{"categories":[{"label":"Software Development","url":"https://skillfed.io/packages/category/software-development/9"}],"enrichment":{"capability":"Provides type stubs for scikit-learn to enable static type checking in projects that use the library.","skillfed_tags":["type-stubs","static-analysis"],"use_cases":["Enable mypy or pyright to type-check code that calls scikit-learn functions and classes.","Improve IDE autocomplete and inline documentation for scikit-learn in editors that support type stubs.","Catch type mismatches in machine learning pipelines during development before runtime.","Support continuous integration pipelines that enforce static type checking on scikit-learn-dependent code."],"what_it_does":"scikit-learn-stubs is a type stub package that provides type hints for scikit-learn, enabling static type checkers like mypy and pyright to understand scikit-learn's API. Type stubs are metadata files that describe the types of functions, classes, and methods without executing code, allowing developers to catch type errors during development rather than at runtime.\n\nThe package is a PyPI distribution of stubs originally from Microsoft's Python Type Stubs repository. It has no runtime dependencies and is installed purely to support development-time type checking. The package supports Python 3.9 through 3.13 and carries an MIT license. However, the package is newly released and shows minimal ongoing maintenance, which may affect how current the stubs remain relative to scikit-learn's own API evolution.","worth_installing":"Yes, if you use scikit-learn and want static type checking in your project. Install it as a development dependency. However, verify that the stubs are current for your scikit-learn version, and monitor the repository for updates\u2014the minimal maintenance signal and recent first release suggest this may not track scikit-learn changes closely. The Microsoft repository may be a more actively maintained alternative."},"id":"scikit-learn-stubs","links":{"html":"https://skillfed.io/packages/scikit-learn-stubs","md":"https://skillfed.io/packages/scikit-learn-stubs.md","pypi":"https://pypi.org/project/scikit-learn-stubs/"},"maintenance":{"status":"aging"},"meta":{"latest_release":"2025-08-28","license_spdx":null,"license_treatment":"permissive","name":"scikit-learn-stubs","python_support":"supports_current","summary":"scikit-learn stubs from the Microsoft python-type-stubs repository"},"popularity":{"monthly_downloads":336315,"position":7462,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.0.3"}