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height: 55px;\" width=\"250\" height=\"55\"/\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n[![arXiv](https://img.shields.io/badge/arXiv-2408.09869-b31b1b.svg)](https://arxiv.org/abs/2408.09869)\n[![Docs](https://img.shields.io/badge/docs-live-brightgreen)](https://docling-project.github.io/docling/)\n[![PyPI version](https://img.shields.io/pypi/v/docling)](https://pypi.org/project/docling/)\n[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/docling)](https://pypi.org/project/docling/)\n[![uv](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/uv/main/assets/badge/v0.json)](https://github.com/astral-sh/uv)\n[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)\n[![Pydantic v2](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/pydantic/pydantic/main/docs/badge/v2.json)](https://pydantic.dev)\n[![pre-commit](https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit\u0026logoColor=white)](https://github.com/pre-commit/pre-commit)\n[![License MIT](https://img.shields.io/github/license/docling-project/docling)](https://opensource.org/licenses/MIT)\n[![PyPI Downloads](https://static.pepy.tech/badge/docling/month)](https://pepy.tech/projects/docling)\n[![Docling Actor](https://apify.com/actor-badge?actor=vancura/docling?fpr=docling)](https://apify.com/vancura/docling)\n[![OpenSSF Best Practices](https://www.bestpractices.dev/projects/10101/badge)](https://www.bestpractices.dev/projects/10101)\n[![LF AI \u0026 Data](https://img.shields.io/badge/LF%20AI%20%26%20Data-003778?logo=linuxfoundation\u0026logoColor=fff\u0026color=0094ff\u0026labelColor=003778)](https://lfaidata.foundation/projects/)\n\nDocling simplifies document processing, parsing diverse formats — including advanced PDF understanding — and providing seamless integrations with the gen AI ecosystem.\n\n## Features\n\n* 🗂️  Parsing of [multiple document formats][supported_formats] incl. PDF, DOCX, PPTX, XLSX, HTML, WAV, MP3, images (PNG, TIFF, JPEG, ...), and more\n* 📑 Advanced PDF understanding incl. page layout, reading order, table structure, code, formulas, image classification, and more\n* 🧬 Unified, expressive [DoclingDocument][docling_document] representation format\n* ↪️  Various [export formats][supported_formats] and options, including Markdown, HTML, [DocTags](https://arxiv.org/abs/2503.11576) and lossless JSON\n* 🔒 Local execution capabilities for sensitive data and air-gapped environments\n* 🤖 Plug-and-play [integrations][integrations] incl. LangChain, LlamaIndex, Crew AI \u0026 Haystack for agentic AI\n* 🔍 Extensive OCR support for scanned PDFs and images\n* 👓 Support of several Visual Language Models ([SmolDocling](https://huggingface.co/ds4sd/SmolDocling-256M-preview))\n* 🎙️  Support for Audio with Automatic Speech Recognition (ASR) models\n* 💻 Simple and convenient CLI\n\n### Coming soon\n\n* 📝 Metadata extraction, including title, authors, references \u0026 language\n* 📝 Chart understanding (Barchart, Piechart, LinePlot, etc)\n* 📝 Complex chemistry understanding (Molecular structures)\n\n## Installation\n\nTo use Docling, simply install `docling` from your package manager, e.g. pip:\n```bash\npip install docling\n```\n\nWorks on macOS, Linux and Windows environments. Both x86_64 and arm64 architectures.\n\nMore [detailed installation instructions](https://docling-project.github.io/docling/installation/) are available in the docs.\n\n## Getting started\n\nTo convert individual documents with python, use `convert()`, for example:\n\n```python\nfrom docling.document_converter import DocumentConverter\n\nsource = \"https://arxiv.org/pdf/2408.09869\"  # document per local path or URL\nconverter = DocumentConverter()\nresult = converter.convert(source)\nprint(result.document.export_to_markdown())  # output: \"## Docling Technical Report[...]\"\n```\n\nMore [advanced usage options](https://docling-project.github.io/docling/usage/) are available in\nthe docs.\n\n## CLI\n\nDocling has a built-in CLI to run conversions.\n\n```bash\ndocling https://arxiv.org/pdf/2206.01062\n```\n\nYou can also use 🥚[SmolDocling](https://huggingface.co/ds4sd/SmolDocling-256M-preview) and other VLMs via Docling CLI:\n```bash\ndocling --pipeline vlm --vlm-model smoldocling https://arxiv.org/pdf/2206.01062\n```\nThis will use MLX acceleration on supported Apple Silicon hardware.\n\nRead more [here](https://docling-project.github.io/docling/usage/)\n\n## Documentation\n\nCheck out Docling's [documentation](https://docling-project.github.io/docling/), for details on\ninstallation, usage, concepts, recipes, extensions, and more.\n\n## Examples\n\nGo hands-on with our [examples](https://docling-project.github.io/docling/examples/),\ndemonstrating how to address different application use cases with Docling.\n\n## Integrations\n\nTo further accelerate your AI application development, check out Docling's native\n[integrations](https://docling-project.github.io/docling/integrations/) with popular frameworks\nand tools.\n\n## Get help and support\n\nPlease feel free to connect with us using the [discussion section](https://github.com/docling-project/docling/discussions).\n\n## Technical report\n\nFor more details on Docling's inner workings, check out the [Docling Technical Report](https://arxiv.org/abs/2408.09869).\n\n## Contributing\n\nPlease read [Contributing to Docling](https://github.com/docling-project/docling/blob/main/CONTRIBUTING.md) for details.\n\n## References\n\nIf you use Docling in your projects, please consider citing the following:\n\n```bib\n@techreport{Docling,\n  author = {Deep Search Team},\n  month = {8},\n  title = {Docling Technical Report},\n  url = {https://arxiv.org/abs/2408.09869},\n  eprint = {2408.09869},\n  doi = {10.48550/arXiv.2408.09869},\n  version = {1.0.0},\n  year = {2024}\n}\n```\n\n## License\n\nThe Docling codebase is under MIT license.\nFor individual model usage, please refer to the model licenses found in the original packages.\n\n## LF AI \u0026 Data\n\nDocling is hosted as a project in the [LF AI \u0026 Data Foundation](https://lfaidata.foundation/projects/).\n\n### IBM ❤️ Open Source AI\n\nThe project was started by the AI for knowledge team at IBM Research Zurich.\n\n[supported_formats]: https://docling-project.github.io/docling/usage/supported_formats/\n[docling_document]: https://docling-project.github.io/docling/concepts/docling_document/\n[integrations]: https://docling-project.github.io/docling/integrations/\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/docling-project.github.io%2Fdocling%2F","html_url":"https://awesome.ecosyste.ms/projects/docling-project.github.io%2Fdocling%2F","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/docling-project.github.io%2Fdocling%2F/lists"}