{"categories":[{"label":"Software Development","url":"https://skillfed.io/packages/category/software-development/16"}],"enrichment":{"capability":"Provides type stubs for joblib, enabling static type checkers to understand joblib's API and type signatures without runtime code.","skillfed_tags":["type-stubs","static-analysis"],"use_cases":["Enable mypy or other type checkers to validate joblib usage in a data processing pipeline","Catch type mismatches in Parallel and delayed calls before runtime","Improve IDE autocomplete and inline documentation for joblib functions","Maintain type safety in a large codebase that uses joblib for distributed computation"],"what_it_does":"joblib-stubs is a type stub package that teaches static type checkers how to understand joblib's public API. It contains no runtime code\u2014only type annotations and signatures. When installed alongside joblib, type checkers like mypy can now infer correct types for joblib functions like Parallel and delayed, catching type errors at analysis time rather than runtime.\n\nThe package is designed for developers who use joblib for parallel computing and want static type safety in their codebase. It supports Python 3.11 through 3.14 and depends only on typing-extensions. The stubs do not cover joblib.externals (bundled cloudpickle and loky), so type checking for those modules remains unavailable.","worth_installing":"Yes, if you use joblib and want static type checking. Install it alongside joblib to enable type checkers to understand joblib's API. The package is lightweight, actively maintained, and has no security vulnerabilities. It imposes no runtime overhead since it contains only type information."},"id":"joblib-stubs","links":{"html":"https://skillfed.io/packages/joblib-stubs","md":"https://skillfed.io/packages/joblib-stubs.md","pypi":"https://pypi.org/project/joblib-stubs/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-01-17","license_spdx":"MIT","license_treatment":"permissive","name":"joblib-stubs","python_support":"supports_current","summary":"joblib stubs"},"popularity":{"monthly_downloads":109577,"position":12508,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"1.5.3.1.20260117"}