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  1. Metadata-Version: 2.4

  2. Name: ruff

  3. Version: 0.12.7

  4. Classifier: Development Status :: 5 - Production/Stable

  5. Classifier: Environment :: Console

  6. Classifier: Intended Audience :: Developers

  7. Classifier: License :: OSI Approved :: MIT License

  8. Classifier: Operating System :: OS Independent

  9. Classifier: Programming Language :: Python

  10. Classifier: Programming Language :: Python :: 3.7

  11. Classifier: Programming Language :: Python :: 3.8

  12. Classifier: Programming Language :: Python :: 3.9

  13. Classifier: Programming Language :: Python :: 3.10

  14. Classifier: Programming Language :: Python :: 3.11

  15. Classifier: Programming Language :: Python :: 3.12

  16. Classifier: Programming Language :: Python :: 3.13

  17. Classifier: Programming Language :: Python :: 3 :: Only

  18. Classifier: Programming Language :: Rust

  19. Classifier: Topic :: Software Development :: Libraries :: Python Modules

  20. Classifier: Topic :: Software Development :: Quality Assurance

  21. License-File: LICENSE

  22. Summary: An extremely fast Python linter and code formatter, written in Rust.

  23. Keywords: automation,flake8,pycodestyle,pyflakes,pylint,clippy

  24. Home-Page: https://docs.astral.sh/ruff

  25. Author-email: "Astral Software Inc." <hey@astral.sh>

  26. Requires-Python: >=3.7

  27. Description-Content-Type: text/markdown; charset=UTF-8; variant=GFM

  28. Project-URL: Repository, https://github.com/astral-sh/ruff

  29. Project-URL: Documentation, https://docs.astral.sh/ruff/

  30. Project-URL: Changelog, https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md

  31. 

  32. <!-- Begin section: Overview -->

  33. 

  34. # Ruff

  35. 

  36. [![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)

  37. [![image](https://img.shields.io/pypi/v/ruff.svg)](https://pypi.python.org/pypi/ruff)

  38. [![image](https://img.shields.io/pypi/l/ruff.svg)](https://github.com/astral-sh/ruff/blob/main/LICENSE)

  39. [![image](https://img.shields.io/pypi/pyversions/ruff.svg)](https://pypi.python.org/pypi/ruff)

  40. [![Actions status](https://github.com/astral-sh/ruff/workflows/CI/badge.svg)](https://github.com/astral-sh/ruff/actions)

  41. [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?logo=discord&logoColor=white)](https://discord.com/invite/astral-sh)

  42. 

  43. [**Docs**](https://docs.astral.sh/ruff/) | [**Playground**](https://play.ruff.rs/)

  44. 

  45. An extremely fast Python linter and code formatter, written in Rust.

  46. 

  47. <p align="center">

  48.   <img alt="Shows a bar chart with benchmark results." src="https://user-images.githubusercontent.com/1309177/232603516-4fb4892d-585c-4b20-b810-3db9161831e4.svg">

  49. </p>

  50. 

  51. <p align="center">

  52.   <i>Linting the CPython codebase from scratch.</i>

  53. </p>

  54. 

  55. - ⚡️ 10-100x faster than existing linters (like Flake8) and formatters (like Black)

  56. - 🐍 Installable via `pip`

  57. - 🛠️ `pyproject.toml` support

  58. - 🤝 Python 3.13 compatibility

  59. - ⚖️ Drop-in parity with [Flake8](https://docs.astral.sh/ruff/faq/#how-does-ruffs-linter-compare-to-flake8), isort, and [Black](https://docs.astral.sh/ruff/faq/#how-does-ruffs-formatter-compare-to-black)

  60. - 📦 Built-in caching, to avoid re-analyzing unchanged files

  61. - 🔧 Fix support, for automatic error correction (e.g., automatically remove unused imports)

  62. - 📏 Over [800 built-in rules](https://docs.astral.sh/ruff/rules/), with native re-implementations

  63.     of popular Flake8 plugins, like flake8-bugbear

  64. - ⌨️ First-party [editor integrations](https://docs.astral.sh/ruff/editors) for [VS Code](https://github.com/astral-sh/ruff-vscode) and [more](https://docs.astral.sh/ruff/editors/setup)

  65. - 🌎 Monorepo-friendly, with [hierarchical and cascading configuration](https://docs.astral.sh/ruff/configuration/#config-file-discovery)

  66. 

