers)
### Watchers

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watching](/docling-project/docling/watchers)
### Forks

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[Report repository](/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fdocling-project%2Fdocling&report=docling-project+%28user%29)

## [Releases 95](/docling-project/docling/releases)

[v2.31.0
Latest

Apr 25, 2025](/docling-project/docling/releases/tag/v2.31.0)
[+ 94 releases](/docling-project/docling/releases)

## [Used by 1.7k](/docling-project/docling/network/dependents)

[* ![@mengyingsui](https://avatars.githubusercontent.com/u/75433792?s=64&v=4)
* ![@SubstrateLabs](https://avatars.githubusercontent.com/u/142449853?s=64&v=4)
* ![@Takumi-2112](https://avatars.githubusercontent.com/u/198090585?s=64&v=4)
* ![@iftucl](https://avatars.githubusercontent.com/u/165011452?s=64&v=4)
* ![@FNNDSC](https://avatars.githubusercontent.com/u/1093496?s=64&v=4)
* ![@mikeschlottig](https://avatars.githubusercontent.com/u/204862565?s=64&v=4)
* ![@AliHmaou](https://avatars.githubusercontent.com/u/1844031?s=64&v=4)
* ![@fahmeyiio](https://avatars.githubusercontent.com/u/207484798?s=64&v=4)

+ 1,649](/docling-project/docling/network/dependents)

## [Contributors 77](/docling-project/docling/graphs/contributors)

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[+ 63 contributors](/docling-project/docling/graphs/contributors)

## Languages

* [Python
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* [HTML
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* [Shell
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