Best-of Python

🏆 A ranked list of awesome Python open-source libraries & tools. Updated weekly.

This curated list contains 230 awesome open-source projects with a total of 770K stars grouped into 25 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Data Serialization 14 projects
Data Structures 8 projects
Data Validation 12 projects
Algorithms & Design Patterns 3 projects
Date & Time Utilities 9 projects
File & Path Utilities 9 projects
Compatiblity 7 projects
Cryptography 7 projects
Infrastructure & DevOps 15 projects
Process Utilities 4 projects
Asynchronous Programming 3 projects
Configuration 6 projects
CLI Development 17 projects
Development Tools 1 projects
Data Caching 3 projects
GUI Development 9 projects
Computer & Machine Vision 1 projects
Machine Learning & Data Engineering 1 projects
Text Data 5 projects
Web Development 1 projects
Database Clients 55 projects
File Formats 3 projects
Code Inspection 4 projects
General Utilities 13 projects
Python Implementations 6 projects
Others 17 projects

Explanation

🥇🥈🥉 Combined project-quality score
⭐️ Star count from GitHub
🐣 New project (less than 6 months old)
💤 Inactive project (6 months no activity)
💀 Dead project (12 months no activity)
📈📉 Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
👨‍💻 Contributors count from GitHub
🔀 Fork count from GitHub
📋 Issue count from GitHub
⏱️ Last update timestamp on package manager
📥 Download count from package manager
📦 Number of dependent projects

Data Serialization

protobuf (🥇41 · ⭐ 48K) - Protocol Buffers - Google's data interchange format. BSD-3

GitHub (👨‍💻 820 · 🔀 13K · 📥 25M · 📦 130K · 📋 4.6K - 26% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/protocolbuffers/protobuf
```
PyPi (📥 52M / month · 📦 25K · ⏱️ 08.04.2021):
```
 pip install protobuf
```
Conda (📥 4.8M · ⏱️ 12.04.2021):
```
 conda install -c conda-forge protobuf
```

flatbuffers (🥇33 · ⭐ 16K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

GitHub (👨‍💻 480 · 🔀 2.5K · 📥 29K · 📦 850 · 📋 1.7K - 9% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/google/flatbuffers
```
PyPi (📥 3M / month · 📦 170 · ⏱️ 12.03.2020):
```
 pip install flatbuffers
```

Conda (📥 230K · ⏱️ 23.11.2020):

 conda install -c conda-forge flatbuffers

ultrajson (🥇33 · ⭐ 3.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3

GitHub (👨‍💻 73 · 🔀 320 · 📦 23K · 📋 300 - 14% open · ⏱️ 12.04.2021):
```
 git clone https://github.com/ultrajson/ultrajson
```
PyPi (📥 9.3M / month · 📦 6.6K · ⏱️ 21.01.2021):
```
 pip install ujson
```

marshmallow (🥈32 · ⭐ 5.5K) - A lightweight library for converting complex objects to and from.. MIT

GitHub (👨‍💻 190 · 🔀 560 · 📦 27K · 📋 1K - 12% open · ⏱️ 21.04.2021):
```
 git clone https://github.com/marshmallow-code/marshmallow
```
PyPi (📥 7.8M / month · 📦 18K · ⏱️ 30.03.2021):
```
 pip install marshmallow
```

Conda (📥 550K · ⏱️ 30.03.2021):

 conda install -c conda-forge marshmallow

simplejson (🥈32 · ⭐ 1.4K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

GitHub (👨‍💻 36 · 🔀 300 · 📥 5.2K · 📦 62K · 📋 180 - 9% open · ⏱️ 29.12.2020):
```
 git clone https://github.com/simplejson/simplejson
```
PyPi (📥 13M / month · 📦 39K · ⏱️ 16.07.2020):
```
 pip install simplejson
```

Conda (📥 1.1M · ⏱️ 09.01.2021):

 conda install -c conda-forge simplejson

msgpack (🥈31 · ⭐ 1.4K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2

GitHub (👨‍💻 69 · 🔀 190 · 📥 830 · 📦 41K · 📋 230 - 1% open · ⏱️ 18.03.2021):
```
 git clone https://github.com/msgpack/msgpack-python
```
PyPi (📥 11M / month · 📦 2.6K · ⏱️ 18.12.2020):
```
 pip install msgpack
```

Conda (📥 3.8M · ⏱️ 08.01.2021):

 conda install -c conda-forge msgpack-python

dill (🥉30 · ⭐ 1.4K) - serialize all of python. BSD-3

GitHub (👨‍💻 27 · 🔀 120 · 📥 230K · 📋 340 - 39% open · ⏱️ 14.03.2021):
```
 git clone https://github.com/uqfoundation/dill
```
PyPi (📥 8.2M / month · 📦 5K · ⏱️ 02.11.2020):
```
 pip install dill
```
Conda (📥 1.1M · ⏱️ 02.11.2020):
```
 conda install -c conda-forge dill
```

cloudpickle (🥉30 · ⭐ 920) - Extended pickling support for Python objects. BSD-3

GitHub (👨‍💻 46 · 🔀 110 · 📥 16 · 📦 35K · 📋 180 - 27% open · ⏱️ 02.03.2021):
```
 git clone https://github.com/cloudpipe/cloudpickle
```
PyPi (📥 11M / month · 📦 4.1K · ⏱️ 25.08.2020):
```
 pip install cloudpickle
```

Conda (📥 4.3M · ⏱️ 26.08.2020):

 conda install -c conda-forge cloudpickle

jsonpickle (🥉30 · ⭐ 910) - Python library for serializing any arbitrary object graph into JSON... BSD-3

GitHub (👨‍💻 61 · 🔀 140 · 📋 240 - 24% open · ⏱️ 18.02.2021):
```
 git clone https://github.com/jsonpickle/jsonpickle
```
PyPi (📥 7.5M / month · 📦 3.3K · ⏱️ 08.02.2021):
```
 pip install jsonpickle
```

Conda (📥 690K · ⏱️ 12.04.2021):

 conda install -c conda-forge jsonpickle

orjson (🥉28 · ⭐ 2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

GitHub (👨‍💻 10 · 🔀 73 · 📦 2K · 📋 140 - 8% open · ⏱️ 15.04.2021):
```
 git clone https://github.com/ijl/orjson
```
PyPi (📥 820K / month · 📦 28 · ⏱️ 15.04.2021):
```
 pip install orjson
```
Conda (📥 110K · ⏱️ 15.04.2021):
```
 conda install -c conda-forge orjson
```

srsly (🥉28 · ⭐ 200) - Modern high-performance serialization utilities for Python (JSON,.. MIT

GitHub (👨‍💻 11 · 🔀 22 · 📦 10K · 📋 20 - 10% open · ⏱️ 15.04.2021):
```
 git clone https://github.com/explosion/srsly
```
PyPi (📥 1.8M / month · 📦 410 · ⏱️ 12.04.2021):
```
 pip install srsly
```
Conda (📥 410K · ⏱️ 12.04.2021):
```
 conda install -c conda-forge srsly
```

python-rapidjson (🥉26 · ⭐ 420) - Python wrapper around rapidjson. MIT

GitHub (👨‍💻 17 · 🔀 35 · 📦 1.2K · 📋 94 - 8% open · ⏱️ 13.12.2020):
```
 git clone https://github.com/python-rapidjson/python-rapidjson
```
PyPi (📥 510K / month · 📦 290 · ⏱️ 13.12.2020):
```
 pip install python-rapidjson
```

Conda (📥 460K · ⏱️ 12.01.2021):

 conda install -c conda-forge python-rapidjson

pysimdjson (🥉24 · ⭐ 440) - Python bindings for the simdjson project. MIT

GitHub (👨‍💻 9 · 🔀 30 · 📦 57 · 📋 63 - 20% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/TkTech/pysimdjson
```
PyPi (📥 200K / month · ⏱️ 04.02.2021):
```
 pip install pysimdjson
```

Show 1 hidden projects...

pyasn1 (🥉30 · ⭐ 180 · 💀) - Generic ASN.1 library for Python. BSD-2

Data Structures

pyrsistent (🥇33 · ⭐ 1.5K) - Persistent/Immutable/Functional data structures for Python. MIT

GitHub (👨‍💻 49 · 🔀 110 · 📦 82K · 📋 140 - 22% open · ⏱️ 30.11.2020):
```
 git clone https://github.com/tobgu/pyrsistent
```
PyPi (📥 25M / month · 📦 3.4K · ⏱️ 13.09.2020):
```
 pip install pyrsistent
```

Conda (📥 4.6M · ⏱️ 08.01.2021):

 conda install -c conda-forge pyrsistent

multidict (🥈31 · ⭐ 230) - The multidict implementation. Apache-2

GitHub (👨‍💻 36 · 🔀 60 · 📥 1.5K · 📋 120 - 8% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/aio-libs/multidict
```
PyPi (📥 25M / month · 📦 5.3K · ⏱️ 03.12.2020):
```
 pip install multidict
```

Conda (📥 1.8M · ⏱️ 11.01.2021):

 conda install -c conda-forge multidict

addict (🥈29 · ⭐ 2K) - The Python Dict that's better than heroin. MIT

GitHub (👨‍💻 31 · 🔀 130 · 📥 14 · 📦 1.5K · 📋 70 - 11% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/mewwts/addict
```
PyPi (📥 1.5M / month · 📦 370 · ⏱️ 21.11.2020):
```
 pip install addict
```
Conda (📥 190K · ⏱️ 31.03.2021):
```
 conda install -c conda-forge addict
```

python-sortedcontainers (🥉28 · ⭐ 2.2K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

GitHub (👨‍💻 19 · 🔀 140 · 📋 140 - 14% open · ⏱️ 09.11.2020):
```
 git clone https://github.com/grantjenks/python-sortedcontainers
```
PyPi (📥 7.8M / month · 📦 3.2K · ⏱️ 09.11.2020):
```
 pip install sortedcontainers
```

python-box (🥉26 · ⭐ 1.7K) - Python dictionaries with advanced dot notation access. MIT

GitHub (👨‍💻 1 · 🔀 70 · 📥 28 · 📦 1.3K · 📋 120 - 16% open · ⏱️ 13.02.2021):
```
 git clone https://github.com/cdgriffith/Box
```
PyPi (📥 810K / month · 📦 250 · ⏱️ 13.02.2021):
```
 pip install python-box
```

Conda (📥 76K · ⏱️ 13.02.2021):

 conda install -c conda-forge python-box

munch (🥉26 · ⭐ 470) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT

GitHub (👨‍💻 24 · 🔀 63 · 📋 34 - 20% open · ⏱️ 22.01.2021):
```
 git clone https://github.com/Infinidat/munch
```
PyPi (📥 1.9M / month · 📦 1.1K · ⏱️ 09.03.2020):
```
 pip install munch
```
Conda (📥 1M · ⏱️ 30.10.2019):
```
 conda install -c conda-forge munch
```

immutables (🥉25 · ⭐ 830) - A high-performance immutable mapping type for Python. Apache-2

GitHub (👨‍💻 10 · 🔀 38 · 📦 1.8K · 📋 33 - 30% open · ⏱️ 10.02.2021):
```
 git clone https://github.com/MagicStack/immutables
```
PyPi (📥 1.2M / month · 📦 100 · ⏱️ 10.02.2021):
```
 pip install immutables
```

Conda (📥 560K · ⏱️ 10.02.2021):

 conda install -c conda-forge immutables

ordered-set (🥉24 · ⭐ 120 · 💤) - A mutable set that remembers the order of its entries. One of.. MIT

GitHub (👨‍💻 17 · 🔀 31 · 📦 2.2K · 📋 34 - 29% open · ⏱️ 17.06.2020):
```
 git clone https://github.com/LuminosoInsight/ordered-set
```
PyPi (📥 3.2M / month · 📦 310 · ⏱️ 17.06.2020):
```
 pip install ordered-set
```

Conda (📥 71K · ⏱️ 18.06.2020):

 conda install -c conda-forge ordered-set

Data Validation

pydantic (🥇34 · ⭐ 6.2K) - Data parsing and validation using Python type hints. MIT

GitHub (👨‍💻 210 · 🔀 550 · 📦 18K · 📋 1.4K - 20% open · ⏱️ 12.04.2021):
```
 git clone https://github.com/samuelcolvin/pydantic
```
PyPi (📥 7.4M / month · 📦 390 · ⏱️ 03.03.2021):
```
 pip install pydantic
```
Conda (📥 590K · ⏱️ 04.03.2021):
```
 conda install -c conda-forge pydantic
```

jsonschema (🥇32 · ⭐ 3.2K) - An(other) implementation of JSON Schema for Python. MIT

GitHub (👨‍💻 84 · 🔀 440 · 📦 150K · 📋 580 - 12% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/Julian/jsonschema
```
PyPi (📥 26M / month · 📦 31K · ⏱️ 18.11.2019):
```
 pip install jsonschema
```

