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@@ -29,6 +29,7 @@ Collection of awesome Python types, stubs, plugins, and tools to work with them.
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-[pycroscope](https://github.com/JelleZijlstra/pycroscope) - A semi-static type checker for Python code. It imports the modules it type checks, enabling `pycroscope` to understand many dynamic constructs that other type checkers will reject. This makes it possible to extend `pycroscope` with plugins that interact directly with your code.
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-[pytype](https://github.com/google/pytype) - Tool to check and infer types - without requiring type annotations.
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-[ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker, written in Rust, from the creators of Ruff and uv.
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-[zuban](https://github.com/zubanls/zuban) - A Mypy-compatible Python type checker and Language Server built in Rust.
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## Dynamic type checkers
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-[no_implicit_optional](https://github.com/hauntsaninja/no_implicit_optional) - A codemod to make your implicit optional type hints [PEP 484](https://peps.python.org/pep-0484/#union-types) compliant.
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-[pyannotate](https://github.com/dropbox/pyannotate) - Insert annotations into your source code based on call arguments and return types observed at runtime.
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-[PyTypes](https://github.com/pvs-hd-tea/PyTypes) - Infer Types by Python Tracing.
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-[pyre infer](https://github.com/facebook/pyre-check) - Pyre has a powerful feature for migrating codebases to a typed format. The [infer](https://pyre-check.org/docs/pysa-coverage/) command-line option ingests a file or directory, makes educated guesses about the types used, and applies the annotations to the files.
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-[pytest-annotate](https://github.com/kensho-technologies/pytest-annotate) - Pyannotate plugin for pytest.
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-[pytest-monkeytype](https://github.com/mariusvniekerk/pytest-monkeytype) - MonkeyType plugin for pytest.
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-[pytype annotate-ast](https://github.com/google/pytype/tree/master/pytype/tools/annotate_ast) - A work-in-progress tool to annotate the nodes of an AST with their Python types.
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-[RightTyper](https://github.com/RightTyper/RightTyper) - A tool that generates types for your function arguments and return values. RightTyper lets your code run at nearly full speed with almost no memory overhead.
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-[type4py](https://github.com/saltudelft/type4py) - Deep Similarity Learning-Based Type Inference.
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-[typilus](https://github.com/typilus/typilus) - A deep learning algorithm for predicting types in Python. Also available as a [GitHub action](https://github.com/typilus/typilus-action)
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-[auto-optional](https://github.com/Luttik/auto-optional) - Makes typed arguments Optional when the default argument is `None`.
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