  67. Ruff aims to be orders of magnitude faster than alternative tools while integrating more

  68. functionality behind a single, common interface.

  69. 

  70. Ruff can be used to replace [Flake8](https://pypi.org/project/flake8/) (plus dozens of plugins),

  71. [Black](https://github.com/psf/black), [isort](https://pypi.org/project/isort/),

  72. [pydocstyle](https://pypi.org/project/pydocstyle/), [pyupgrade](https://pypi.org/project/pyupgrade/),

  73. [autoflake](https://pypi.org/project/autoflake/), and more, all while executing tens or hundreds of

  74. times faster than any individual tool.

  75. 

  76. Ruff is extremely actively developed and used in major open-source projects like:

  77. 

  78. - [Apache Airflow](https://github.com/apache/airflow)

  79. - [Apache Superset](https://github.com/apache/superset)

  80. - [FastAPI](https://github.com/tiangolo/fastapi)

  81. - [Hugging Face](https://github.com/huggingface/transformers)

  82. - [Pandas](https://github.com/pandas-dev/pandas)

  83. - [SciPy](https://github.com/scipy/scipy)

  84. 

  85. ...and [many more](#whos-using-ruff).

  86. 

  87. Ruff is backed by [Astral](https://astral.sh). Read the [launch post](https://astral.sh/blog/announcing-astral-the-company-behind-ruff),

  88. or the original [project announcement](https://notes.crmarsh.com/python-tooling-could-be-much-much-faster).

  89. 

  90. ## Testimonials

  91. 

  92. [**Sebastián Ramírez**](https://twitter.com/tiangolo/status/1591912354882764802), creator

  93. of [FastAPI](https://github.com/tiangolo/fastapi):

  94. 

  95. > Ruff is so fast that sometimes I add an intentional bug in the code just to confirm it's actually

  96. > running and checking the code.

  97. 

  98. [**Nick Schrock**](https://twitter.com/schrockn/status/1612615862904827904), founder of [Elementl](https://www.elementl.com/),

  99. co-creator of [GraphQL](https://graphql.org/):

  100. 

  101. > Why is Ruff a gamechanger? Primarily because it is nearly 1000x faster. Literally. Not a typo. On

  102. > our largest module (dagster itself, 250k LOC) pylint takes about 2.5 minutes, parallelized across 4

  103. > cores on my M1. Running ruff against our _entire_ codebase takes .4 seconds.

  104. 

  105. [**Bryan Van de Ven**](https://github.com/bokeh/bokeh/pull/12605), co-creator

  106. of [Bokeh](https://github.com/bokeh/bokeh/), original author

  107. of [Conda](https://docs.conda.io/en/latest/):

  108. 

  109. > Ruff is ~150-200x faster than flake8 on my machine, scanning the whole repo takes ~0.2s instead of

  110. > ~20s. This is an enormous quality of life improvement for local dev. It's fast enough that I added

  111. > it as an actual commit hook, which is terrific.

  112. 

  113. [**Timothy Crosley**](https://twitter.com/timothycrosley/status/1606420868514877440),

  114. creator of [isort](https://github.com/PyCQA/isort):

  115. 

  116. > Just switched my first project to Ruff. Only one downside so far: it's so fast I couldn't believe

  117. > it was working till I intentionally introduced some errors.

  118. 

  119. [**Tim Abbott**](https://github.com/astral-sh/ruff/issues/465#issuecomment-1317400028), lead

  120. developer of [Zulip](https://github.com/zulip/zulip):

  121. 

  122. > This is just ridiculously fast... `ruff` is amazing.

  123. 

  124. <!-- End section: Overview -->

  125. 

  126. ## Table of Contents

  127. 

  128. For more, see the [documentation](https://docs.astral.sh/ruff/).

  129. 