Conda (📥 6.2M · ⏱️ 04.03.2021):

 conda install -c conda-forge jsonschema

cerberus (🥇32 · ⭐ 2.5K) - Lightweight, extensible data validation library for Python. ISC

GitHub (👨‍💻 62 · 🔀 210 · 📦 9.3K · 📋 320 - 10% open · ⏱️ 11.04.2021):
```
 git clone https://github.com/pyeve/cerberus
```
PyPi (📥 1.6M / month · 📦 1.5K · ⏱️ 11.04.2021):
```
 pip install cerberus
```
Conda (📥 130K · ⏱️ 02.12.2019):
```
 conda install -c conda-forge cerberus
```

voluptuous (🥈31 · ⭐ 1.7K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

GitHub (👨‍💻 86 · 🔀 190 · 📦 3.2K · 📋 230 - 17% open · ⏱️ 19.02.2021):
```
 git clone https://github.com/alecthomas/voluptuous
```
PyPi (📥 1.1M / month · 📦 2.2K · ⏱️ 06.12.2020):
```
 pip install voluptuous
```

Conda (📥 100K · ⏱️ 30.12.2020):

 conda install -c conda-forge voluptuous

schema (🥈30 · ⭐ 2.3K) - Schema validation just got Pythonic. MIT

GitHub (👨‍💻 61 · 🔀 170 · 📦 2.7K · 📋 130 - 52% open · ⏱️ 12.03.2021):
```
 git clone https://github.com/keleshev/schema
```
PyPi (📥 970K / month · 📦 1K · ⏱️ 01.02.2021):
```
 pip install schema
```
Conda (📥 26K · ⏱️ 01.02.2021):
```
 conda install -c conda-forge schema
```

validators (🥉29 · ⭐ 480) - Python Data Validation for Humans. MIT

GitHub (👨‍💻 38 · 🔀 86 · 📦 14K · 📋 120 - 72% open · ⏱️ 01.03.2021):
```
 git clone https://github.com/kvesteri/validators
```
PyPi (📥 1.2M / month · 📦 1.9K · ⏱️ 18.12.2020):
```
 pip install validators
```

Conda (📥 15K · ⏱️ 18.12.2020):

 conda install -c conda-forge validators

param (🥉27 · ⭐ 210) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3

GitHub (👨‍💻 27 · 🔀 42 · 📦 1.6K · 📋 260 - 46% open · ⏱️ 12.04.2021):
```
 git clone https://github.com/holoviz/param
```
PyPi (📥 130K / month · 📦 140 · ⏱️ 12.04.2021):
```
 pip install param
```
Conda (📥 290K · ⏱️ 08.01.2021):
```
 conda install -c conda-forge param
```

strictyaml (🥉24 · ⭐ 860) - Type-safe YAML parser and validator. MIT

GitHub (👨‍💻 16 · 🔀 37 · 📦 260 · 📋 120 - 50% open · ⏱️ 28.03.2021):
```
 git clone https://github.com/crdoconnor/strictyaml
```
PyPi (📥 30K / month · 📦 50 · ⏱️ 28.03.2021):
```
 pip install strictyaml
```

Conda (📥 62K · ⏱️ 19.01.2021):

 conda install -c conda-forge strictyaml

validr (🥉20 · ⭐ 210) - A simple, fast, extensible python library for data validation. MIT

GitHub (👨‍💻 7 · 🔀 11 · ⏱️ 23.04.2021):
```
 git clone https://github.com/guyskk/validr
```
PyPi (📥 14K / month · 📦 4 · ⏱️ 10.03.2021):
```
 pip install validr
```

typical (🥉14 · ⭐ 110) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT

GitHub (👨‍💻 4 · 🔀 6 · 📋 76 - 17% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/seandstewart/typical
```
PyPi (📥 840 / month · 📦 2 · ⏱️ 27.04.2021):
```
 pip install typical
```

Show 2 hidden projects...

schematics (🥈30 · ⭐ 2.4K · 💀) - Python Data Structures for Humans. BSD-3
valideer (🥉19 · ⭐ 240 · 💀) - Lightweight data validation and adaptation Python library. MIT

Algorithms & Design Patterns

transitions (🥇29 · ⭐ 3.6K) - A lightweight, object-oriented finite state machine implementation.. MIT

GitHub (👨‍💻 65 · 🔀 430 · 📦 1.6K · 📋 370 - 2% open · ⏱️ 19.04.2021):
```
 git clone https://github.com/pytransitions/transitions
```
PyPi (📥 240K / month · 📦 350 · ⏱️ 13.02.2021):
```
 pip install transitions
```

Conda (📥 16K · ⏱️ 07.04.2021):

 conda install -c conda-forge transitions

algorithms (🥉26 · ⭐ 19K) - Minimal examples of data structures and algorithms in Python. MIT

GitHub (👨‍💻 170 · 🔀 3.9K · 📦 46 · 📋 250 - 64% open · ⏱️ 23.03.2021):
```
 git clone https://github.com/keon/algorithms
```
PyPi (📥 810 / month · 📦 14 · ⏱️ 04.10.2020):
```
 pip install algorithms
```

Show 1 hidden projects...

PyPattyrn (🥉18 · ⭐ 1.2K · 💀) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

arrow (🥇35 · ⭐ 7.4K) - Better dates & times for Python. Apache-2

GitHub (👨‍💻 240 · 🔀 570 · 📦 19K · 📋 410 - 11% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/arrow-py/arrow
```
PyPi (📥 3.7M / month · 📦 7.4K · ⏱️ 27.04.2021):
```
 pip install arrow
```
Conda (📥 550K · ⏱️ 28.04.2021):
```
 conda install -c conda-forge arrow
```

python-dateutil (🥇35 · ⭐ 1.6K · 💤) - Useful extensions to the standard Python datetime.. Apache-2

GitHub (👨‍💻 120 · 🔀 350 · 📥 34K · 📋 600 - 43% open · ⏱️ 28.09.2020):
```
 git clone https://github.com/dateutil/dateutil
```
PyPi (📥 100M / month · 📦 120K · ⏱️ 03.11.2019):
```
 pip install python-dateutil
```

Conda (📥 15M · ⏱️ 03.11.2019):

 conda install -c conda-forge python-dateutil

pytz (🥈32 · ⭐ 160) - pytz Python historical timezone library and database. MIT

GitHub (👨‍💻 16 · 🔀 54 · 📦 720K · 📋 37 - 43% open · ⏱️ 22.03.2021):
```
 git clone https://github.com/stub42/pytz
```
PyPi (📥 55M / month · 📦 150K · ⏱️ 01.02.2021):
```
 pip install pytz
```
Conda (📥 14M · ⏱️ 01.02.2021):
```
 conda install -c conda-forge pytz
```

dateparser (🥈31 · ⭐ 1.8K) - python parser for human readable dates. BSD-3

GitHub (👨‍💻 100 · 🔀 350 · 📦 6.2K · 📋 520 - 41% open · ⏱️ 13.04.2021):
```
 git clone https://github.com/scrapinghub/dateparser
```
PyPi (📥 1.6M / month · 📦 1.4K · ⏱️ 29.10.2020):
```
 pip install dateparser
```

Conda (📥 43K · ⏱️ 29.10.2020):

 conda install -c conda-forge dateparser

pendulum (🥉30 · ⭐ 4.4K) - Python datetimes made easy. MIT

GitHub (👨‍💻 66 · 🔀 240 · 📋 410 - 45% open · ⏱️ 11.02.2021):
```
 git clone https://github.com/sdispater/pendulum
```
PyPi (📥 3.9M / month · 📦 1.1K · ⏱️ 24.07.2020):
```
 pip install pendulum
```
Conda (📥 320K · ⏱️ 08.11.2020):
```
 conda install -c conda-forge pendulum
```

holidays (🥉28 · ⭐ 550) - Generate and work with holidays in Python. MIT

GitHub (👨‍💻 140 · 🔀 240 · 📥 150 · 📋 190 - 9% open · ⏱️ 02.04.2021):
```
 git clone https://github.com/dr-prodigy/python-holidays
```
PyPi (📥 2.3M / month · 📦 560 · ⏱️ 02.04.2021):
```
 pip install holidays
```
Conda (📥 570K · ⏱️ 02.04.2021):
```
 conda install -c conda-forge holidays
```

parsedatetime (🥉27 · ⭐ 600 · 💤) - Parse human-readable date/time strings. Apache-2

GitHub (👨‍💻 49 · 🔀 100 · 📦 3.1K · 📋 160 - 40% open · ⏱️ 31.05.2020):
```
 git clone https://github.com/bear/parsedatetime
```
PyPi (📥 1M / month · 📦 2.3K · ⏱️ 31.05.2020):
```
 pip install parsedatetime
```

Conda (📥 85K · ⏱️ 10.06.2020):

 conda install -c conda-forge parsedatetime

tzlocal (🥉27 · ⭐ 130 · 💤) - A Python module that tries to figure out what your local timezone is. MIT

GitHub (👨‍💻 21 · 🔀 45 · 📋 55 - 10% open · ⏱️ 30.09.2020):
```
 git clone https://github.com/regebro/tzlocal
```
PyPi (📥 8.2M / month · 📦 6K · ⏱️ 21.09.2020):
```
 pip install tzlocal
```
Conda (📥 510K · ⏱️ 08.05.2020):
```
 conda install -c conda-forge tzlocal
```

Show 1 hidden projects...

isodate (🥉27 · ⭐ 98 · 💀) - ISO 8601 date/time parser. BSD-3

File & Path Utilities

watchdog (🥇33 · ⭐ 4.7K) - Python library and shell utilities to monitor filesystem events. Apache-2

GitHub (👨‍💻 110 · 🔀 550 · 📦 33K · 📋 500 - 25% open · ⏱️ 22.04.2021):
```
 git clone https://github.com/gorakhargosh/watchdog
```
PyPi (📥 2.5M / month · 📦 14K · ⏱️ 22.02.2021):
```
 pip install watchdog
```
Conda (📥 490K · ⏱️ 22.04.2021):
```
 conda install -c conda-forge watchdog
```

appdirs (🥈30 · ⭐ 720) - A small Python module for determining appropriate platform-specific dirs,.. MIT

GitHub (👨‍💻 33 · 🔀 76 · 📦 110K · 📋 93 - 46% open · ⏱️ 28.01.2021):
```
 git clone https://github.com/ActiveState/appdirs
```
PyPi (📥 23M / month · 📦 26K · ⏱️ 11.05.2020):
```
 pip install appdirs
```
Conda (📥 2.7M · ⏱️ 19.10.2020):
```
 conda install -c conda-forge appdirs
```

scandir (🥈28 · ⭐ 470) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3

GitHub (👨‍💻 20 · 🔀 59 · 📦 12K · 📋 91 - 12% open · ⏱️ 27.02.2021):
```
 git clone https://github.com/benhoyt/scandir
```
PyPi (📥 3.9M / month · 📦 4.1K · ⏱️ 09.03.2019):
```
 pip install scandir
```
Conda (📥 1.1M · ⏱️ 12.01.2021):
```
 conda install -c conda-forge scandir
```

pyfilesystem2 (🥉27 · ⭐ 1.3K) - Python's Filesystem abstraction layer. MIT

GitHub (👨‍💻 40 · 🔀 130 · 📋 300 - 19% open · ⏱️ 12.04.2021):
```
 git clone https://github.com/pyfilesystem/pyfilesystem2
```
PyPi (📥 330K / month · 📦 800 · ⏱️ 27.03.2021):
```
 pip install fs
```

aiofiles (🥉26 · ⭐ 1.5K) - File support for asyncio. Apache-2

GitHub (👨‍💻 19 · 🔀 110 · 📋 71 - 54% open · ⏱️ 01.04.2021):
```
 git clone https://github.com/Tinche/aiofiles
```
PyPi (📥 1.8M / month · 📦 1.6K · ⏱️ 27.10.2020):
```
 pip install aiofiles
```
Conda (📥 160K · ⏱️ 28.10.2020):
```
 conda install -c conda-forge aiofiles
```

path (🥉23 · ⭐ 950) - Object-oriented file system path manipulation. MIT

GitHub (👨‍💻 43 · 🔀 130 · 📋 120 - 2% open · ⏱️ 28.03.2021):
```
 git clone https://github.com/jaraco/path
```
PyPi (📥 230K / month · 📦 78 · ⏱️ 21.02.2021):
```
 pip install path
```
Conda (📥 93K · ⏱️ 22.02.2021):
```
 conda install -c conda-forge path
```

