$npx skillfedfor your agent

more-itertools

More routines for operating on iterables, beyond itertools

Worth itPyPI LibrariesReleased May 2026351.1M downloads / moMITPure Python

Decision gist · record as of 2026-08-14

pure-Python wheel — more_itertools-11.1.0-py3-none-any.whl
v11.1.0 · released 2026-05-22 · Python >=3.10

Yes. More-itertools is a mature, well-maintained library with zero security vulnerabilities, no external dependencies, and broad Python version support. It fills genuine gaps in the standard library and is widely used (top 1000 PyPI packages). Install it if your code works with iterables and needs patterns beyond what itertools provides.AI-flagged interpretation of the facts on this page — verify before relying

Before you install

  • Requires Python 3.10 or later.
  • Low friction installation with no runtime dependencies.
  • Active maintenance with a recent release 84 days ago and consistent commit activity.

License · maintenance · safety

MIT (permissive) — MIT license permits unrestricted use, modification, and distribution in both open-source and commercial projects with minimal restrictions.

last release 2026-05-22 (84 days) · last repo commit 2026-08-12 · 4,088 stars

0 known vulnerabilities (OSV.dev, 2026-08-14) · 351,130,981 downloads/mo, #116 on PyPI

Verify before relying

pip install more-itertools

from more_itertools import chunked

data = range(10)
for chunk in chunked(data, 3):
    print(chunk)
Same gist for agents: .md · .json

What it is and what it does

More-itertools is a library that extends Python's standard itertools module with additional utilities for working with iterables. It provides recipes and building blocks for common iteration patterns that aren't included in the standard library, organized into categories like grouping (chunked, batched, partition), windowing (sliding_window, pairwise), lookahead (peekable, spy), and augmenting (intersperse, padded).

The package is designed as a lightweight, dependency-free addition to itertools that lets you compose elegant solutions for iteration problems. It's actively maintained, supports modern Python versions, and has been in development since 2012, making it a stable choice for projects that need more sophisticated iteration patterns beyond what the standard library offers.

Use it for

  • Process large datasets in fixed-size batches without loading everything into memory at once.
  • Implement sliding window algorithms for time-series analysis or pattern detection.
  • Peek at the next element in an iterator without consuming it, for conditional branching logic.
  • Split sequences based on predicates or delimiters for data parsing and transformation.
  • Group related items from an iterable using custom grouping logic.

Worth the install?

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

Worth it

Yes.

More-itertools is a mature, well-maintained library with zero security vulnerabilities, no external dependencies, and broad Python version support. It fills genuine gaps in the standard library and is widely used (top 1000 PyPI packages). Install it if your code works with iterables and needs patterns beyond what itertools provides.

Install

more-itertools on PyPI

Before you install

Low friction installation with no runtime dependencies. Active maintenance with a recent release 84 days ago and consistent commit activity. Supports current Python versions (3.10 through 3.14) and both CPython and PyPy implementations.

Requires Python 3.10 or later.

License in practice

MIT license permits unrestricted use, modification, and distribution in both open-source and commercial projects with minimal restrictions.

Quickstart

pip install more-itertools

from more_itertools import chunked

data = range(10)
for chunk in chunked(data, 3):
    print(chunk)

Package facts

LicenseMIT permissive
Python supportSupports the current Python release >=3.10
Install frictionLow. Pure-Python wheel
Runtime dependenciesNone
MaintenanceActively maintained 84 days since the last release
Last repo commit
First released
Downloads351,130,981 / month, #116 on PyPI 30-day window, as of 2026-08-14
Known vulnerabilitiesNone known OSV.dev, checked 2026-08-14
Classifiers
Development Status :: 5 - Production/StableIntended Audience :: DevelopersNatural Language :: EnglishProgramming Language :: Python :: 3Programming Language :: Python :: 3 :: OnlyProgramming Language :: Python :: 3.10Programming Language :: Python :: 3.11Programming Language :: Python :: 3.12Programming Language :: Python :: 3.13Programming Language :: Python :: 3.14Programming Language :: Python :: Implementation :: CPythonProgramming Language :: Python :: Implementation :: PyPyTopic :: Software Development :: Libraries

Evidence: more_itertools-11.1.0-py3-none-any.whl

Tags

Capabilities
iterator utilitiesitertools extensionsbatch and chunk iterablessliding window operationspeek at iteratorsgroup and partition sequenceswindowing functions
Topics
itertoolsfunctional-programming
PyPI keywords
itertoolsiteratoriterationfilterpeekpeekablechunkchunked

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 › “batch and chunk iterables”

  • more-itertoolsProvides additional iterator utilities and recipes that extend…
  • flupyFlupy provides a fluent interface for lazy evaluation of operations…
  • django-chunkatorIterates over large Django QuerySets in configurable chunks to avoid…

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

More Libraries packages

urllib3 Worth it
PyPI · Libraries · released May 2026

urllib3 is an HTTP client library that provides thread-safe connection pooling, SSL/TLS verification, multipart file uploads, request retries, compression support, and proxy handling for Python applications.

MITpure Python · 3.10+
1.8Bdownloads / mo
requests Worth it
PyPI · Libraries · released May 2026

Requests is a Python HTTP library that simplifies sending HTTP/1.1 requests with automatic handling of headers, authentication, cookies, and response parsing.

Apache-2.0pure Python · 3.10+
1.8Bdownloads / mo
pluggy Worth it
PyPI · Libraries · released May 2025

Pluggy provides a plugin system that lets you define hook specifications and register implementations to be called in sequence, enabling extensible Python applications without tight coupling.

Install it if you're building an extensible application or framework.

MITpure Python · 3.9+aging
1.3Bdownloads / mo
python-dateutil Worth it
PyPI · Libraries · released Mar 2024

Provides parsing, arithmetic, and recurrence rule computation for dates and times, with timezone support and iCalendar RFC compliance.

Install it if you need to parse flexible date strings, compute relative dates, handle timezones, or work with recurrence rules—it's the de facto choice for these tasks.

Apache-2.0pure Python
1.2Bdownloads / mo
six With conditions
PyPI · Libraries · released Dec 2024

Six provides utility functions to write Python code that runs on both Python 2.7 and Python 3.3+, smoothing over language differences between the two versions.

MITpure Python
1.2Bdownloads / mo
pytest Worth it
PyPI · Libraries · released Jun 2026

pytest is a testing framework that lets you write test functions using plain assert statements and automatically discovers and runs them, with detailed failure reporting.

MITpure Python · 3.10+
1.1Bdownloads / mo

See also jaraco.itertools · lmz · aioitertools · cytoolz · toolz · asyncstdlib · flupy · pockets · asyncstdlib-fw · pipe