$npx skillfedfor your agent

metaflow-stubs

Metaflow Stubs: Stubs for the metaflow package

With conditionsPyPI Application FrameworksReleased Aug 202680.9K downloads / moApache Software LicensePure Python

Decision gist · record as of 2026-08-14

pure-Python wheel — metaflow_stubs-2.19.37-py2.py3-none-any.whl
v2.19.37 · released 2026-08-11 · Python >=3.7.0 · 1 runtime deps: metaflow

Yes, if you use Metaflow and want static type checking or IDE support. Type stubs add no runtime cost and integrate transparently with existing Metaflow code. The package is actively maintained, permissively licensed, and has no known vulnerabilities. Install it alongside metaflow to unlock type safety and better developer experience.AI-flagged interpretation of the facts on this page — verify before relying

Before you install

  • Requires metaflow to be installed; type stubs alone do not provide runtime functionality.
  • Low friction install with a single pure-Python wheel dependency on metaflow itself.
  • Actively maintained with a recent release (3 days old) and strong upstream support from Netflix's Metaflow project.

License · maintenance · safety

Apache Software License (permissive) — Licensed under Apache Software License (permissive), imposing no restrictions on use, modification, or distribution in proprietary or open-source projects.

last release 2026-08-11 (3 days) · last repo commit 2026-08-14 · 10,213 stars

0 known vulnerabilities (OSV.dev, 2026-08-14) · 80,928 downloads/mo, #14,263 on PyPI

Verify before relying

pip install metaflow-stubs

# Then use metaflow with type checking:
import metaflow
from metaflow import FlowSpec, step

class MyFlow(FlowSpec):
    @step
    def start(self):
        pass
  • Whether type stubs cover all public Metaflow APIs or only a subset of the full package surface.
  • Compatibility with specific type checkers (mypy, pyright, pyre) beyond the general Python 3.7+ support.
  • Whether stubs are actively synchronized with Metaflow's release cycle or lag behind.
Same gist for agents: .md · .json

What it is and what it does

metaflow-stubs is a type stub package that provides static type information for Metaflow, the ML workflow framework originally developed at Netflix. Type stubs allow Python type checkers like mypy and IDE tools to understand Metaflow's API surface, enabling autocomplete, inline documentation, and type validation during development without requiring changes to Metaflow itself.

The package is a pure-Python wheel with a single runtime dependency on metaflow. It supports Python 3.7 through 3.12 and is maintained actively alongside Metaflow's main releases. Installation is straightforward and adds no runtime overhead—stubs are used only during development and type checking, not at runtime.

Use it for

  • Enable IDE autocomplete and inline documentation when writing Metaflow workflows in VS Code, PyCharm, or other type-aware editors.
  • Catch type errors in Metaflow code before runtime using mypy or other static type checkers in CI/CD pipelines.
  • Provide type hints for custom Metaflow decorators and step functions to improve code clarity and maintainability.
  • Support refactoring of large Metaflow projects by making API changes visible to type checkers and IDEs.
  • Document expected parameter and return types for Metaflow API calls without modifying the main package.

Worth the install?

AI-flagged interpretation of the facts on this page. Verify before relying on it.

With conditions

Yes, if you use Metaflow and want static type checking or IDE support.

Type stubs add no runtime cost and integrate transparently with existing Metaflow code. The package is actively maintained, permissively licensed, and has no known vulnerabilities. Install it alongside metaflow to unlock type safety and better developer experience.

Install

metaflow-stubs on PyPI

Before you install

Low friction install with a single pure-Python wheel dependency on metaflow itself. Actively maintained with a recent release (3 days old) and strong upstream support from Netflix's Metaflow project.

Requires metaflow to be installed; type stubs alone do not provide runtime functionality.

License in practice

Licensed under Apache Software License (permissive), imposing no restrictions on use, modification, or distribution in proprietary or open-source projects.