Show 3 hidden projects...

filelock (🥈28 · ⭐ 300 · 💀) - A platform independent file lock for Python. Unlicense
zipp (🥉26 · ⭐ 21) - Backport of pathlib-compatible object wrapper for zip files. MIT
Unipath (🥉23 · ⭐ 500 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

future (🥇35 · ⭐ 1.1K) - Easy, clean, reliable Python 2/3 compatibility. MIT

GitHub (👨‍💻 100 · 🔀 260 · 📦 140K · 📋 380 - 48% open · ⏱️ 27.11.2020):
```
 git clone https://github.com/PythonCharmers/python-future
```
PyPi (📥 31M / month · 📦 28K · ⏱️ 31.10.2019):
```
 pip install future
```
Conda (📥 3.6M · ⏱️ 08.01.2021):
```
 conda install -c conda-forge future
```

six (🥈34 · ⭐ 770) - Python 2 and 3 compatibility library. MIT

GitHub (👨‍💻 63 · 🔀 200 · 📦 850K · 📋 280 - 38% open · ⏱️ 19.04.2021):
```
 git clone https://github.com/benjaminp/six
```
PyPi (📥 120M / month · 📦 240K · ⏱️ 21.05.2020):
```
 pip install six
```
Conda (📥 15M · ⏱️ 21.05.2020):
```
 conda install -c conda-forge six
```

typing (🥈30 · ⭐ 900) - Work related to PEP 484: typing.py and typing_extensions.py (both.. Python-2.0

GitHub (👨‍💻 63 · 🔀 140 · 📦 30K · 📋 570 - 21% open · ⏱️ 13.04.2021):
```
 git clone https://github.com/python/typing
```
PyPi (📥 8.1M / month · 📦 8.4K · ⏱️ 13.07.2020):
```
 pip install typing
```
Conda (📥 690K · ⏱️ 18.12.2020):
```
 conda install -c conda-forge typing
```

dataclasses (🥉27 · ⭐ 500) - A backport of the dataclasses module for Python 3.6. Apache-2

GitHub (👨‍💻 11 · 🔀 40 · 📦 14K · 📋 120 - 8% open · ⏱️ 13.11.2020):
```
 git clone https://github.com/ericvsmith/dataclasses
```
PyPi (📥 6.9M / month · 📦 950 · ⏱️ 13.11.2020):
```
 pip install dataclasses
```

Conda (📥 1.4M · ⏱️ 08.03.2021):

 conda install -c conda-forge dataclasses

Show 3 hidden projects...

futures (🥉27 · ⭐ 220 · 💀) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
pathlib2 (🥉26 · ⭐ 63 · 💀) - Backport of pathlib aiming to support the full stdlib Python API. As.. MIT
contextlib2 (🥉24 · ⭐ 30) - contextlib2 is a backport of the standard library's contextlib.. ❗️psfrag

Cryptography

cryptography (🥇34 · ⭐ 4.1K) - cryptography is a package designed to expose cryptographic.. BSD-3

GitHub (👨‍💻 230 · 🔀 840 · 📦 170K · 📋 1.7K - 2% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/pyca/cryptography
```
PyPi (📥 54M / month · 📦 34K · ⏱️ 25.03.2021):
```
 pip install cryptography
```

Conda (📥 12M · ⏱️ 27.03.2021):

 conda install -c conda-forge cryptography

pycryptodomex (🥇34 · ⭐ 1.6K) - A self-contained cryptographic library for Python. BSD-3

GitHub (👨‍💻 100 · 🔀 280 · 📦 26K · 📋 410 - 13% open · ⏱️ 29.03.2021):
```
 git clone https://github.com/Legrandin/pycryptodome
```
PyPi (📥 9.6M / month · 📦 1.5K · ⏱️ 09.02.2021):
```
 pip install pycryptodomex
```

Conda (📥 370K · ⏱️ 10.02.2021):

 conda install -c conda-forge pycryptodomex

asn1crypto (🥈31 · ⭐ 230) - Python ASN.1 library with a focus on performance and a pythonic API. MIT

GitHub (👨‍💻 31 · 🔀 96 · 📦 76K · 📋 140 - 21% open · ⏱️ 01.11.2020):
```
 git clone https://github.com/wbond/asn1crypto
```
PyPi (📥 9.8M / month · 📦 14K · ⏱️ 28.07.2020):
```
 pip install asn1crypto
```

Conda (📥 5.4M · ⏱️ 28.07.2020):

 conda install -c conda-forge asn1crypto

rsa (🥉29 · ⭐ 310) - Python-RSA is a pure-Python RSA implementation. Apache-2

GitHub (👨‍💻 33 · 🔀 65 · 📋 99 - 17% open · ⏱️ 29.03.2021):
```
 git clone https://github.com/sybrenstuvel/python-rsa
```
PyPi (📥 74M / month · 📦 13K · ⏱️ 15.02.2021):
```
 pip install rsa
```
Conda (📥 3.3M · ⏱️ 24.02.2021):
```
 conda install -c conda-forge rsa
```

keyring (🥉28 · ⭐ 680) - Store and access your passwords safely. MIT

GitHub (👨‍💻 93 · 🔀 96 · 📋 400 - 4% open · ⏱️ 25.03.2021):
```
 git clone https://github.com/jaraco/keyring
```
PyPi (📥 5.4M / month · 📦 5.9K · ⏱️ 25.03.2021):
```
 pip install keyring
```
Conda (📥 990K · ⏱️ 25.03.2021):
```
 conda install -c conda-forge keyring
```

bcrypt (🥉27 · ⭐ 740) - Modern(-ish) password hashing for your software and your servers. Apache-2

GitHub (👨‍💻 28 · 🔀 99 · 📋 85 - 1% open · ⏱️ 18.04.2021):
```
 git clone https://github.com/pyca/bcrypt
```
PyPi (📥 15M / month · 📦 15K · ⏱️ 16.08.2020):
```
 pip install bcrypt
```
Conda (📥 740K · ⏱️ 14.01.2021):
```
 conda install -c conda-forge bcrypt
```

tink (🥉25 · ⭐ 11K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2

GitHub (👨‍💻 89 · 🔀 920 · 📥 880 · 📦 8 · 📋 330 - 21% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/google/tink
```
PyPi (📥 51K / month · ⏱️ 15.10.2020):
```
 pip install tink
```

Infrastructure & DevOps

awscli (🥇39 · ⭐ 11K) - Universal Command Line Interface for Amazon Web Services. Apache-2

GitHub (👨‍💻 340 · 🔀 2.6K · 📥 570 · 📦 21K · 📋 3.7K - 19% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/aws/aws-cli
```
PyPi (📥 60M / month · 📦 5.4K · ⏱️ 28.04.2021):
```
 pip install awscli
```
Conda (📥 7M · ⏱️ 29.04.2021):
```
 conda install -c conda-forge awscli
```

botocore (🥇37 · ⭐ 960) - The low-level, core functionality of boto 3. Apache-2

GitHub (👨‍💻 160 · 🔀 760 · 📦 81K · 📋 840 - 24% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/boto/botocore
```
PyPi (📥 130M / month · 📦 14K · ⏱️ 26.04.2021):
```
 pip install botocore
```
Conda (📥 7.1M · ⏱️ 28.04.2021):
```
 conda install -c conda-forge botocore
```

docker-compose (🥈36 · ⭐ 22K) - Define and run multi-container applications with Docker. Apache-2

GitHub (👨‍💻 410 · 🔀 3.7K · 📥 150M · 📦 6.5K · 📋 5.5K - 9% open · ⏱️ 15.04.2021):
```
 git clone https://github.com/docker/compose
```
PyPi (📥 2.1M / month · 📦 2.2K · ⏱️ 06.04.2021):
```
 pip install docker-compose
```

Conda (📥 100K · ⏱️ 14.04.2021):

 conda install -c conda-forge docker-compose

docker (🥈36 · ⭐ 5.2K) - A Python library for the Docker Engine API. Apache-2

GitHub (👨‍💻 390 · 🔀 1.4K · 📦 21K · 📋 1.5K - 27% open · ⏱️ 06.04.2021):
```
 git clone https://github.com/docker/docker-py
```
PyPi (📥 21M / month · 📦 4.4K · ⏱️ 06.04.2021):
```
 pip install docker
```

Conda (📥 1.1M · ⏱️ 07.04.2021):

 conda install -c conda-forge docker-py

ansible (🥈35 · ⭐ 48K · 📈) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0

GitHub (👨‍💻 6.4K · 🔀 21K · 📦 17K · 📋 30K - 6% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/ansible/ansible
```
PyPi (📥 5.4M / month · 📦 7.7K · ⏱️ 29.04.2021):
```
 pip install ansible
```
Conda (📥 300K · ⏱️ 21.04.2021):
```
 conda install -c conda-forge ansible
```

paramiko (🥈34 · ⭐ 6.9K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

GitHub (👨‍💻 160 · 🔀 1.7K · 📦 41K · 📋 1.4K - 59% open · ⏱️ 12.02.2021):
```
 git clone https://github.com/paramiko/paramiko
```
PyPi (📥 15M / month · 📦 23K · ⏱️ 30.08.2020):
```
 pip install paramiko
```
Conda (📥 870K · ⏱️ 01.09.2020):
```
 conda install -c conda-forge paramiko
```

kubernetes (🥉33 · ⭐ 3.6K) - Official Python client library for kubernetes. Apache-2

GitHub (👨‍💻 87 · 🔀 2K · 📦 9.8K · 📋 910 - 10% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/kubernetes-client/python
```
PyPi (📥 4.1M / month · 📦 1.4K · ⏱️ 22.04.2021):
```
 pip install kubernetes
```

Conda (📥 220K · ⏱️ 09.04.2021):

 conda install -c conda-forge kubernetes

fabric (🥉32 · ⭐ 13K) - Simple, Pythonic remote execution and deployment. BSD-2

GitHub (👨‍💻 130 · 🔀 1.8K · 📋 1.7K - 24% open · ⏱️ 19.03.2021):
```
 git clone https://github.com/fabric/fabric
```
PyPi (📥 960K / month · 📦 290 · ⏱️ 19.01.2021):
```
 pip install fabric
```
Conda (📥 38K · ⏱️ 09.03.2021):
```
 conda install -c conda-forge fabric
```

schedule (🥉32 · ⭐ 8.5K) - Python job scheduling for humans. MIT

GitHub (👨‍💻 44 · 🔀 780 · 📦 11K · 📋 330 - 31% open · ⏱️ 10.04.2021):
```
 git clone https://github.com/dbader/schedule
```
PyPi (📥 1.6M / month · 📦 2.2K · ⏱️ 10.04.2021):
```
 pip install schedule
```
Conda (📥 5.7K · ⏱️ 10.04.2021):
```
 conda install -c conda-forge schedule
```