  130. 1. [Getting Started](#getting-started)

  131. 1. [Configuration](#configuration)

  132. 1. [Rules](#rules)

  133. 1. [Contributing](#contributing)

  134. 1. [Support](#support)

  135. 1. [Acknowledgements](#acknowledgements)

  136. 1. [Who's Using Ruff?](#whos-using-ruff)

  137. 1. [License](#license)

  138. 

  139. ## Getting Started<a id="getting-started"></a>

  140. 

  141. For more, see the [documentation](https://docs.astral.sh/ruff/).

  142. 

  143. ### Installation

  144. 

  145. Ruff is available as [`ruff`](https://pypi.org/project/ruff/) on PyPI.

  146. 

  147. Invoke Ruff directly with [`uvx`](https://docs.astral.sh/uv/):

  148. 

  149. ```shell

  150. uvx ruff check   # Lint all files in the current directory.

  151. uvx ruff format  # Format all files in the current directory.

  152. ```

  153. 

  154. Or install Ruff with `uv` (recommended), `pip`, or `pipx`:

  155. 

  156. ```shell

  157. # With uv.

  158. uv tool install ruff@latest  # Install Ruff globally.

  159. uv add --dev ruff            # Or add Ruff to your project.

  160. 

  161. # With pip.

  162. pip install ruff

  163. 

  164. # With pipx.

  165. pipx install ruff

  166. ```

  167. 

  168. Starting with version `0.5.0`, Ruff can be installed with our standalone installers:

  169. 

  170. ```shell

  171. # On macOS and Linux.

  172. curl -LsSf https://astral.sh/ruff/install.sh | sh

  173. 

  174. # On Windows.

  175. powershell -c "irm https://astral.sh/ruff/install.ps1 | iex"

  176. 

  177. # For a specific version.

  178. curl -LsSf https://astral.sh/ruff/0.12.7/install.sh | sh

  179. powershell -c "irm https://astral.sh/ruff/0.12.7/install.ps1 | iex"

  180. ```

  181. 

  182. You can also install Ruff via [Homebrew](https://formulae.brew.sh/formula/ruff), [Conda](https://anaconda.org/conda-forge/ruff),

  183. and with [a variety of other package managers](https://docs.astral.sh/ruff/installation/).

  184. 

  185. ### Usage

  186. 

  187. To run Ruff as a linter, try any of the following:

  188. 

  189. ```shell

  190. ruff check                          # Lint all files in the current directory (and any subdirectories).

  191. ruff check path/to/code/            # Lint all files in `/path/to/code` (and any subdirectories).

  192. ruff check path/to/code/*.py        # Lint all `.py` files in `/path/to/code`.

  193. ruff check path/to/code/to/file.py  # Lint `file.py`.

  194. ruff check @arguments.txt           # Lint using an input file, treating its contents as newline-delimited command-line arguments.

  195. ```

  196. 

  197. Or, to run Ruff as a formatter:

  198. 

  199. ```shell

  200. ruff format                          # Format all files in the current directory (and any subdirectories).

  201. ruff format path/to/code/            # Format all files in `/path/to/code` (and any subdirectories).

  202. ruff format path/to/code/*.py        # Format all `.py` files in `/path/to/code`.

  203. ruff format path/to/code/to/file.py  # Format `file.py`.

  204. ruff format @arguments.txt           # Format using an input file, treating its contents as newline-delimited command-line arguments.

  205. ```

  206. 

  207. Ruff can also be used as a [pre-commit](https://pre-commit.com/) hook via [`ruff-pre-commit`](https://github.com/astral-sh/ruff-pre-commit):

  208. 

  209. ```yaml

  210. - repo: https://github.com/astral-sh/ruff-pre-commit

  211.   # Ruff version.

  212.   rev: v0.12.7

  213.   hooks:

  214.     # Run the linter.

  215.     - id: ruff-check

  216.       args: [ --fix ]

  217.     # Run the formatter.

  218.     - id: ruff-format

  219. ```

  220. 

  221. Ruff can also be used as a [VS Code extension](https://github.com/astral-sh/ruff-vscode) or with [various other editors](https://docs.astral.sh/ruff/editors/setup).

  222. 