Quickstart

pip install metaflow-stubs

# Then use metaflow with type checking:
import metaflow
from metaflow import FlowSpec, step

class MyFlow(FlowSpec):
    @step
    def start(self):
        pass

Verify before relying

  • Whether type stubs cover all public Metaflow APIs or only a subset of the full package surface.
  • Compatibility with specific type checkers (mypy, pyright, pyre) beyond the general Python 3.7+ support.
  • Whether stubs are actively synchronized with Metaflow's release cycle or lag behind.

Package facts

LicenseApache Software License permissive
Python supportSupports the current Python release >=3.7.0
Install frictionLow. Pure-Python wheel
Runtime dependencies
1 package
metaflow
MaintenanceActively maintained 3 days since the last release
Last repo commit
First released
Downloads80,928 / month, #14,263 on PyPI 30-day window, as of 2026-08-14
Known vulnerabilitiesNone known OSV.dev, checked 2026-08-14
Classifiers
Development Status :: 5 - Production/StableLicense :: OSI Approved :: Apache Software LicenseOperating System :: MacOS :: MacOS XOperating System :: POSIX :: LinuxProgramming Language :: Python :: 3Programming Language :: Python :: 3.10Programming Language :: Python :: 3.11Programming Language :: Python :: 3.12Programming Language :: Python :: 3.7Programming Language :: Python :: 3.8Programming Language :: Python :: 3.9

Evidence: metaflow_stubs-2.19.37-py2.py3-none-any.whl

Tags

Capabilities
metaflow type stubsmetaflow type hintsmetaflow static type checkingpython type stubs for metaflowmetaflow ide autocompletemetaflow mypy supportmetaflow type annotations
Topics
type-stubsmetaflowstatic-analysis

Let your AI agent find packages like this

Example. Real query, live index.

You found this page by searching. An agent finds it by wishing: SkillFed indexes 14,416 PyPI packages by what they can do, searchable in plain language.

wish › “metaflow type stubs”

Give your agent the search over MCP, or paste the wish link into any chat.

More Application Frameworks packages

fastapi Worth it
PyPI · Software Development · released Jul 2026

FastAPI is a Python web framework for building REST APIs using type hints, with automatic request validation, serialization, and interactive API documentation.

MITpure Python · 3.10+
568.6Mdownloads / mo
annotated-doc With conditions
PyPI · Software Development · released Jul 2026

Provides a way to document function parameters, class attributes, return types, and variables inline using Python's `Annotated` type hint syntax instead of traditional docstrings.

MITpure Python · 3.9+
456.2Mdownloads / mo
textual Worth it
PyPI · Application Frameworks · released Jun 2026

Textual is a Python framework for building cross-platform user interfaces that run in the terminal or web browser using a modern, component-based API.

Install it if you're developing CLI tools, dashboards, or interactive terminal applications.

MITpure Python
443.6Mdownloads / mo
typer Worth it
PyPI · Software Development · released Aug 2026

Typer builds command-line applications from Python functions using type hints, automatically generating help text, argument parsing, and shell completion.

Install it if you are building CLIs in Python.

MITpure Python · 3.10+
369.3Mdownloads / mo
mcp Worth it
PyPI · Application Frameworks · released Jul 2026

Build and connect to Model Context Protocol servers that expose tools, resources, and prompts to LLM applications over stdio, HTTP, or SSE transports.

Install it if you need to build or connect to servers.

MITpure Python · 3.10+
319.3Mdownloads / mo
Werkzeug Worth it
PyPI · Application Frameworks · released Apr 2026

Werkzeug is a WSGI utility library providing request/response objects, URL routing, an interactive debugger, HTTP utilities, and a development server for building web applications.

BSD-3-Clausepure Python · 3.9+
268.1Mdownloads / mo

See also metaflow · ob-metaflow-stubs · ob-metaflow · metaflow-netflixext · metaflow-prebuilt · ob-project-utils · ob-metaflow-extensions · metaflow-checkpoint · outerbounds · metaflow-torchrun