sshtunnel (🥉28 · ⭐ 810) - SSH tunnels to remote server. MIT

GitHub (👨‍💻 23 · 🔀 130 · 📦 2.2K · 📋 150 - 13% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/pahaz/sshtunnel
```
PyPi (📥 890K / month · 📦 260 · ⏱️ 11.01.2021):
```
 pip install sshtunnel
```

Conda (📥 68K · ⏱️ 16.11.2020):

 conda install -c conda-forge sshtunnel

pyinfra (🥉21 · ⭐ 1.2K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT

GitHub (👨‍💻 48 · 🔀 110 · 📦 24 · 📋 420 - 12% open · ⏱️ 26.04.2021):
```
 git clone https://github.com/Fizzadar/pyinfra
```
PyPi (📥 3.1K / month · 📦 4 · ⏱️ 26.04.2021):
```
 pip install pyinfra
```

Show 4 hidden projects...

storm (🥉24 · ⭐ 3.8K · 💀) - Manage your SSH like a boss. MIT
fabtools (🥉24 · ⭐ 1.2K · 💀) - Tools for writing awesome Fabric files. BSD-2
parallel-ssh (🥉23 · ⭐ 880) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
wssh (🥉14 · ⭐ 1.3K · 💀) - SSH to WebSockets Bridge. MIT

Process Utilities

pexpect (🥇34 · ⭐ 2K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC

GitHub (👨‍💻 92 · 🔀 420 · 📥 3.9K · 📦 130K · 📋 420 - 38% open · ⏱️ 17.04.2021):
```
 git clone https://github.com/pexpect/pexpect
```
PyPi (📥 17M / month · 📦 31K · ⏱️ 21.01.2020):
```
 pip install pexpect
```
Conda (📥 4.6M · ⏱️ 12.10.2020):
```
 conda install -c conda-forge pexpect
```

supervisor (🥈33 · ⭐ 6.8K) - Supervisor process control system for UNIX. ❗️Repoze Public License

GitHub (👨‍💻 160 · 🔀 1.1K · 📦 5.8K · 📋 1K - 12% open · ⏱️ 19.03.2021):
```
 git clone https://github.com/Supervisor/supervisor
```
PyPi (📥 920K / month · 📦 3.8K · ⏱️ 26.02.2021):
```
 pip install supervisor
```

Conda (📥 150K · ⏱️ 04.03.2021):

 conda install -c conda-forge supervisor

sh (🥉31 · ⭐ 5.7K) - Python process launching. MIT

GitHub (👨‍💻 81 · 🔀 440 · 📦 6.9K · 📋 390 - 4% open · ⏱️ 17.04.2021):
```
 git clone https://github.com/amoffat/sh
```
PyPi (📥 1.8M / month · 📦 4.5K · ⏱️ 24.10.2020):
```
 pip install sh
```
Conda (📥 98K · ⏱️ 09.01.2021):
```
 conda install -c conda-forge sh
```

ptyprocess (🥉28 · ⭐ 140) - Run a subprocess in a pseudo terminal. ISC

GitHub (👨‍💻 14 · 🔀 55 · 📋 33 - 51% open · ⏱️ 10.04.2021):
```
 git clone https://github.com/pexpect/ptyprocess
```
PyPi (📥 18M / month · 📦 25K · ⏱️ 28.12.2020):
```
 pip install ptyprocess
```

Conda (📥 4.4M · ⏱️ 31.12.2020):

 conda install -c conda-forge ptyprocess

Asynchronous Programming

greenlet (🥇34 · ⭐ 1.2K) - Lightweight in-process concurrent programming. MIT

GitHub (👨‍💻 55 · 🔀 200 · 📦 60K · 📋 130 - 8% open · ⏱️ 18.01.2021):
```
 git clone https://github.com/python-greenlet/greenlet
```
PyPi (📥 17M / month · 📦 20K · ⏱️ 13.01.2021):
```
 pip install greenlet
```
Conda (📥 590K · ⏱️ 17.03.2021):
```
 conda install -c conda-forge greenlet
```

uvloop (🥉32 · ⭐ 7.7K) - Ultra fast asyncio event loop. MIT

GitHub (👨‍💻 41 · 🔀 450 · 📥 320 · 📦 22K · 📋 250 - 15% open · ⏱️ 19.02.2021):
```
 git clone https://github.com/MagicStack/uvloop
```
PyPi (📥 1.7M / month · 📦 2.4K · ⏱️ 19.02.2021):
```
 pip install uvloop
```
Conda (📥 320K · ⏱️ 19.02.2021):
```
 conda install -c conda-forge uvloop
```

Show 1 hidden projects...

stopit (🥉20 · ⭐ 87 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

Configuration

traitlets (🥇33 · ⭐ 420) - A lightweight Traits like module. BSD-3

GitHub (👨‍💻 97 · 🔀 160 · 📦 150K · 📋 220 - 38% open · ⏱️ 23.04.2021):
```
 git clone https://github.com/ipython/traitlets
```
PyPi (📥 14M / month · 📦 28K · ⏱️ 15.10.2020):
```
 pip install traitlets
```

Conda (📥 6.5M · ⏱️ 15.10.2020):

 conda install -c conda-forge traitlets

python-decouple (🥈29 · ⭐ 1.7K · 📈) - Strict separation of config from code. MIT

GitHub (👨‍💻 21 · 🔀 140 · 📦 36K · 📋 64 - 25% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/henriquebastos/python-decouple
```
PyPi (📥 420K / month · 📦 6K · ⏱️ 05.01.2021):
```
 pip install python-decouple
```

Conda (📥 19K · ⏱️ 05.01.2021):

 conda install -c conda-forge python-decouple

Dynaconf (🥈29 · ⭐ 1.7K) - Configuration Management for Python. MIT

GitHub (👨‍💻 62 · 🔀 160 · 📦 1.1K · 📋 260 - 18% open · ⏱️ 15.03.2021):
```
 git clone https://github.com/rochacbruno/dynaconf
```
PyPi (📥 260K / month · 📦 92 · ⏱️ 08.03.2021):
```
 pip install dynaconf
```
Conda (📥 790 · ⏱️ 08.03.2021):
```
 conda install -c conda-forge dynaconf
```

configobj (🥈29 · ⭐ 250) - Python 3+ compatible port of the configobj library. BSD-3

GitHub (👨‍💻 22 · 🔀 62 · 📦 13K · 📋 140 - 49% open · ⏱️ 14.10.2020):
```
 git clone https://github.com/DiffSK/configobj
```
PyPi (📥 1.7M / month · 📦 6.2K · ⏱️ 26.08.2014):
```
 pip install configobj
```

Conda (📥 240K · ⏱️ 29.07.2018):

 conda install -c conda-forge configobj

omegaconf (🥉26 · ⭐ 680) - Flexible Python configuration system. The last one you will ever need. BSD-3

GitHub (👨‍💻 19 · 🔀 45 · 📦 880 · 📋 360 - 13% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/omry/omegaconf
```
PyPi (📥 330K / month · 📦 8 · ⏱️ 20.04.2021):
```
 pip install omegaconf
```

Conda (📥 180K · ⏱️ 11.03.2021):

 conda install -c conda-forge omegaconf

hydra (🥉25 · ⭐ 4.2K) - Hydra is a framework for elegantly configuring complex applications. MIT

GitHub (👨‍💻 72 · 🔀 350 · 📋 750 - 11% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/facebookresearch/hydra
```
PyPi (📥 5.8K / month · 📦 6 · ⏱️ 03.08.2016):
```
 pip install hydra
```

Conda (📥 120K · ⏱️ 04.02.2021):

 conda install -c conda-forge hydra-core

CLI Development

click (🥇38 · ⭐ 11K) - Python composable command line interface toolkit. BSD-3

GitHub (👨‍💻 290 · 🔀 1K · 📦 500K · 📋 1.1K - 5% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/pallets/click
```
PyPi (📥 50M / month · 📦 110K · ⏱️ 16.04.2021):
```
 pip install click
```
Conda (📥 7.2M · ⏱️ 27.04.2020):
```
 conda install -c conda-forge click
```

python-prompt-toolkit (🥇35 · ⭐ 7K) - Library for building powerful interactive command line.. BSD-3

GitHub (👨‍💻 180 · 🔀 540 · 📦 140K · 📋 890 - 45% open · ⏱️ 23.03.2021):
```
 git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
PyPi (📥 16M / month · 📦 6.2K · ⏱️ 03.10.2019):
```
 pip install prompt_toolkit
```

colorama (🥈34 · ⭐ 2.4K) - Simple cross-platform colored terminal text in Python. BSD-3

GitHub (👨‍💻 40 · 🔀 180 · 📦 180K · 📋 220 - 53% open · ⏱️ 11.02.2021):
```
 git clone https://github.com/tartley/colorama
```
PyPi (📥 52M / month · 📦 32K · ⏱️ 13.10.2020):
```
 pip install colorama
```
Conda (📥 3.5M · ⏱️ 16.10.2020):
```
 conda install -c conda-forge colorama
```

python-fire (🥈33 · ⭐ 19K) - Python Fire is a library for automatically generating command.. Apache-2

GitHub (👨‍💻 46 · 🔀 1.1K · 📦 7.3K · 📋 240 - 41% open · ⏱️ 12.04.2021):
```
 git clone https://github.com/google/python-fire
```
PyPi (📥 1.1M / month · 📦 1.2K · ⏱️ 22.01.2021):
```
 pip install fire
```
Conda (📥 110K · ⏱️ 22.01.2021):
```
 conda install -c conda-forge fire
```

rich (🥈32 · ⭐ 25K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

GitHub (👨‍💻 87 · 🔀 740 · 📦 3.7K · 📋 430 - 0% open · ⏱️ 25.04.2021):
```
 git clone https://github.com/willmcgugan/rich
```
PyPi (📥 1.8M / month · ⏱️ 03.04.2021):
```
 pip install rich
```
Conda (📥 180K · ⏱️ 03.04.2021):
```
 conda install -c conda-forge rich
```

emoji (🥈31 · ⭐ 1.2K) - emoji terminal output for Python. BSD-3

GitHub (👨‍💻 49 · 🔀 210 · 📦 18K · 📋 97 - 14% open · ⏱️ 21.04.2021):
```
 git clone https://github.com/carpedm20/emoji
```
PyPi (📥 2.9M / month · 📦 2K · ⏱️ 27.01.2021):
```
 pip install emoji
```
Conda (📥 12K · ⏱️ 23.01.2021):
```
 conda install -c conda-forge emoji
```

argcomplete (🥉30 · ⭐ 960) - Python and tab completion, better together. Apache-2

GitHub (👨‍💻 54 · 🔀 98 · 📥 130 · 📦 9.5K · 📋 180 - 20% open · ⏱️ 19.04.2021):
```
 git clone https://github.com/kislyuk/argcomplete
```
PyPi (📥 4.4M / month · 📦 2.8K · ⏱️ 19.04.2021):
```
 pip install argcomplete
```

Conda (📥 190K · ⏱️ 22.04.2021):

 conda install -c conda-forge argcomplete

wcwidth (🥉30 · ⭐ 200 · 💤) - Python library that measures the width of unicode strings rendered to.. MIT

GitHub (👨‍💻 11 · 🔀 35 · 📦 180K · 📋 28 - 32% open · ⏱️ 14.07.2020):
```
 git clone https://github.com/jquast/wcwidth
```
PyPi (📥 16M / month · 📦 25K · ⏱️ 23.06.2020):
```
 pip install wcwidth
```
Conda (📥 6M · ⏱️ 24.09.2020):
```
 conda install -c conda-forge wcwidth
```

ConfigArgParse (🥉28 · ⭐ 480) - A drop-in replacement for argparse that allows options to also be.. MIT

GitHub (👨‍💻 43 · 🔀 86 · 📦 5K · 📋 150 - 32% open · ⏱️ 15.03.2021):
```
 git clone https://github.com/bw2/ConfigArgParse
```
PyPi (📥 1.2M / month · 📦 2.3K · ⏱️ 15.03.2021):
```
 pip install configargparse
```

Conda (📥 190K · ⏱️ 15.03.2021):

 conda install -c conda-forge configargparse

asciimatics (🥉27 · ⭐ 2.6K) - A cross platform package to do curses-like operations, plus.. Apache-2

