# skops > A set of tools, related to machine learning in production. - **URL**: https://www.freshcrate.ai/projects/skops - **Author**: pypi - **Category**: Frameworks - **Latest version**: `0.14.0` (2026-04-21) - **License**: Unknown - **Source**: http://github.com/skops-dev/skops - **Homepage**: https://pypi.org/project/skops/ - **Language**: Python - **GitHub**: 513 stars, 61 forks - **Registry**: pypi (`skops`) - **Tags**: `pypi` ## Description .. -*- mode: rst -*- |readthedocs| |github-actions| |Codecov| |PyPI| |Black| .. |readthedocs| image:: https://readthedocs.org/projects/skops/badge/?version=latest&style=flat :target: https://skops.readthedocs.io/en/latest/ :alt: Documentation .. |github-actions| image:: https://github.com/skops-dev/skops/workflows/pytest/badge.svg :target: https://github.com/skops-dev/skops/actions :alt: Linux, macOS, Windows tests .. |Codecov| image:: https://codecov.io/gh/skops-dev/skops/branch/main/graph/badge.svg :target: https://codecov.io/gh/skops-dev/skops :alt: Codecov .. |PyPI| image:: https://img.shields.io/pypi/v/skops :target: https://pypi.org/project/skops :alt: PyPi .. |Black| image:: https://img.shields.io/badge/code%20style-black-000000.svg :target: https://github.com/psf/black :alt: Black .. image:: https://raw.githubusercontent.com/skops-dev/skops/main/docs/images/logo.png :width: 500 :target: https://skops.readthedocs.io/en/latest/ SKOPS ===== ``skops`` is a Python library helping you share your `scikit-learn `__ based models and put them in production. At the moment, it includes `skops.io` to securely persist sklearn estimators and more, without using ``pickle``. It also includes `skops.card` to create a model card explaining what the model does and how it should be used. - ``skops.io``: Secure persistence of sklearn estimators and more, without using ``pickle``. Visit `the docs `__ for more information. - ``skops.card``: tools to create a model card explaining what the model does and how it should be used. The model card can then be stored as the ``README.md`` file on the Hugging Face Hub, with pre-populated metadata to help Hub understand the model. More information can be found `here `__. Please refer to our `documentation `_ on using the library as user, which includes user guides on the above topics as well as complete examples explaining how the features can be used. If you want to contribute to the library, please refer to our `contributing `_ guidelines. Installation ------------ You can install this library using: .. code-block:: bash python -m pip install skops Bug Reports and Questions ------------------------- Please send all your questions and report issues on `this repository's issue tracker `_ as an issue. Try to look for existing ones before you create a new one. ## Recent releases | Version | Date | Urgency | Changes | | --- | --- | --- | --- | | `0.14.0` | 2026-04-21 | Low | Imported from PyPI (0.14.0) | | `v0.13.0` | 2025-08-06 | Low | ## What's Changed * MNT post release changes by @adrinjalali in https://github.com/skops-dev/skops/pull/484 * Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 by @dependabot[bot] in https://github.com/skops-dev/skops/pull/486 * ENH harden Card by adding a flag to allow/disallow insecure pickle loading by @io-no in https://github.com/skops-dev/skops/pull/485 ## New Contributors * @io-no made their first contribution in https://github.com/skops-dev/skops/pull/485 **Full Changelog**: http | | `v0.13.0` | 2025-08-06 | Low | ## What's Changed * MNT post release changes by @adrinjalali in https://github.com/skops-dev/skops/pull/484 * Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 by @dependabot[bot] in https://github.com/skops-dev/skops/pull/486 * ENH harden Card by adding a flag to allow/disallow insecure pickle loading by @io-no in https://github.com/skops-dev/skops/pull/485 ## New Contributors * @io-no made their first contribution in https://github.com/skops-dev/skops/pull/485 **Full Changelog**: http | | `v0.13.0` | 2025-08-06 | Low | ## What's Changed * MNT post release changes by @adrinjalali in https://github.com/skops-dev/skops/pull/484 * Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 by @dependabot[bot] in https://github.com/skops-dev/skops/pull/486 * ENH harden Card by adding a flag to allow/disallow insecure pickle loading by @io-no in https://github.com/skops-dev/skops/pull/485 ## New Contributors * @io-no made their first contribution in https://github.com/skops-dev/skops/pull/485 **Full Changelog**: http | | `v0.13.0` | 2025-08-06 | Low | ## What's Changed * MNT post release changes by @adrinjalali in https://github.com/skops-dev/skops/pull/484 * Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 by @dependabot[bot] in https://github.com/skops-dev/skops/pull/486 * ENH harden Card by adding a flag to allow/disallow insecure pickle loading by @io-no in https://github.com/skops-dev/skops/pull/485 ## New Contributors * @io-no made their first contribution in https://github.com/skops-dev/skops/pull/485 **Full Changelog**: http | | `v0.13.0` | 2025-08-06 | Low | ## What's Changed * MNT post release changes by @adrinjalali in https://github.com/skops-dev/skops/pull/484 * Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 by @dependabot[bot] in https://github.com/skops-dev/skops/pull/486 * ENH harden Card by adding a flag to allow/disallow insecure pickle loading by @io-no in https://github.com/skops-dev/skops/pull/485 ## New Contributors * @io-no made their first contribution in https://github.com/skops-dev/skops/pull/485 **Full Changelog**: http | | `v0.13.0` | 2025-08-06 | Low | ## What's Changed * MNT post release changes by @adrinjalali in https://github.com/skops-dev/skops/pull/484 * Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 by @dependabot[bot] in https://github.com/skops-dev/skops/pull/486 * ENH harden Card by adding a flag to allow/disallow insecure pickle loading by @io-no in https://github.com/skops-dev/skops/pull/485 ## New Contributors * @io-no made their first contribution in https://github.com/skops-dev/skops/pull/485 **Full Changelog**: http | | `v0.13.0` | 2025-08-06 | Low | ## What's Changed * MNT post release changes by @adrinjalali in https://github.com/skops-dev/skops/pull/484 * Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 by @dependabot[bot] in https://github.com/skops-dev/skops/pull/486 * ENH harden Card by adding a flag to allow/disallow insecure pickle loading by @io-no in https://github.com/skops-dev/skops/pull/485 ## New Contributors * @io-no made their first contribution in https://github.com/skops-dev/skops/pull/485 **Full Changelog**: http | | `v0.13.0` | 2025-08-06 | Low | ## What's Changed * MNT post release changes by @adrinjalali in https://github.com/skops-dev/skops/pull/484 * Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 by @dependabot[bot] in https://github.com/skops-dev/skops/pull/486 * ENH harden Card by adding a flag to allow/disallow insecure pickle loading by @io-no in https://github.com/skops-dev/skops/pull/485 ## New Contributors * @io-no made their first contribution in https://github.com/skops-dev/skops/pull/485 **Full Changelog**: http | | `v0.13.0` | 2025-08-06 | Low | ## What's Changed * MNT post release changes by @adrinjalali in https://github.com/skops-dev/skops/pull/484 * Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 by @dependabot[bot] in https://github.com/skops-dev/skops/pull/486 * ENH harden Card by adding a flag to allow/disallow insecure pickle loading by @io-no in https://github.com/skops-dev/skops/pull/485 ## New Contributors * @io-no made their first contribution in https://github.com/skops-dev/skops/pull/485 **Full Changelog**: http | ## Citation - HTML: https://www.freshcrate.ai/projects/skops - Markdown: https://www.freshcrate.ai/projects/skops.md - Dependencies JSON: https://www.freshcrate.ai/api/projects/skops/deps _Generated by freshcrate.ai. Indexes pypi releases for AI-agent ecosystem packages._