  223. Ruff can also be used as a [GitHub Action](https://github.com/features/actions) via

  224. [`ruff-action`](https://github.com/astral-sh/ruff-action):

  225. 

  226. ```yaml

  227. name: Ruff

  228. on: [ push, pull_request ]

  229. jobs:

  230.   ruff:

  231.     runs-on: ubuntu-latest

  232.     steps:

  233.       - uses: actions/checkout@v4

  234.       - uses: astral-sh/ruff-action@v3

  235. ```

  236. 

  237. ### Configuration<a id="configuration"></a>

  238. 

  239. Ruff can be configured through a `pyproject.toml`, `ruff.toml`, or `.ruff.toml` file (see:

  240. [_Configuration_](https://docs.astral.sh/ruff/configuration/), or [_Settings_](https://docs.astral.sh/ruff/settings/)

  241. for a complete list of all configuration options).

  242. 

  243. If left unspecified, Ruff's default configuration is equivalent to the following `ruff.toml` file:

  244. 

  245. ```toml

  246. # Exclude a variety of commonly ignored directories.

  247. exclude = [

  248.     ".bzr",

  249.     ".direnv",

  250.     ".eggs",

  251.     ".git",

  252.     ".git-rewrite",

  253.     ".hg",

  254.     ".ipynb_checkpoints",

  255.     ".mypy_cache",

  256.     ".nox",

  257.     ".pants.d",

  258.     ".pyenv",

  259.     ".pytest_cache",

  260.     ".pytype",

  261.     ".ruff_cache",

  262.     ".svn",

  263.     ".tox",

  264.     ".venv",

  265.     ".vscode",

  266.     "__pypackages__",

  267.     "_build",

  268.     "buck-out",

  269.     "build",

  270.     "dist",

  271.     "node_modules",

  272.     "site-packages",

  273.     "venv",

  274. ]

  275. 

  276. # Same as Black.

  277. line-length = 88

  278. indent-width = 4

  279. 

  280. # Assume Python 3.9

  281. target-version = "py39"

  282. 

  283. [lint]

  284. # Enable Pyflakes (`F`) and a subset of the pycodestyle (`E`) codes by default.

  285. select = ["E4", "E7", "E9", "F"]

  286. ignore = []

  287. 

  288. # Allow fix for all enabled rules (when `--fix`) is provided.

  289. fixable = ["ALL"]

  290. unfixable = []

  291. 

  292. # Allow unused variables when underscore-prefixed.

  293. dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"

  294. 

  295. [format]

  296. # Like Black, use double quotes for strings.

  297. quote-style = "double"

  298. 

  299. # Like Black, indent with spaces, rather than tabs.

  300. indent-style = "space"

  301. 

  302. # Like Black, respect magic trailing commas.

  303. skip-magic-trailing-comma = false

  304. 

  305. # Like Black, automatically detect the appropriate line ending.

  306. line-ending = "auto"

  307. ```

  308. 

  309. Note that, in a `pyproject.toml`, each section header should be prefixed with `tool.ruff`. For

  310. example, `[lint]` should be replaced with `[tool.ruff.lint]`.

  311. 

  312. Some configuration options can be provided via dedicated command-line arguments, such as those

  313. related to rule enablement and disablement, file discovery, and logging level:

  314. 

  315. ```shell

  316. ruff check --select F401 --select F403 --quiet

  317. ```

  318. 

  319. The remaining configuration options can be provided through a catch-all `--config` argument:

  320. 

  321. ```shell

  322. ruff check --config "lint.per-file-ignores = {'some_file.py' = ['F841']}"

  323. ```

  324. 

  325. To opt in to the latest lint rules, formatter style changes, interface updates, and more, enable

  326. [preview mode](https://docs.astral.sh/ruff/rules/) by setting `preview = true` in your configuration

  327. file or passing `--preview` on the command line. Preview mode enables a collection of unstable

  328. features that may change prior to stabilization.

  329. 

  330. See `ruff help` for more on Ruff's top-level commands, or `ruff help check` and `ruff help format`

  331. for more on the linting and formatting commands, respectively.

  332. 

  333. ## Rules<a id="rules"></a>

  334. 