GitHub (👨‍💻 34 · 🔀 200 · 📦 460 · 📋 240 - 7% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/peterbrittain/asciimatics
```
PyPi (📥 9.7K / month · 📦 120 · ⏱️ 05.04.2021):
```
 pip install asciimatics
```

Conda (📥 61K · ⏱️ 09.04.2021):

 conda install -c conda-forge asciimatics

blessings (🥉27 · ⭐ 1.2K) - A thin, practical wrapper around terminal capabilities in Python. MIT

GitHub (👨‍💻 16 · 🔀 93 · 📦 5.1K · 📋 83 - 36% open · ⏱️ 20.10.2020):
```
 git clone https://github.com/erikrose/blessings
```
PyPi (📥 1.8M / month · 📦 2.5K · ⏱️ 21.06.2018):
```
 pip install blessings
```

Conda (📥 100K · ⏱️ 08.01.2021):

 conda install -c conda-forge blessings

cleo (🥉24 · ⭐ 710) - Cleo allows you to create beautiful and testable command-line interfaces. MIT

GitHub (👨‍💻 6 · 🔀 36 · 📋 67 - 61% open · ⏱️ 21.02.2021):
```
 git clone https://github.com/sdispater/cleo
```
PyPi (📥 2.2M / month · 📦 150 · ⏱️ 21.02.2021):
```
 pip install cleo
```
Conda (📥 35K · ⏱️ 09.10.2020):
```
 conda install -c conda-forge cleo
```

Typer (🥉23 · ⭐ 5.1K · 💤) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

GitHub (👨‍💻 8 · 🔀 180 · 📋 170 - 53% open · ⏱️ 16.08.2020):
```
 git clone https://github.com/tiangolo/typer
```
PyPi (📥 1.5M / month · ⏱️ 16.08.2020):
```
 pip install typer
```

bashplotlib (🥉22 · ⭐ 1.5K) - plotting in the terminal. MIT

GitHub (👨‍💻 20 · 🔀 80 · 📦 120 · 📋 27 - 59% open · ⏱️ 31.03.2021):
```
 git clone https://github.com/glamp/bashplotlib
```
PyPi (📥 3.5K / month · 📦 48 · ⏱️ 06.02.2016):
```
 pip install bashplotlib
```

colout (🥉15 · ⭐ 1K · 💤) - Color text streams with a polished command line interface. ❗️GPL-3.0

GitHub (👨‍💻 29 · 🔀 55 · 📦 1 · 📋 67 - 16% open · ⏱️ 02.08.2020):
```
 git clone https://github.com/nojhan/colout
```
PyPi (📥 130 / month · ⏱️ 21.06.2020):
```
 pip install colout
```

Show 2 hidden projects...

docopt (🥈31 · ⭐ 7.4K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
clint (🥉29 · ⭐ 2.5K · 💀) - Python Command-line Application Tools. ISC

Development Tools

🔗 best-of-python-dev ( ⭐ 270 · 🐣) - A ranked list of awesome python developer tools and libraries...

Data Caching

cachetools (🥇30 · ⭐ 960) - Extensible memoizing collections and decorators. MIT

GitHub (👨‍💻 5 · 🔀 100 · 📋 180 - 5% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/tkem/cachetools
```
PyPi (📥 35M / month · 📦 4.4K · ⏱️ 27.04.2021):
```
 pip install cachetools
```

Conda (📥 2.4M · ⏱️ 28.04.2021):

 conda install -c conda-forge cachetools

beaker (🥉27 · ⭐ 470) - WSGI middleware for sessions and caching. BSD-3

GitHub (👨‍💻 85 · 🔀 130 · 📦 2.8K · 📋 110 - 53% open · ⏱️ 08.10.2020):
```
 git clone https://github.com/bbangert/beaker
```
PyPi (📥 280K / month · 📦 2.6K · ⏱️ 26.08.2019):
```
 pip install beaker
```
Conda (📥 50K · ⏱️ 27.08.2019):
```
 conda install -c conda-forge beaker
```

pylibmc (🥉26 · ⭐ 440) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3

GitHub (👨‍💻 48 · 🔀 120 · 📦 3.4K · 📋 190 - 12% open · ⏱️ 22.01.2021):
```
 git clone https://github.com/lericson/pylibmc
```
PyPi (📥 170K / month · 📦 4.7K · ⏱️ 15.08.2019):
```
 pip install pylibmc
```
Conda (📥 160K · ⏱️ 09.01.2021):
```
 conda install -c conda-forge pylibmc
```

GUI Development

🔗 best-of-web-python - Web UI ( ⭐ 1.2K · 🐣) - Collection of libraries to implement web-based UIs.

kivy (🥇35 · ⭐ 13K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT

GitHub (👨‍💻 540 · 🔀 2.7K · 📥 23K · 📦 4.4K · 📋 4.4K - 18% open · ⏱️ 25.04.2021):
```
 git clone https://github.com/kivy/kivy
```
PyPi (📥 58K / month · 📦 870 · ⏱️ 09.12.2020):
```
 pip install kivy
```
Conda (📥 170K · ⏱️ 22.04.2021):
```
 conda install -c conda-forge kivy
```

PySimpleGUI (🥈28 · ⭐ 6.1K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0

GitHub (👨‍💻 18 · 🔀 1K · 📦 2.3K · 📋 2.1K - 32% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/PySimpleGUI/PySimpleGUI
```
PyPi (📥 59K / month · 📦 82 · ⏱️ 26.04.2021):
```
 pip install pysimplegui
```

Conda (📥 28K · ⏱️ 27.04.2021):

 conda install -c conda-forge pysimplegui

Gooey (🥈27 · ⭐ 11K) - Turn (almost) any Python command line program into a full GUI application.. MIT

GitHub (👨‍💻 99 · 🔀 670 · 📥 59 · 📦 350 · 📋 450 - 16% open · ⏱️ 20.12.2020):
```
 git clone https://github.com/chriskiehl/Gooey
```
PyPi (📥 3K / month · 📦 64 · ⏱️ 08.05.2020):
```
 pip install gooey
```
Conda (📥 28K · ⏱️ 20.01.2021):
```
 conda install -c conda-forge gooey
```

DearPyGui (🥈27 · ⭐ 5.1K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

GitHub (👨‍💻 23 · 🔀 230 · 📦 110 · 📋 470 - 15% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/hoffstadt/DearPyGui
```
PyPi (📥 12K / month · ⏱️ 26.04.2021):
```
 pip install dearpygui
```

Eel (🥈27 · ⭐ 4.3K · 💤) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT

GitHub (👨‍💻 36 · 🔀 420 · 📦 1.7K · 📋 370 - 27% open · ⏱️ 17.08.2020):
```
 git clone https://github.com/ChrisKnott/Eel
```
PyPi (📥 37K / month · 📦 70 · ⏱️ 17.08.2020):
```
 pip install eel
```

toga (🥉26 · ⭐ 2.7K) - A Python native, OS native GUI toolkit. BSD-3

GitHub (👨‍💻 190 · 🔀 480 · 📋 490 - 27% open · ⏱️ 26.04.2021):
```
 git clone https://github.com/beeware/toga
```
PyPi (📥 1.5K / month · 📦 44 · ⏱️ 26.04.2021):
```
 pip install toga
```

flexx (🥉25 · ⭐ 2.6K) - Write desktop and web apps in pure Python. BSD-2

GitHub (👨‍💻 37 · 🔀 240 · 📦 87 · 📋 410 - 18% open · ⏱️ 01.03.2021):
```
 git clone https://github.com/flexxui/flexx
```
PyPi (📥 1.1K / month · 📦 36 · ⏱️ 07.09.2020):
```
 pip install flexx
```
Conda (📥 77K · ⏱️ 07.09.2020):
```
 conda install -c conda-forge flexx
```

enaml (🥉22 · ⭐ 1K) - Declarative User Interfaces for Python. BSD-3

GitHub (👨‍💻 33 · 🔀 110 · 📥 8 · 📦 180 · 📋 200 - 19% open · ⏱️ 19.04.2021):
```
 git clone https://github.com/nucleic/enaml
```
PyPi (📥 4.6K / month · 📦 140 · ⏱️ 19.04.2021):
```
 pip install enaml
```
Conda (📥 75K · ⏱️ 19.04.2021):
```
 conda install -c conda-forge enaml
```

Computer & Machine Vision

🔗 caer ( ⭐ 4.8K · 🐣) - Collection of computer vision and image processing libraries.

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 4.8K · 🐣) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

chardet (🥇35 · ⭐ 1.5K) - Python character encoding detector. ❗️LGPL-2.1

GitHub (👨‍💻 38 · 🔀 200 · 📦 500K · 📋 120 - 50% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/chardet/chardet
```
PyPi (📥 100M / month · 📦 73K · ⏱️ 10.12.2020):
```
 pip install chardet
```
Conda (📥 10M · ⏱️ 08.01.2021):
```
 conda install -c conda-forge chardet
```

humanize (🥈29 · ⭐ 1.4K) - python humanize functions. MIT

GitHub (👨‍💻 44 · 🔀 140 · 📋 71 - 35% open · ⏱️ 25.04.2021):
```
 git clone https://github.com/jmoiron/humanize
```
PyPi (📥 2M / month · 📦 2.9K · ⏱️ 12.04.2021):
```
 pip install humanize
```
Conda (📥 150K · ⏱️ 12.04.2021):
```
 conda install -c conda-forge humanize
```

python-slugify (🥉28 · ⭐ 1K · 💤) - Returns unicode slugs. MIT

GitHub (👨‍💻 27 · 🔀 81 · 📦 16K · ⏱️ 30.06.2020):
```
 git clone https://github.com/un33k/python-slugify
```
PyPi (📥 2.8M / month · 📦 4.3K · ⏱️ 30.06.2020):
```
 pip install python-slugify
```

Conda (📥 300K · ⏱️ 01.07.2020):

 conda install -c conda-forge python-slugify

price-parser (🥉22 · ⭐ 190) - Extract price amount and currency symbol from a raw text string. BSD-3

GitHub (👨‍💻 12 · 🔀 34 · 📦 77 · 📋 27 - 70% open · ⏱️ 25.11.2020):
```
 git clone https://github.com/scrapinghub/price-parser
```
PyPi (📥 47K / month · ⏱️ 25.11.2020):
```
 pip install price-parser
```

Show 1 hidden projects...

awesome-slugify (🥉22 · ⭐ 460 · 💀) - Python flexible slugify function. ❗️GPL-3.0

Web Development

🔗 best-of-web-python ( ⭐ 1.2K · 🐣) - A ranked list of awesome python libraries for web development...

Database Clients

Libraries for connecting to, operating, and querying databases.

SQLAlchemy (🥇38 · ⭐ 3.7K · 📈) - The Database Toolkit for Python. MIT

GitHub (👨‍💻 470 · 🔀 580 · 📥 20K · 📦 260K · 📋 5.9K - 3% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/sqlalchemy/sqlalchemy
```
PyPi (📥 26M / month · 📦 84K · ⏱️ 22.04.2021):
```
 pip install SQLAlchemy
```

Conda (📥 3.6M · ⏱️ 22.04.2021):

 conda install -c conda-forge sqlalchemy

boto3 (🥇37 · ⭐ 6.3K) - AWS SDK for Python. Apache-2

GitHub (👨‍💻 110 · 🔀 1.3K · 📦 110K · 📋 2.3K - 12% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/boto/boto3
```
PyPi (📥 160M / month · 📦 23K · ⏱️ 26.04.2021):
```
 pip install boto3
```
Conda (📥 5.3M · ⏱️ 28.04.2021):
```
 conda install -c conda-forge boto3
```

redis (🥇36 · ⭐ 9.2K) - Redis Python Client. MIT

GitHub (👨‍💻 250 · 🔀 1.9K · 📋 900 - 8% open · ⏱️ 22.11.2020):
```
 git clone https://github.com/andymccurdy/redis-py
```
PyPi (📥 15M / month · 📦 49K · ⏱️ 01.06.2020):
```
 pip install redis
```

google-cloud-storage (🥇36 · ⭐ 3.5K) - Google Cloud Client Library for Python. Apache-2

GitHub (👨‍💻 320 · 🔀 1.3K · 📋 3.3K - 0% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/googleapis/google-cloud-python
```
PyPi (📥 25M / month · 📦 2.1K · ⏱️ 26.04.2021):
```
 pip install google-cloud-storage
```

Conda (📥 780K · ⏱️ 28.04.2021):

 conda install -c conda-forge google-cloud-storage

pymongo (🥇36 · ⭐ 3.3K) - PyMongo - the Python driver for MongoDB. Apache-2

GitHub (👨‍💻 180 · 🔀 990 · 📦 95K · ⏱️ 28.04.2021):
```
 git clone https://github.com/mongodb/mongo-python-driver
```
PyPi (📥 9.3M / month · 📦 36K · ⏱️ 03.02.2021):
```
 pip install pymongo
```
Conda (📥 400K · ⏱️ 05.04.2021):
```
 conda install -c conda-forge pymongo
```

peewee (🥇35 · ⭐ 8.3K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT

GitHub (👨‍💻 140 · 🔀 1.3K · 📦 13K · 📋 2K - 0% open · ⏱️ 20.04.2021):
```
 git clone https://github.com/coleifer/peewee
```
PyPi (📥 480K / month · 📦 6.5K · ⏱️ 19.03.2021):
```
 pip install peewee
```
Conda (📥 310K · ⏱️ 19.03.2021):
```
 conda install -c conda-forge peewee
```

