lukasmasuch/best-of-python

전체 #13,760 CLI Tools #939 General Utilities #1,009

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

best-ofawesomebest-of-listclipythonpython-librariesdata-structureslibrarypython-utilitiespython-librarycollectionspython-framework

주요 지표

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스타

4.6k

포크

342

주간 성장

이슈

2k3k4k

2021년 1월2021년 12월2022년 11월2023년 11월2024년 10월2025년 9월2026년 9월

README

Best-of Python

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

This curated list contains 400 awesome open-source projects with a total of 2M stars grouped into 28 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 16 projects
Data Containers & Dataframes 31 projects
Data Structures 15 projects
Data Validation 15 projects
Algorithms & Design Patterns 4 projects
Date & Time Utilities 9 projects
File & Path Utilities 10 projects
Compatiblity 7 projects
Cryptography 7 projects
Infrastructure & DevOps 20 projects
Process Utilities 4 projects
Asynchronous Programming 7 projects
Configuration 9 projects
CLI Development 20 projects
Development Tools 1 projects
Data Caching 6 projects
GUI Development 10 projects
Computer & Machine Vision 2 projects
Machine Learning & Data Engineering 1 projects
Text Data 12 projects
Web Development 1 projects
Database Clients 64 projects
Data Loading & Extraction 32 projects
Data Pipelines & Streaming 44 projects
File Formats 3 projects
Code Inspection 4 projects
General Utilities 15 projects
Python Implementations 6 projects
Others 21 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
Pandas related project

Data Serialization

protobuf (🥇40 · ⭐ 72K) - Protocol Buffers - Googles data interchange format. BSD-3

GitHub (👨‍💻 1.5K · 🔀 16K · 📦 1M):

git clone https://github.com/protocolbuffers/protobuf

PyPi (📥 900M / month · 📦 13K · ⏱️ 20.08.2026):
```
pip install protobuf
```
Conda (📥 35M · ⏱️ 13.06.2026):
```
conda install -c conda-forge protobuf
```
npm (📥 25M / month · 📦 3.8K · ⏱️ 24.02.2026):
```
npm install google-protobuf
```

flatbuffers (🥇34 · ⭐ 26K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

GitHub (👨‍💻 780 · 🔀 3.6K · 📦 200K):
```
git clone https://github.com/google/flatbuffers
```
PyPi (📥 100M / month · 📦 700 · ⏱️ 19.12.2025):
```
pip install flatbuffers
```

Conda (📥 2.4M · ⏱️ 22.12.2025):

conda install -c conda-forge flatbuffers

npm (📥 36M / month · 📦 290 · ⏱️ 24.09.2025):
```
npm install flatbuffers
```

orjson (🥇34 · ⭐ 8.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

GitHub (👨‍💻 24 · 🔀 320 · 📦 220K):
```
git clone https://github.com/ijl/orjson
```
PyPi (📥 240M / month · 📦 7.3K · ⏱️ 14.08.2026):
```
pip install orjson
```
Conda (📥 7M · ⏱️ 16.08.2026):
```
conda install -c conda-forge orjson
```

marshmallow (🥈33 · ⭐ 7.2K) - A lightweight library for converting complex objects to and from.. MIT

GitHub (👨‍💻 230 · 🔀 720 · 📦 230K):

git clone https://github.com/marshmallow-code/marshmallow

PyPi (📥 120M / month · 📦 2.9K · ⏱️ 08.08.2026):
```
pip install marshmallow
```

Conda (📥 4.5M · ⏱️ 09.08.2026):

conda install -c conda-forge marshmallow

dill (🥈32 · ⭐ 2.4K) - serialize all of Python. BSD-3

GitHub (👨‍💻 51 · 🔀 190 · 📦 250K):

git clone https://github.com/uqfoundation/dill

PyPi (📥 230M / month · 📦 4.2K · ⏱️ 19.01.2026):
```
pip install dill
```
Conda (📥 20M · ⏱️ 19.01.2026):
```
conda install -c conda-forge dill
```

simplejson (🥈32 · ⭐ 1.7K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

GitHub (👨‍💻 52 · 🔀 360 · 📦 150K):

git clone https://github.com/simplejson/simplejson

PyPi (📥 59M / month · 📦 3K · ⏱️ 27.08.2026):
```
pip install simplejson
```

Conda (📥 5.5M · ⏱️ 27.08.2026):

conda install -c conda-forge simplejson

cloudpickle (🥈31 · ⭐ 1.9K) - Extended pickling support for Python objects. BSD-3

GitHub (👨‍💻 80 · 🔀 190 · 📦 170K):

git clone https://github.com/cloudpipe/cloudpickle

PyPi (📥 150M / month · 📦 2.3K · ⏱️ 03.11.2025):
```
pip install cloudpickle
```

Conda (📥 37M · ⏱️ 09.12.2025):

conda install -c conda-forge cloudpickle

pyasn1 (🥈31 · ⭐ 240) - Generic ASN.1 library for Python. BSD-2

GitHub (👨‍💻 16 · 🔀 120 · 📦 710K):
```
git clone https://github.com/etingof/pyasn1
```
PyPi (📥 570M / month · 📦 2.4K · ⏱️ 09.07.2026):
```
pip install pyasn1
```
Conda (📥 23M · ⏱️ 09.07.2026):
```
conda install -c conda-forge pyasn1
```

jsonpickle (🥉29 · ⭐ 1.3K) - Python library for serializing any arbitrary object graph into.. BSD-3