  335. <!-- Begin section: Rules -->

  336. 

  337. **Ruff supports over 800 lint rules**, many of which are inspired by popular tools like Flake8,

  338. isort, pyupgrade, and others. Regardless of the rule's origin, Ruff re-implements every rule in

  339. Rust as a first-party feature.

  340. 

  341. By default, Ruff enables Flake8's `F` rules, along with a subset of the `E` rules, omitting any

  342. stylistic rules that overlap with the use of a formatter, like `ruff format` or

  343. [Black](https://github.com/psf/black).

  344. 

  345. If you're just getting started with Ruff, **the default rule set is a great place to start**: it

  346. catches a wide variety of common errors (like unused imports) with zero configuration.

  347. 

  348. <!-- End section: Rules -->

  349. 

  350. Beyond the defaults, Ruff re-implements some of the most popular Flake8 plugins and related code

  351. quality tools, including:

  352. 

  353. - [autoflake](https://pypi.org/project/autoflake/)

  354. - [eradicate](https://pypi.org/project/eradicate/)

  355. - [flake8-2020](https://pypi.org/project/flake8-2020/)

  356. - [flake8-annotations](https://pypi.org/project/flake8-annotations/)

  357. - [flake8-async](https://pypi.org/project/flake8-async)

  358. - [flake8-bandit](https://pypi.org/project/flake8-bandit/) ([#1646](https://github.com/astral-sh/ruff/issues/1646))

  359. - [flake8-blind-except](https://pypi.org/project/flake8-blind-except/)

  360. - [flake8-boolean-trap](https://pypi.org/project/flake8-boolean-trap/)

  361. - [flake8-bugbear](https://pypi.org/project/flake8-bugbear/)

  362. - [flake8-builtins](https://pypi.org/project/flake8-builtins/)

  363. - [flake8-commas](https://pypi.org/project/flake8-commas/)

  364. - [flake8-comprehensions](https://pypi.org/project/flake8-comprehensions/)

  365. - [flake8-copyright](https://pypi.org/project/flake8-copyright/)

  366. - [flake8-datetimez](https://pypi.org/project/flake8-datetimez/)

  367. - [flake8-debugger](https://pypi.org/project/flake8-debugger/)

  368. - [flake8-django](https://pypi.org/project/flake8-django/)

  369. - [flake8-docstrings](https://pypi.org/project/flake8-docstrings/)

  370. - [flake8-eradicate](https://pypi.org/project/flake8-eradicate/)

  371. - [flake8-errmsg](https://pypi.org/project/flake8-errmsg/)

  372. - [flake8-executable](https://pypi.org/project/flake8-executable/)

  373. - [flake8-future-annotations](https://pypi.org/project/flake8-future-annotations/)

  374. - [flake8-gettext](https://pypi.org/project/flake8-gettext/)

  375. - [flake8-implicit-str-concat](https://pypi.org/project/flake8-implicit-str-concat/)

  376. - [flake8-import-conventions](https://github.com/joaopalmeiro/flake8-import-conventions)

  377. - [flake8-logging](https://pypi.org/project/flake8-logging/)

  378. - [flake8-logging-format](https://pypi.org/project/flake8-logging-format/)

  379. - [flake8-no-pep420](https://pypi.org/project/flake8-no-pep420)

  380. - [flake8-pie](https://pypi.org/project/flake8-pie/)

  381. - [flake8-print](https://pypi.org/project/flake8-print/)

  382. - [flake8-pyi](https://pypi.org/project/flake8-pyi/)

  383. - [flake8-pytest-style](https://pypi.org/project/flake8-pytest-style/)

  384. - [flake8-quotes](https://pypi.org/project/flake8-quotes/)

  385. - [flake8-raise](https://pypi.org/project/flake8-raise/)

  386. - [flake8-return](https://pypi.org/project/flake8-return/)

  387. - [flake8-self](https://pypi.org/project/flake8-self/)

  388. - [flake8-simplify](https://pypi.org/project/flake8-simplify/)

  389. - [flake8-slots](https://pypi.org/project/flake8-slots/)

  390. - [flake8-super](https://pypi.org/project/flake8-super/)