PyMySQL (🥇35 · ⭐ 6.4K) - Pure Python MySQL Client. MIT

GitHub (👨‍💻 110 · 🔀 1.3K · 📦 81K · 📋 560 - 3% open · ⏱️ 02.02.2021):
```
 git clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 10M / month · 📦 18K · ⏱️ 09.01.2021):
```
 pip install PyMySQL
```
Conda (📥 290K · ⏱️ 09.01.2021):
```
 conda install -c conda-forge pymysql
```

MongoEngine (🥇35 · ⭐ 3.5K) - A Python Object-Document-Mapper for working with MongoDB. MIT

GitHub (👨‍💻 360 · 🔀 1.1K · 📦 13K · 📋 1.5K - 22% open · ⏱️ 23.04.2021):
```
 git clone https://github.com/MongoEngine/mongoengine
```
PyPi (📥 980K / month · 📦 6.7K · ⏱️ 16.12.2020):
```
 pip install mongoengine
```

Conda (📥 120K · ⏱️ 17.12.2020):

 conda install -c conda-forge mongoengine

elasticsearch (🥇35 · ⭐ 3.2K) - Official Python low-level client for Elasticsearch. Apache-2

GitHub (👨‍💻 170 · 🔀 980 · 📥 340 · 📦 21K · 📋 860 - 7% open · ⏱️ 26.04.2021):
```
 git clone https://github.com/elastic/elasticsearch-py
```
PyPi (📥 6.7M / month · 📦 11K · ⏱️ 27.04.2021):
```
 pip install elasticsearch
```

Conda (📥 380K · ⏱️ 28.04.2021):

 conda install -c conda-forge elasticsearch

azure-storage-blob (🥇35 · ⭐ 1.9K) - This repository is for active development of the Azure SDK.. MIT

GitHub (👨‍💻 320 · 🔀 1.3K · 📦 1.6K · 📋 4.9K - 19% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/Azure/azure-sdk-for-python
```
PyPi (📥 25M / month · 📦 380 · ⏱️ 22.04.2021):
```
 pip install azure-storage-blob
```

Conda (📥 200K · ⏱️ 22.04.2021):

 conda install -c conda-forge azure-storage-blob

kafka-python (🥈34 · ⭐ 4.3K) - Python client for Apache Kafka. Apache-2

GitHub (👨‍💻 200 · 🔀 1.1K · 📥 1.7K · 📦 6.5K · 📋 1.3K - 13% open · ⏱️ 22.02.2021):
```
 git clone https://github.com/dpkp/kafka-python
```
PyPi (📥 5.8M / month · 📦 2K · ⏱️ 30.09.2020):
```
 pip install kafka-python
```

Conda (📥 240K · ⏱️ 30.09.2020):

 conda install -c conda-forge kafka-python

python-bigquery (🥈34 · ⭐ 3.5K) - Google BigQuery API client library. Apache-2

GitHub (👨‍💻 93 · 🔀 1.3K · 📦 7.5K · 📋 260 - 17% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/googleapis/python-bigquery
```
PyPi (📥 13M / month · 📦 1.2K · ⏱️ 26.04.2021):
```
 pip install google-cloud-bigquery
```

Cassandra Driver (🥈32 · ⭐ 1.2K) - DataStax Python Driver for Apache Cassandra. Apache-2

GitHub (👨‍💻 180 · 🔀 460 · 📦 2.6K · ⏱️ 18.03.2021):
```
 git clone https://github.com/datastax/python-driver
```
PyPi (📥 900K / month · 📦 1.2K · ⏱️ 18.03.2021):
```
 pip install cassandra-driver
```

Conda (📥 74K · ⏱️ 12.10.2020):

 conda install -c conda-forge cassandra-driver

s3transfer (🥈32 · ⭐ 120 · 📈) - Amazon S3 Transfer Manager for Python. Apache-2

GitHub (👨‍💻 26 · 🔀 79 · 📦 69K · 📋 62 - 62% open · ⏱️ 22.04.2021):
```
 git clone https://github.com/boto/s3transfer
```
PyPi (📥 99M / month · 📦 7.9K · ⏱️ 22.04.2021):
```
 pip install s3transfer
```

Conda (📥 4.6M · ⏱️ 23.04.2021):

 conda install -c conda-forge s3transfer

google-cloud-bigtable (🥈31 · ⭐ 3.5K) - Google Cloud Bigtable API client library. Apache-2

GitHub (👨‍💻 55 · 🔀 1.3K · 📦 1.4K · 📋 75 - 17% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/googleapis/python-bigtable
```
PyPi (📥 1.5M / month · 📦 400 · ⏱️ 21.04.2021):
```
 pip install google-cloud-bigtable
```

Conda (📥 26K · ⏱️ 22.04.2021):

 conda install -c conda-forge google-cloud-bigtable

Prometheus Client (🥈31 · ⭐ 2.2K) - Prometheus instrumentation library for Python.. Apache-2

GitHub (👨‍💻 100 · 🔀 540 · 📋 340 - 9% open · ⏱️ 08.04.2021):
```
 git clone https://github.com/prometheus/client_python
```
PyPi (📥 20M / month · 📦 3.7K · ⏱️ 20.06.2019):
```
 pip install prometheus_client
```

Conda (📥 2.9M · ⏱️ 08.04.2021):

 conda install -c conda-forge prometheus_client

mysqlclient (🥈31 · ⭐ 1.9K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0

GitHub (👨‍💻 64 · 🔀 320 · 📥 5.2K · 📋 270 - 5% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/PyMySQL/mysqlclient
```
PyPi (📥 4.6M / month · 📦 14K · ⏱️ 01.01.2021):
```
 pip install mysqlclient
```

Conda (📥 78K · ⏱️ 04.01.2021):

 conda install -c conda-forge mysqlclient

Motor (🥈31 · ⭐ 1.7K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

GitHub (👨‍💻 30 · 🔀 150 · 📦 4.5K · ⏱️ 08.04.2021):
```
 git clone https://github.com/mongodb/motor
```
PyPi (📥 390K / month · 📦 1.8K · ⏱️ 08.04.2021):
```
 pip install motor
```
Conda (📥 12K · ⏱️ 20.11.2020):
```
 conda install -c conda-forge motor
```

influxdb (🥈31 · ⭐ 1.5K) - Python client for InfluxDB. MIT

GitHub (👨‍💻 140 · 🔀 490 · 📦 4.3K · 📋 510 - 26% open · ⏱️ 09.04.2021):
```
 git clone https://github.com/influxdata/influxdb-python
```
PyPi (📥 1.7M / month · 📦 2.1K · ⏱️ 11.11.2020):
```
 pip install influxdb
```
Conda (📥 14K · ⏱️ 12.11.2020):
```
 conda install -c conda-forge influxdb
```

SQLAlchemy-Utils (🥈31 · ⭐ 770) - Various utility functions and datatypes for SQLAlchemy. BSD-3

GitHub (👨‍💻 92 · 🔀 240 · 📦 10K · 📋 320 - 55% open · ⏱️ 12.04.2021):
```
 git clone https://github.com/kvesteri/sqlalchemy-utils
```
PyPi (📥 2.1M / month · 📦 3.4K · ⏱️ 12.04.2021):
```
 pip install sqlalchemy-utils
```

Conda (📥 300K · ⏱️ 26.04.2021):

 conda install -c conda-forge sqlalchemy-utils

Elasticsearch DSL (🥈30 · ⭐ 3.2K) - High level Python client for Elasticsearch. Apache-2

GitHub (👨‍💻 120 · 🔀 670 · 📥 60 · 📦 4.5K · 📋 1.2K - 5% open · ⏱️ 08.12.2020):
```
 git clone https://github.com/elastic/elasticsearch-dsl-py
```
PyPi (📥 1.3M / month · 📦 1.6K · ⏱️ 17.09.2020):
```
 pip install elasticsearch-dsl
```

confluent-kafka-python (🥈30 · ⭐ 2.2K) - Confluent's Kafka Python Client. Apache-2

GitHub (👨‍💻 77 · 🔀 590 · 📦 2.3K · 📋 760 - 17% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/confluentinc/confluent-kafka-python
```
PyPi (📥 1.8M / month · 📦 300 · ⏱️ 25.03.2021):
```
 pip install confluent-kafka
```

pyodbc (🥈30 · ⭐ 2.1K) - Python ODBC bridge. MIT

GitHub (👨‍💻 42 · 🔀 440 · 📋 770 - 28% open · ⏱️ 22.04.2021):
```
 git clone https://github.com/mkleehammer/pyodbc
```
PyPi (📥 8M / month · 📦 3.3K · ⏱️ 10.02.2020):
```
 pip install pyodbc
```
Conda (📥 460K · ⏱️ 14.01.2021):
```
 conda install -c conda-forge pyodbc
```

PynamoDB (🥈30 · ⭐ 1.6K) - A pythonic interface to Amazon's DynamoDB. MIT

GitHub (👨‍💻 88 · 🔀 350 · 📦 700 · 📋 470 - 44% open · ⏱️ 26.03.2021):
```
 git clone https://github.com/pynamodb/PynamoDB
```
PyPi (📥 660K / month · 📦 240 · ⏱️ 18.02.2021):
```
 pip install pynamodb
```
Conda (📥 86K · ⏱️ 19.02.2021):
```
 conda install -c conda-forge pynamodb
```

dataset (🥉29 · ⭐ 4K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT

GitHub (👨‍💻 72 · 🔀 270 · 📦 1.9K · 📋 250 - 3% open · ⏱️ 22.04.2021):
```
 git clone https://github.com/pudo/dataset
```
PyPi (📥 82K / month · 📦 1K · ⏱️ 22.04.2021):
```
 pip install dataset
```

Ibis (🥉29 · ⭐ 1.5K) - A pandas-like deferred expression system, with first-class SQL support. Apache-2

GitHub (👨‍💻 72 · 🔀 250 · 📦 160 · 📋 1.5K - 35% open · ⏱️ 26.04.2021):
```
 git clone https://github.com/ibis-project/ibis
```
PyPi (📥 58K / month · 📦 48 · ⏱️ 11.11.2020):
```
 pip install ibis-framework
```

Conda (📥 180K · ⏱️ 13.11.2020):

 conda install -c conda-forge ibis-framework

PyPika (🥉29 · ⭐ 1.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2

GitHub (👨‍💻 79 · 🔀 160 · 📦 660 · 📋 300 - 22% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/kayak/pypika
```
PyPi (📥 630K / month · 📦 38 · ⏱️ 17.03.2021):
```
 pip install pypika
```

pygsheets (🥉29 · ⭐ 1.1K) - Google Sheets Python API v4. MIT

GitHub (👨‍💻 72 · 🔀 170 · 📦 640 · 📋 330 - 8% open · ⏱️ 02.04.2021):
```
 git clone https://github.com/nithinmurali/pygsheets
```
PyPi (📥 2.3M / month · 📦 100 · ⏱️ 05.02.2021):
```
 pip install pygsheets
```

py2neo (🥉29 · ⭐ 990) - Py2neo is a comprehensive toolkit for working with Neo4j from within.. Apache-2

GitHub (👨‍💻 33 · 🔀 200 · 📋 720 - 2% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/technige/py2neo
```
PyPi (📥 88K / month · 📦 1.1K · ⏱️ 22.02.2021):
```
 pip install py2neo
```
Conda (📥 34K · ⏱️ 17.03.2019):
```
 conda install -c conda-forge py2neo
```

redis-py-cluster (🥉29 · ⭐ 940) - Python cluster client for the official redis cluster. Redis.. MIT

GitHub (👨‍💻 70 · 🔀 280 · 📥 2.6K · 📦 850 · 📋 250 - 8% open · ⏱️ 24.04.2021):
```
 git clone https://github.com/grokzen/redis-py-cluster
```
PyPi (📥 1.7M / month · 📦 290 · ⏱️ 18.04.2021):
```
 pip install redis-py-cluster
```

pandas-gbq (🥉29 · ⭐ 250) - Pandas Google BigQuery. BSD-3

GitHub (👨‍💻 29 · 🔀 89 · 📥 200 · 📦 2.2K · 📋 200 - 17% open · ⏱️ 30.03.2021):
```
 git clone https://github.com/pydata/pandas-gbq
```
PyPi (📥 7.8M / month · 📦 430 · ⏱️ 10.11.2020):
```
 pip install pandas-gbq
```

