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|[ruff-format](https://github.com/astral-sh/ruff)| A drop-in replacement for `black` (and also super fast). A nice "no-need to think" code formatter. If you have your own opinions about code style, you might not like this. | <spanclass="label label-green">Best</span> |
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|[ruff](https://github.com/astral-sh/ruff)| A fast linter which incorporates a range of other linters. Notably [isort](https://pycqa.github.io/isort/) can be included as a [ruff rule](https://docs.astral.sh/ruff/rules/) (which we recommend). | <spanclass="label label-green">Best</span> |
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|[toml-sort](https://github.com/pappasam/toml-sort)| Sorts TOML files which are now part of PEP 8. | <spanclass="label label-green">Best</span> |
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|[fawltydeps](https://tweag.github.io/FawltyDeps/)| Linter which aims to find unused dependencies and undeclared dependencies. | <spanclass="label label-green">Best</span> |
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|[autopep8](https://github.com/hhatto/autopep8)| Formatter which conforms to PEP 8. | <spanclass="label label-yellow">Good</span> |
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|[black](https://black.readthedocs.io/en/stable/)| Opinionated formatter, defaults to 88 characters per line. Widely used, but we now recommend `ruff-format` in its place. | <spanclass="label label-yellow">Good</span> |
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|[isort](https://pycqa.github.io/isort/)| Sorts imports alphabetically, splits into first/third party, works on python & cython code. We recommend this, but it can be included in `ruff`, which is simpler. | <spanclass="label label-yellow">Good</span> |
|[mypy](https://mypy.readthedocs.io/en/stable/)| Static type checker, won't fail if no typing but will if typing is incorrect. | <spanclass="label label-green">Best</span> |
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