  391. - [flake8-tidy-imports](https://pypi.org/project/flake8-tidy-imports/)

  392. - [flake8-todos](https://pypi.org/project/flake8-todos/)

  393. - [flake8-type-checking](https://pypi.org/project/flake8-type-checking/)

  394. - [flake8-use-pathlib](https://pypi.org/project/flake8-use-pathlib/)

  395. - [flynt](https://pypi.org/project/flynt/) ([#2102](https://github.com/astral-sh/ruff/issues/2102))

  396. - [isort](https://pypi.org/project/isort/)

  397. - [mccabe](https://pypi.org/project/mccabe/)

  398. - [pandas-vet](https://pypi.org/project/pandas-vet/)

  399. - [pep8-naming](https://pypi.org/project/pep8-naming/)

  400. - [pydocstyle](https://pypi.org/project/pydocstyle/)

  401. - [pygrep-hooks](https://github.com/pre-commit/pygrep-hooks)

  402. - [pylint-airflow](https://pypi.org/project/pylint-airflow/)

  403. - [pyupgrade](https://pypi.org/project/pyupgrade/)

  404. - [tryceratops](https://pypi.org/project/tryceratops/)

  405. - [yesqa](https://pypi.org/project/yesqa/)

  406. 

  407. For a complete enumeration of the supported rules, see [_Rules_](https://docs.astral.sh/ruff/rules/).

  408. 

  409. ## Contributing<a id="contributing"></a>

  410. 

  411. Contributions are welcome and highly appreciated. To get started, check out the

  412. [**contributing guidelines**](https://docs.astral.sh/ruff/contributing/).

  413. 

  414. You can also join us on [**Discord**](https://discord.com/invite/astral-sh).

  415. 

  416. ## Support<a id="support"></a>

  417. 

  418. Having trouble? Check out the existing issues on [**GitHub**](https://github.com/astral-sh/ruff/issues),

  419. or feel free to [**open a new one**](https://github.com/astral-sh/ruff/issues/new).

  420. 

  421. You can also ask for help on [**Discord**](https://discord.com/invite/astral-sh).

  422. 

  423. ## Acknowledgements<a id="acknowledgements"></a>

  424. 

  425. Ruff's linter draws on both the APIs and implementation details of many other

  426. tools in the Python ecosystem, especially [Flake8](https://github.com/PyCQA/flake8), [Pyflakes](https://github.com/PyCQA/pyflakes),

  427. [pycodestyle](https://github.com/PyCQA/pycodestyle), [pydocstyle](https://github.com/PyCQA/pydocstyle),

  428. [pyupgrade](https://github.com/asottile/pyupgrade), and [isort](https://github.com/PyCQA/isort).

  429. 

  430. In some cases, Ruff includes a "direct" Rust port of the corresponding tool.

  431. We're grateful to the maintainers of these tools for their work, and for all

  432. the value they've provided to the Python community.

  433. 

  434. Ruff's formatter is built on a fork of Rome's [`rome_formatter`](https://github.com/rome/tools/tree/main/crates/rome_formatter),

  435. and again draws on both API and implementation details from [Rome](https://github.com/rome/tools),

  436. [Prettier](https://github.com/prettier/prettier), and [Black](https://github.com/psf/black).

  437. 

  438. Ruff's import resolver is based on the import resolution algorithm from [Pyright](https://github.com/microsoft/pyright).

  439. 

  440. Ruff is also influenced by a number of tools outside the Python ecosystem, like

  441. [Clippy](https://github.com/rust-lang/rust-clippy) and [ESLint](https://github.com/eslint/eslint).

  442. 

  443. Ruff is the beneficiary of a large number of [contributors](https://github.com/astral-sh/ruff/graphs/contributors).

  444. 

  445. Ruff is released under the MIT license.

  446. 

  447. ## Who's Using Ruff?<a id="whos-using-ruff"></a>

  448. 

  449. Ruff is used by a number of major open-source projects and companies, including:

  450. 