Conda (📥 710K · ⏱️ 28.04.2021):

 conda install -c conda-forge pandas-gbq

Records (🥉28 · ⭐ 6.6K) - SQL for Humans. ISC

GitHub (👨‍💻 37 · 🔀 550 · 📦 760 · 📋 120 - 34% open · ⏱️ 22.12.2020):
```
 git clone https://github.com/kennethreitz42/records
```
PyPi (📥 210K / month · 📦 300 · ⏱️ 21.02.2019):
```
 pip install records
```
Conda (📥 18K · ⏱️ 15.01.2018):
```
 conda install -c conda-forge records
```

Databases (🥉28 · ⭐ 2.2K) - Async database support for Python. BSD-3

GitHub (👨‍💻 28 · 🔀 150 · 📦 1.8K · 📋 200 - 47% open · ⏱️ 26.03.2021):
```
 git clone https://github.com/encode/databases
```
PyPi (📥 98K / month · 📦 60 · ⏱️ 14.03.2021):
```
 pip install databases
```

Conda (📥 94K · ⏱️ 26.04.2021):

 conda install -c conda-forge databases

libcloud (🥉28 · ⭐ 1.8K) - Apache Libcloud is a Python library which hides differences between.. Apache-2

GitHub (👨‍💻 420 · 🔀 880 · 📦 1.7K · 📋 110 - 33% open · ⏱️ 15.03.2021):
```
 git clone https://github.com/apache/libcloud
```
PyPi (📥 120K / month · 📦 1.5K · ⏱️ 25.01.2021):
```
 pip install apache-libcloud
```

pysolr (🥉28 · ⭐ 580) - Pysolr Python Solr client. BSD-3

GitHub (👨‍💻 63 · 🔀 320 · 📦 2.3K · 📋 140 - 19% open · ⏱️ 20.04.2021):
```
 git clone https://github.com/django-haystack/pysolr
```
PyPi (📥 140K / month · 📦 2.5K · ⏱️ 17.04.2020):
```
 pip install pysolr
```
Conda (📥 15K · ⏱️ 28.04.2020):
```
 conda install -c conda-forge pysolr
```

minio (🥉28 · ⭐ 410) - MinIO Client SDK for Python. Apache-2

GitHub (👨‍💻 91 · 🔀 180 · 📦 1.4K · 📋 400 - 1% open · ⏱️ 06.04.2021):
```
 git clone https://github.com/minio/minio-py
```
PyPi (📥 370K / month · 📦 340 · ⏱️ 06.04.2021):
```
 pip install minio
```
Conda (📥 25K · ⏱️ 23.04.2021):
```
 conda install -c conda-forge minio
```

cx-Oracle (🥉27 · ⭐ 730) - Python interface to Oracle Database conforming to the Python DB API.. BSD-3

GitHub (👨‍💻 17 · 🔀 270 · 📋 540 - 7% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/oracle/python-cx_Oracle
```
PyPi (📥 1.6M / month · 📦 140 · ⏱️ 08.12.2020):
```
 pip install cx-Oracle
```

s3fs (🥉27 · ⭐ 420) - S3 Filesystem. BSD-3

GitHub (👨‍💻 68 · 🔀 140 · 📦 3.1K · 📋 250 - 22% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/dask/s3fs
```
PyPi (📥 15M / month · 📦 450 · ⏱️ 20.04.2021):
```
 pip install s3fs
```
Conda (📥 1.6M · ⏱️ 20.04.2021):
```
 conda install -c conda-forge s3fs
```

HappyBase (🥉26 · ⭐ 560) - A developer-friendly Python library to interact with Apache HBase. MIT

GitHub (👨‍💻 19 · 🔀 150 · 📦 480 · 📋 210 - 14% open · ⏱️ 08.02.2021):
```
 git clone https://github.com/python-happybase/happybase
```
PyPi (📥 85K / month · 📦 420 · ⏱️ 14.05.2019):
```
 pip install happybase
```

Conda (📥 56K · ⏱️ 01.07.2019):

 conda install -c conda-forge happybase

Pony (🥉25 · ⭐ 2.6K) - Pony Object Relational Mapper. Apache-2

GitHub (👨‍💻 20 · 🔀 200 · 📦 1.9K · 📋 560 - 46% open · ⏱️ 28.02.2021):
```
 git clone https://github.com/ponyorm/pony
```
PyPi (📥 47K / month · 📦 540 · ⏱️ 23.11.2020):
```
 pip install pony
```
Conda (📥 50K · ⏱️ 23.11.2020):
```
 conda install -c conda-forge pony
```

cloudant (🥉25 · ⭐ 160) - A Python library for Cloudant and CouchDB. Apache-2

GitHub (👨‍💻 27 · 🔀 48 · 📦 1.4K · 📋 250 - 1% open · ⏱️ 10.02.2021):
```
 git clone https://github.com/cloudant/python-cloudant
```
PyPi (📥 51K / month · 📦 530 · ⏱️ 18.08.2020):
```
 pip install cloudant
```
Conda (📥 77K · ⏱️ 18.05.2019):
```
 conda install -c conda-forge cloudant
```

neo4j-driver (🥉24 · ⭐ 620) - Neo4j Bolt driver for Python. Apache-2

GitHub (👨‍💻 33 · 🔀 140 · 📋 180 - 3% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/neo4j/neo4j-python-driver
```
PyPi (📥 82K / month · 📦 380 · ⏱️ 20.04.2021):
```
 pip install neo4j-driver
```

AWS Data Wrangler (🥉23 · ⭐ 1.7K) - Pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 pandas

GitHub (👨‍💻 70 · 🔀 260 · 📥 32K · 📋 390 - 7% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/awslabs/aws-data-wrangler
```
PyPi (📥 2.1M / month · ⏱️ 16.03.2021):
```
 pip install awswrangler
```

umongo (🥉23 · ⭐ 340) - sync/async MongoDB ODM, yes. MIT

GitHub (👨‍💻 13 · 🔀 53 · 📦 280 · 📋 180 - 18% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/Scille/umongo
```
PyPi (📥 6.6K / month · 📦 20 · ⏱️ 11.01.2021):
```
 pip install umongo
```

PyMODM (🥉21 · ⭐ 320) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2

GitHub (👨‍💻 18 · 🔀 60 · 📦 390 · ⏱️ 16.10.2020):
```
 git clone https://github.com/mongodb/pymodm
```
PyPi (📥 29K / month · 📦 150 · ⏱️ 30.04.2020):
```
 pip install pymodm
```
Conda (📥 1.9K · ⏱️ 30.04.2020):
```
 conda install -c conda-forge pymodm
```

filedepot (🥉21 · ⭐ 120) - Toolkit for storing files and attachments in web applications. MIT

GitHub (👨‍💻 18 · 🔀 35 · 📦 290 · 📋 39 - 15% open · ⏱️ 22.02.2021):
```
 git clone https://github.com/amol-/depot
```
PyPi (📥 5.2K / month · 📦 88 · ⏱️ 27.07.2020):
```
 pip install filedepot
```

Queries (🥉20 · ⭐ 230 · 💤) - PostgreSQL database access simplified. BSD-3

GitHub (👨‍💻 11 · 🔀 27 · 📦 87 · 📋 18 - 27% open · ⏱️ 07.08.2020):
```
 git clone https://github.com/gmr/queries
```
PyPi (📥 1.2K / month · 📦 50 · ⏱️ 09.03.2020):
```
 pip install queries
```

ODMantic (🥉18 · ⭐ 280) - Async ODM (Object Document Mapper) for MongoDB based on python type hints. ISC

GitHub (👨‍💻 9 · 🔀 17 · 📋 63 - 49% open · ⏱️ 21.04.2021):
```
 git clone https://github.com/art049/odmantic
```
PyPi (📥 3.9K / month · ⏱️ 04.03.2021):
```
 pip install odmantic
```

PugSQL (🥉17 · ⭐ 430) - A HugSQL-inspired database library for Python. Apache-2

GitHub (👨‍💻 11 · 🔀 15 · 📋 34 - 41% open · ⏱️ 31.03.2021):
```
 git clone https://github.com/mcfunley/pugsql
```
PyPi (📥 2.3K / month · 📦 1 · ⏱️ 13.09.2020):
```
 pip install pugsql
```

Show 6 hidden projects...

psycopg2 (🥇35 · ⭐ 2.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
mongo-connector (🥉25 · ⭐ 1.8K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
pyhdb (🥉23 · ⭐ 300 · 💀) - SAP HANA Connector in pure Python. Apache-2
db.py (🥉21 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
lazydata (🥉17 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
SuperSQLite (🥉15 · ⭐ 670 · 💀) - A supercharged SQLite library for Python. MIT

File Formats

PyYAML (🥇36 · ⭐ 1.5K) - Canonical source repository for PyYAML. MIT

GitHub (👨‍💻 36 · 🔀 320 · 📦 310K · 📋 390 - 48% open · ⏱️ 20.01.2021):
```
 git clone https://github.com/yaml/pyyaml
```
PyPi (📥 99M / month · 📦 110K · ⏱️ 20.01.2021):
```
 pip install pyyaml
```
Conda (📥 11M · ⏱️ 21.01.2021):
```
 conda install -c conda-forge pyyaml
```

jmespath (🥉33 · ⭐ 1.3K · 💤) - JMESPath is a query language for JSON. MIT

GitHub (👨‍💻 22 · 🔀 140 · 📦 81K · 📋 110 - 43% open · ⏱️ 12.05.2020):
```
 git clone https://github.com/jmespath/jmespath.py
```
PyPi (📥 76M / month · 📦 12K · ⏱️ 12.05.2020):
```
 pip install jmespath
```
Conda (📥 4.3M · ⏱️ 13.05.2020):
```
 conda install -c conda-forge jmespath
```

XlsxWriter (🥉31 · ⭐ 2.5K · 📉) - A Python module for creating Excel XLSX files. BSD-3

GitHub (👨‍💻 44 · 🔀 520 · 📦 35K · 📋 710 - 1% open · ⏱️ 25.04.2021):
```
 git clone https://github.com/jmcnamara/XlsxWriter
```
PyPi (📥 6.8M / month · 📦 6.2K · ⏱️ 23.04.2021):
```
 pip install xlsxwriter
```

Conda (📥 1.2M · ⏱️ 23.04.2021):

 conda install -c conda-forge xlsxwriter

Code Inspection

deepdiff (🥇29 · ⭐ 1K) - Deep Difference and search of any Python object/data. MIT

GitHub (👨‍💻 54 · 🔀 130 · 📦 1.9K · 📋 140 - 17% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/seperman/deepdiff
```
PyPi (📥 3.5M / month · 📦 820 · ⏱️ 29.04.2021):
```
 pip install deepdiff
```
Conda (📥 42K · ⏱️ 17.04.2021):
```
 conda install -c conda-forge deepdiff
```

typing_inspect (🥉23 · ⭐ 200) - Runtime inspection utilities for Python typing module. MIT

GitHub (👨‍💻 11 · 🔀 15 · 📋 43 - 41% open · ⏱️ 21.03.2021):
```
 git clone https://github.com/ilevkivskyi/typing_inspect
```
PyPi (📥 7.9M / month · 📦 80 · ⏱️ 02.05.2020):
```
 pip install typing_inspect
```

Conda (📥 140K · ⏱️ 06.05.2020):

 conda install -c conda-forge typing_inspect

Show 2 hidden projects...

entrypoints (🥈24 · ⭐ 64 · 💀) - Discover and load entry points from installed packages. MIT
importlib-resources (🥉18 · ⭐ 7 · 🐣) - Read resources from Python packages. Apache-2

General Utilities

more-itertools (🥇35 · ⭐ 1.9K · 📈) - More routines for operating on iterables, beyond itertools. MIT

