Alternatives and similar repositories for immutables

Users that are interested in immutables are comparing it to the libraries listed below

• python-attrs / cattrs
  Composable custom class converters for attrs, dataclasses and friends.
  ☆937Updated 3 weeks ago
• aio-libs / aiomonitor
  aiomonitor is module that adds monitor and python REPL capabilities for asyncio application
  ☆730Updated last month
• tobgu / pyrsistent
  Persistent/Immutable/Functional data structures for Python
  ☆2,112Updated 6 months ago
• itamarst / eliot
  Eliot: the logging system that tells you *why* it happened
  ☆1,153Updated 6 months ago
• Fatal1ty / mashumaro
  Fast and well tested serialization library
  ☆870Updated this week
• aio-libs / async-timeout
  asyncio-compatible timeout class
  ☆567Updated 2 weeks ago
• pytoolz / cytoolz
  Cython implementation of Toolz: High performance functional utilities
  ☆1,069Updated 8 months ago
• aio-libs / janus
  Thread-safe asyncio-aware queue for Python
  ☆910Updated last week
• jab / bidict
  The bidirectional mapping library for Python.
  ☆1,546Updated 2 weeks ago
• cjrh / aiorun
  A "run" function for asyncio-based apps that does all the boilerplate.
  ☆463Updated 7 months ago
• ilevkivskyi / typing_inspect
  Runtime inspection utilities for Python typing module
  ☆366Updated 3 months ago
• theelous3 / asks
  Async requests-like httplib for python.
  ☆507Updated 3 years ago
• mrocklin / multipledispatch
  Multiple dispatch
  ☆839Updated 8 months ago
• pympler / pympler
  Development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application.
  ☆1,354Updated 2 months ago
• dry-python / classes
  Smart, pythonic, ad-hoc, typed polymorphism for Python
  ☆716Updated 8 months ago
• aio-libs / aiojobs
  Jobs scheduler for managing background task (asyncio)
  ☆893Updated this week
• mahmoud / glom
  ☄️ Python's nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it! ☄️
  ☆2,062Updated 7 months ago
• horejsek / python-fastjsonschema
  Fast JSON schema validator for Python.
  ☆476Updated 2 weeks ago
• dbrattli / aioreactive
  Async/await reactive tools for Python 3.10+
  ☆395Updated 2 months ago
• alex-sherman / unsync
  Unsynchronize asyncio
  ☆900Updated 7 months ago
• closeio / ciso8601
  Fast ISO8601 date time parser for Python written in C
  ☆568Updated last week
• psf / pyperf
  Toolkit to run Python benchmarks
  ☆869Updated 5 months ago
• ionelmc / pytest-benchmark
  pytest fixture for benchmarking code
  ☆1,363Updated 3 weeks ago
• PyCQA / flake8-bugbear
  A plugin for Flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodest…
  ☆1,099Updated 2 weeks ago
• lovasoa / marshmallow_dataclass
  Automatic generation of marshmallow schemas from dataclasses.
  ☆471Updated 2 months ago
• aio-libs / multidict
  The multidict implementation
  ☆469Updated 3 weeks ago
• aio-libs / yarl
  Yet another URL library
  ☆1,438Updated last week
• glyph / automat
  Self-service finite-state machines for the programmer on the go.
  ☆634Updated 3 weeks ago
• aio-libs / aiopg
  aiopg is a library for accessing a PostgreSQL database from the asyncio
  ☆1,419Updated last year
• agronholm / anyio
  High level asynchronous concurrency and networking framework that works on top of either Trio or asyncio
  ☆2,186Updated this week