  451. - [Albumentations](https://github.com/albumentations-team/albumentations)

  452. - Amazon ([AWS SAM](https://github.com/aws/serverless-application-model))

  453. - [Anki](https://apps.ankiweb.net/)

  454. - Anthropic ([Python SDK](https://github.com/anthropics/anthropic-sdk-python))

  455. - [Apache Airflow](https://github.com/apache/airflow)

  456. - AstraZeneca ([Magnus](https://github.com/AstraZeneca/magnus-core))

  457. - [Babel](https://github.com/python-babel/babel)

  458. - Benchling ([Refac](https://github.com/benchling/refac))

  459. - [Bokeh](https://github.com/bokeh/bokeh)

  460. - Capital One ([datacompy](https://github.com/capitalone/datacompy))

  461. - CrowdCent ([NumerBlox](https://github.com/crowdcent/numerblox)) <!-- typos: ignore -->

  462. - [Cryptography (PyCA)](https://github.com/pyca/cryptography)

  463. - CERN ([Indico](https://getindico.io/))

  464. - [DVC](https://github.com/iterative/dvc)

  465. - [Dagger](https://github.com/dagger/dagger)

  466. - [Dagster](https://github.com/dagster-io/dagster)

  467. - Databricks ([MLflow](https://github.com/mlflow/mlflow))

  468. - [Dify](https://github.com/langgenius/dify)

  469. - [FastAPI](https://github.com/tiangolo/fastapi)

  470. - [Godot](https://github.com/godotengine/godot)

  471. - [Gradio](https://github.com/gradio-app/gradio)

  472. - [Great Expectations](https://github.com/great-expectations/great_expectations)

  473. - [HTTPX](https://github.com/encode/httpx)

  474. - [Hatch](https://github.com/pypa/hatch)

  475. - [Home Assistant](https://github.com/home-assistant/core)

  476. - Hugging Face ([Transformers](https://github.com/huggingface/transformers),

  477.     [Datasets](https://github.com/huggingface/datasets),

  478.     [Diffusers](https://github.com/huggingface/diffusers))

  479. - IBM ([Qiskit](https://github.com/Qiskit/qiskit))

  480. - ING Bank ([popmon](https://github.com/ing-bank/popmon), [probatus](https://github.com/ing-bank/probatus))

  481. - [Ibis](https://github.com/ibis-project/ibis)

  482. - [ivy](https://github.com/unifyai/ivy)

  483. - [JAX](https://github.com/jax-ml/jax)

  484. - [Jupyter](https://github.com/jupyter-server/jupyter_server)

  485. - [Kraken Tech](https://kraken.tech/)

  486. - [LangChain](https://github.com/hwchase17/langchain)

  487. - [Litestar](https://litestar.dev/)

  488. - [LlamaIndex](https://github.com/jerryjliu/llama_index)

  489. - Matrix ([Synapse](https://github.com/matrix-org/synapse))

  490. - [MegaLinter](https://github.com/oxsecurity/megalinter)

  491. - Meltano ([Meltano CLI](https://github.com/meltano/meltano), [Singer SDK](https://github.com/meltano/sdk))

  492. - Microsoft ([Semantic Kernel](https://github.com/microsoft/semantic-kernel),

  493.     [ONNX Runtime](https://github.com/microsoft/onnxruntime),

  494.     [LightGBM](https://github.com/microsoft/LightGBM))

  495. - Modern Treasury ([Python SDK](https://github.com/Modern-Treasury/modern-treasury-python))

  496. - Mozilla ([Firefox](https://github.com/mozilla/gecko-dev))

  497. - [Mypy](https://github.com/python/mypy)

  498. - [Nautobot](https://github.com/nautobot/nautobot)

  499. - Netflix ([Dispatch](https://github.com/Netflix/dispatch))

  500. - [Neon](https://github.com/neondatabase/neon)

  501. - [Nokia](https://nokia.com/)

  502. - [NoneBot](https://github.com/nonebot/nonebot2)

  503. - [NumPyro](https://github.com/pyro-ppl/numpyro)

  504. - [ONNX](https://github.com/onnx/onnx)

  505. - [OpenBB](https://github.com/OpenBB-finance/OpenBBTerminal)

  506. - [Open Wine Components](https://github.com/Open-Wine-Components/umu-launcher)