GitHub (👨‍💻 68 · 🔀 160 · 📥 2.1K · 📦 100K · 📋 160 - 6% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/more-itertools/more-itertools
```
PyPi (📥 14M / month · 📦 15K · ⏱️ 08.02.2021):
```
 pip install more-itertools
```

Conda (📥 5.6M · ⏱️ 24.04.2021):

 conda install -c conda-forge more-itertools

toolz (🥇33 · ⭐ 3.5K) - A functional standard library for Python. BSD-3

GitHub (👨‍💻 69 · 🔀 210 · 📦 38K · 📋 230 - 42% open · ⏱️ 22.04.2021):
```
 git clone https://github.com/pytoolz/toolz
```
PyPi (📥 5.1M / month · 📦 5.5K · ⏱️ 24.09.2020):
```
 pip install toolz
```
Conda (📥 4.1M · ⏱️ 24.09.2020):
```
 conda install -c conda-forge toolz
```

attrs (🥇33 · ⭐ 3.5K) - Python Classes Without Boilerplate. MIT

GitHub (👨‍💻 100 · 🔀 250 · 📦 230K · 📋 470 - 21% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/python-attrs/attrs
```
PyPi (📥 54M / month · 📦 28K · ⏱️ 05.11.2020):
```
 pip install attrs
```
Conda (📥 8.1M · ⏱️ 11.11.2020):
```
 conda install -c conda-forge attrs
```

boltons (🥈30 · ⭐ 5.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3

GitHub (👨‍💻 69 · 🔀 300 · 📥 19 · 📦 1.4K · 📋 130 - 34% open · ⏱️ 07.03.2021):
```
 git clone https://github.com/mahmoud/boltons
```
PyPi (📥 1M / month · 📦 490 · ⏱️ 12.08.2020):
```
 pip install boltons
```
Conda (📥 430K · ⏱️ 12.08.2020):
```
 conda install -c conda-forge boltons
```

tenacity (🥈30 · ⭐ 3K) - Retrying library for Python. Apache-2

GitHub (👨‍💻 62 · 🔀 160 · 📋 160 - 30% open · ⏱️ 26.04.2021):
```
 git clone https://github.com/jd/tenacity
```
PyPi (📥 9.8M / month · 📦 790 · ⏱️ 16.12.2020):
```
 pip install tenacity
```
Conda (📥 640K · ⏱️ 03.03.2021):
```
 conda install -c conda-forge tenacity
```

funcy (🥉28 · ⭐ 2.5K) - A fancy and practical functional tools. BSD-3

GitHub (👨‍💻 25 · 🔀 120 · 📦 2.9K · 📋 61 - 4% open · ⏱️ 22.03.2021):
```
 git clone https://github.com/Suor/funcy
```
PyPi (📥 450K / month · 📦 860 · ⏱️ 26.09.2020):
```
 pip install funcy
```
Conda (📥 120K · ⏱️ 26.09.2020):
```
 conda install -c conda-forge funcy
```

natsort (🥉28 · ⭐ 490) - Simple yet flexible natural sorting in Python. MIT

GitHub (👨‍💻 16 · 🔀 30 · 📦 5.7K · 📋 66 - 1% open · ⏱️ 14.04.2021):
```
 git clone https://github.com/SethMMorton/natsort
```
PyPi (📥 2.2M / month · 📦 1.2K · ⏱️ 25.01.2021):
```
 pip install natsort
```
Conda (📥 320K · ⏱️ 25.01.2021):
```
 conda install -c conda-forge natsort
```

returns (🥉25 · ⭐ 1.7K) - Make your functions return something meaningful, typed, and safe!. BSD-2

GitHub (👨‍💻 30 · 🔀 66 · 📦 71 · 📋 360 - 12% open · ⏱️ 28.04.2021):
```
 git clone https://github.com/dry-python/returns
```
PyPi (📥 32K / month · 📦 2 · ⏱️ 26.03.2021):
```
 pip install returns
```

ubelt (🥉23 · ⭐ 560) - A Python utility belt containing simple tools, a stdlib like feel, and.. Apache-2

GitHub (👨‍💻 1 · 🔀 42 · 📦 550 · 📋 7 - 28% open · ⏱️ 05.02.2021):
```
 git clone https://github.com/Erotemic/ubelt
```
PyPi (📥 31K / month · 📦 22 · ⏱️ 05.02.2021):
```
 pip install ubelt
```

Show 4 hidden projects...

retrying (🥉26 · ⭐ 1.7K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
ratelimit (🥉25 · ⭐ 380 · 💀) - API Rate Limit Decorator. MIT
pampy (🥉21 · ⭐ 3.4K · 💀) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
CommonRegex (🥉20 · ⭐ 1.4K · 💀) - A collection of common regular expressions bundled with an easy.. MIT

Python Implementations

cpython (🥇29 · ⭐ 38K) - The Python programming language. MIT

GitHub (👨‍💻 1.7K · 🔀 18K · ⏱️ 29.04.2021):
```
 git clone https://github.com/python/cpython
```
PyPi (📥 5.7K / month · ⏱️ 22.07.2020):
```
 pip install cpython
```

micropython (🥈25 · ⭐ 12K) - MicroPython - a lean and efficient Python implementation for.. MIT

GitHub (👨‍💻 400 · 🔀 4.3K · 📥 17K · 📋 3.9K - 33% open · ⏱️ 29.04.2021):
```
 git clone https://github.com/micropython/micropython
```

pyston (🥉15 · ⭐ 5K) - A faster and highly-compatible implementation of the Python programming.. Apache-2

GitHub (👨‍💻 42 · 🔀 310 · 📥 5K · 📋 300 - 11% open · ⏱️ 28.10.2020):
```
 git clone https://github.com/pyston/pyston
```

Show 3 hidden projects...

grumpy (🥈16 · ⭐ 10K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
stackless (🥈16 · ⭐ 700) - The Stackless Python programming language. ❗Unlicensed
cl-python (🥉11 · ⭐ 320 · 💤) - An implementation of Python in Common Lisp. ❗Unlicensed

Others

Pygments (🥇36 · ⭐ 590) - Pygments is a generic syntax highlighter written in Python. BSD-2

GitHub (👨‍💻 620 · 🔀 720 · 📦 220K · 📋 1.5K - 21% open · ⏱️ 26.04.2021):
```
 git clone https://github.com/pygments/pygments
```
PyPi (📥 25M / month · 📦 68K · ⏱️ 07.03.2021):
```
 pip install pygments
```
Conda (📥 6.4M · ⏱️ 08.03.2021):
```
 conda install -c conda-forge pygments
```

cookiecutter (🥇34 · ⭐ 14K) - A command-line utility that creates projects from cookiecutters.. BSD-3

GitHub (👨‍💻 250 · 🔀 1.4K · 📦 8K · 📋 680 - 30% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/cookiecutter/cookiecutter
```
PyPi (📥 940K / month · 📦 2.3K · ⏱️ 21.04.2020):
```
 pip install cookiecutter
```

Conda (📥 150K · ⏱️ 26.04.2020):

 conda install -c conda-forge cookiecutter

pycparser (🥈33 · ⭐ 2.2K) - Complete C99 parser in pure Python. BSD-3

GitHub (👨‍💻 71 · 🔀 470 · 📦 200K · 📋 260 - 4% open · ⏱️ 16.03.2021):
```
 git clone https://github.com/eliben/pycparser
```
PyPi (📥 51M / month · 📦 32K · ⏱️ 04.03.2020):
```
 pip install pycparser
```

Conda (📥 9.5M · ⏱️ 27.06.2020):

 conda install -c conda-forge pycparser

pyparsing (🥈33 · ⭐ 1.1K) - Python library for creating PEG parsers. MIT

GitHub (👨‍💻 31 · 🔀 160 · 📥 5.3K · 📦 310K · 📋 160 - 21% open · ⏱️ 13.04.2021):
```
 git clone https://github.com/pyparsing/pyparsing
```
PyPi (📥 54M / month · 📦 59K · ⏱️ 30.12.2020):
```
 pip install pyparsing
```

Conda (📥 12M · ⏱️ 06.04.2020):

 conda install -c conda-forge pyparsing

decorator (🥈33 · ⭐ 520) - Decorators for Humans. BSD-2

GitHub (👨‍💻 23 · 🔀 78 · 📦 210K · 📋 77 - 1% open · ⏱️ 14.04.2021):
```
 git clone https://github.com/micheles/decorator
```
PyPi (📥 36M / month · 📦 46K · ⏱️ 14.04.2021):
```
 pip install decorator
```

Conda (📥 7.2M · ⏱️ 14.04.2021):

 conda install -c conda-forge decorator

pluggy (🥈32 · ⭐ 600) - A minimalist production ready plugin system. MIT

GitHub (👨‍💻 35 · 🔀 74 · 📦 110K · 📋 130 - 29% open · ⏱️ 03.04.2021):
```
 git clone https://github.com/pytest-dev/pluggy
```
PyPi (📥 25M / month · 📦 19K · ⏱️ 04.06.2020):
```
 pip install pluggy
```
Conda (📥 5.7M · ⏱️ 10.01.2021):
```
 conda install -c conda-forge pluggy
```

py4j (🥉30 · ⭐ 830) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3

GitHub (👨‍💻 29 · 🔀 160 · 📦 5.6K · 📋 370 - 34% open · ⏱️ 27.02.2021):
```
 git clone https://github.com/bartdag/py4j
```
PyPi (📥 12M / month · 📦 1.1K · ⏱️ 07.09.2020):
```
 pip install py4j
```
Conda (📥 860K · ⏱️ 10.06.2020):
```
 conda install -c conda-forge py4j
```

Send2Trash (🥉29 · ⭐ 170) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3

GitHub (👨‍💻 13 · 🔀 29 · 📦 80K · 📋 36 - 55% open · ⏱️ 20.04.2021):
```
 git clone https://github.com/arsenetar/send2trash
```
PyPi (📥 11M / month · 📦 5K · ⏱️ 20.04.2021):
```
 pip install send2trash
```

Conda (📥 2.8M · ⏱️ 18.02.2018):

 conda install -c conda-forge send2trash

keyboard (🥉28 · ⭐ 2.3K) - Hook and simulate global keyboard events on Windows and Linux. MIT

GitHub (👨‍💻 30 · 🔀 270 · 📦 3.3K · 📋 400 - 61% open · ⏱️ 10.03.2021):
```
 git clone https://github.com/boppreh/keyboard
```
PyPi (📥 180K / month · 📦 280 · ⏱️ 23.03.2020):
```
 pip install keyboard
```

pyscreenshot (🥉26 · ⭐ 400) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2

GitHub (👨‍💻 23 · 🔀 76 · 📦 1.1K · 📋 66 - 7% open · ⏱️ 18.04.2021):
```
 git clone https://github.com/ponty/pyscreenshot
```
PyPi (📥 290K / month · 📦 420 · ⏱️ 18.04.2021):
```
 pip install pyscreenshot
```

diagrams (🥉24 · ⭐ 13K) - Diagram as Code for prototyping cloud system architectures. MIT

GitHub (👨‍💻 86 · 🔀 730 · 📋 310 - 60% open · ⏱️ 08.03.2021):
```
 git clone https://github.com/mingrammer/diagrams
```
PyPi (📥 42K / month · ⏱️ 22.02.2021):
```
 pip install diagrams
```
Conda (📥 60K · ⏱️ 22.02.2021):
```
 conda install -c conda-forge diagrams
```

python-mss (🥉24 · ⭐ 590) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

GitHub (👨‍💻 14 · 🔀 57 · 📋 110 - 25% open · ⏱️ 31.10.2020):
```
 git clone https://github.com/BoboTiG/python-mss
```
PyPi (📥 750K / month · 📦 300 · ⏱️ 31.10.2020):
```
 pip install mss
```

Conda (📥 4.6K · ⏱️ 31.10.2020):

 conda install -c conda-forge python-mss

Show 5 hidden projects...

wrapt (🥈31 · ⭐ 1.5K · 💀) - A Python module for decorators, wrappers and monkey patching. BSD-2
catalogue (🥉25 · ⭐ 84) - Super lightweight function registries for your library. MIT
powerline-shell (🥉24 · ⭐ 5.6K · 💀) - A beautiful and useful prompt for your shell. MIT
pluginbase (🥉23 · ⭐ 940 · 💀) - A simple but flexible plugin system for Python. BSD-3
macropy (🥉22 · ⭐ 3.1K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT

Related Resources

Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
best-of-ml-python: A ranked list of awesome machine learning Python libraries.
best-of-web-python: A ranked list of awesome Python libraries for web development.
best-of-python-dev: A ranked list of awesome Python developer tools and libraries.
awesome-python: A curated list of awesome Python frameworks, libraries, software and resources.

Contribution

Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.

If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.

For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.

zerolugithub / best-of-python

Best-of Python

Contents

Explanation

Data Serialization

Data Structures

Data Validation

Algorithms & Design Patterns

Date & Time Utilities

File & Path Utilities

Compatiblity

Cryptography

Infrastructure & DevOps

Process Utilities

Asynchronous Programming

Configuration

CLI Development

Development Tools

Data Caching

GUI Development

Computer & Machine Vision

Machine Learning & Data Engineering

Text Data

Web Development

Database Clients

File Formats

Code Inspection

General Utilities

Python Implementations

Others

Related Resources

Contribution

License

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