  507. - [PDM](https://github.com/pdm-project/pdm)

  508. - [PaddlePaddle](https://github.com/PaddlePaddle/Paddle)

  509. - [Pandas](https://github.com/pandas-dev/pandas)

  510. - [Pillow](https://github.com/python-pillow/Pillow)

  511. - [Poetry](https://github.com/python-poetry/poetry)

  512. - [Polars](https://github.com/pola-rs/polars)

  513. - [PostHog](https://github.com/PostHog/posthog)

  514. - Prefect ([Python SDK](https://github.com/PrefectHQ/prefect), [Marvin](https://github.com/PrefectHQ/marvin))

  515. - [PyInstaller](https://github.com/pyinstaller/pyinstaller)

  516. - [PyMC](https://github.com/pymc-devs/pymc/)

  517. - [PyMC-Marketing](https://github.com/pymc-labs/pymc-marketing)

  518. - [pytest](https://github.com/pytest-dev/pytest)

  519. - [PyTorch](https://github.com/pytorch/pytorch)

  520. - [Pydantic](https://github.com/pydantic/pydantic)

  521. - [Pylint](https://github.com/PyCQA/pylint)

  522. - [PyVista](https://github.com/pyvista/pyvista)

  523. - [Reflex](https://github.com/reflex-dev/reflex)

  524. - [River](https://github.com/online-ml/river)

  525. - [Rippling](https://rippling.com)

  526. - [Robyn](https://github.com/sansyrox/robyn)

  527. - [Saleor](https://github.com/saleor/saleor)

  528. - Scale AI ([Launch SDK](https://github.com/scaleapi/launch-python-client))

  529. - [SciPy](https://github.com/scipy/scipy)

  530. - Snowflake ([SnowCLI](https://github.com/Snowflake-Labs/snowcli))

  531. - [Sphinx](https://github.com/sphinx-doc/sphinx)

  532. - [Stable Baselines3](https://github.com/DLR-RM/stable-baselines3)

  533. - [Starlette](https://github.com/encode/starlette)

  534. - [Streamlit](https://github.com/streamlit/streamlit)

  535. - [The Algorithms](https://github.com/TheAlgorithms/Python)

  536. - [Vega-Altair](https://github.com/altair-viz/altair)

  537. - [Weblate](https://weblate.org/)

  538. - WordPress ([Openverse](https://github.com/WordPress/openverse))

  539. - [ZenML](https://github.com/zenml-io/zenml)

  540. - [Zulip](https://github.com/zulip/zulip)

  541. - [build (PyPA)](https://github.com/pypa/build)

  542. - [cibuildwheel (PyPA)](https://github.com/pypa/cibuildwheel)

  543. - [delta-rs](https://github.com/delta-io/delta-rs)

  544. - [featuretools](https://github.com/alteryx/featuretools)

  545. - [meson-python](https://github.com/mesonbuild/meson-python)

  546. - [nox](https://github.com/wntrblm/nox)

  547. - [pip](https://github.com/pypa/pip)

  548. 

  549. ### Show Your Support

  550. 

  551. If you're using Ruff, consider adding the Ruff badge to your project's `README.md`:

  552. 

  553. ```md

  554. [![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)

  555. ```

  556. 

  557. ...or `README.rst`:

  558. 

  559. ```rst

  560. .. image:: https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json

  561.     :target: https://github.com/astral-sh/ruff

  562.     :alt: Ruff

  563. ```

  564. 

  565. ...or, as HTML:

  566. 

  567. ```html

  568. <a href="https://github.com/astral-sh/ruff"><img src="https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json" alt="Ruff" style="max-width:100%;"></a>

  569. ```

  570. 

  571. ## License<a id="license"></a>

  572. 

  573. This repository is licensed under the [MIT License](https://github.com/astral-sh/ruff/blob/main/LICENSE)

  574. 

  575. <div align="center">

  576.   <a target="_blank" href="https://astral.sh" style="background:none">

  577.     <img src="https://raw.githubusercontent.com/astral-sh/ruff/main/assets/svg/Astral.svg" alt="Made by Astral">

  578.   </a>

  579. </div>