GitHub (👨‍💻 90 · 🔀 180 · 📦 51K):

git clone https://github.com/jsonpickle/jsonpickle

PyPi (📥 20M / month · 📦 1.6K · ⏱️ 28.05.2026):
```
pip install jsonpickle
```

Conda (📥 2.5M · ⏱️ 28.05.2026):

conda install -c conda-forge jsonpickle

python-rapidjson (🥉26 · ⭐ 530) - Python wrapper around rapidjson. MIT

GitHub (👨‍💻 26 · 🔀 53 · 📦 8.1K):

git clone https://github.com/python-rapidjson/python-rapidjson

PyPi (📥 4.5M / month · 📦 270 · ⏱️ 07.12.2025):
```
pip install python-rapidjson
```

Conda (📥 4.8M · ⏱️ 03.02.2026):

conda install -c conda-forge python-rapidjson

srsly (🥉26 · ⭐ 480) - Modern high-performance serialization utilities for Python (JSON,.. MIT

GitHub (👨‍💻 16 · 🔀 37 · 📦 70K):

git clone https://github.com/explosion/srsly

PyPi (📥 24M / month · 📦 270 · ⏱️ 23.03.2026):
```
pip install srsly
```
Conda (📥 2.7M · ⏱️ 24.03.2026):
```
conda install -c conda-forge srsly
```

rtoml (🥉22 · ⭐ 380 · 💤) - A fast TOML library for python implemented in rust. MIT

GitHub (👨‍💻 16 · 🔀 30 · 📦 970):

git clone https://github.com/samuelcolvin/rtoml

PyPi (📥 940K / month · 📦 160 · ⏱️ 19.10.2025):
```
pip install rtoml
```

Show 4 hidden projects...

msgpack (🥉29 · ⭐ 2.1K) - MessagePack serializer implementation for Python.. ❗Unlicensed
ultrajson (🥉27 · ⭐ 4.5K) - Ultra fast JSON decoder and encoder written in C with Python.. ❗Unlicensed
hickle (🥉21 · ⭐ 490 · 💀) - a HDF5-based python pickle replacement. MIT
pysimdjson (🥉20 · ⭐ 710 · 💤) - Python bindings for the simdjson project. ❗Unlicensed

Data Containers & Dataframes

General-purpose data containers as well as utilities & extensions for pandas.

pandas (🥇40 · ⭐ 49K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

GitHub (👨‍💻 4.3K · 🔀 20K · 📦 2.9M):
```
git clone https://github.com/pandas-dev/pandas
```
PyPi (📥 780M / month · 📦 130K · ⏱️ 22.07.2026):
```
pip install pandas
```
Conda (📥 93M · ⏱️ 28.07.2026):
```
conda install -c conda-forge pandas
```

polars (🥇34 · ⭐ 39K) - Extremely fast Query Engine for DataFrames, written in Rust. MIT

GitHub (👨‍💻 760 · 🔀 3.1K · 📦 36K):
```
git clone https://github.com/pola-rs/polars
```
PyPi (📥 77M / month · 📦 7.8K · ⏱️ 26.08.2026):
```
pip install polars
```

h5py (🥇34 · ⭐ 2.2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

GitHub (👨‍💻 220 · 🔀 560 · 📦 360K):
```
git clone https://github.com/h5py/h5py
```
PyPi (📥 42M / month · 📦 11K · ⏱️ 06.03.2026):
```
pip install h5py
```
Conda (📥 29M · ⏱️ 26.08.2026):
```
conda install -c conda-forge h5py
```

xarray (🥈32 · ⭐ 4.2K) - N-D labeled arrays and datasets in Python. Apache-2

GitHub (👨‍💻 630 · 🔀 1.3K · 📦 46K):
```
git clone https://github.com/pydata/xarray
```
PyPi (📥 18M / month · 📦 6.3K · ⏱️ 09.07.2026):
```
pip install xarray
```
Conda (📥 17M · ⏱️ 09.07.2026):
```
conda install -c conda-forge xarray
```

numexpr (🥈31 · ⭐ 2.5K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT

GitHub (👨‍💻 90 · 🔀 230 · 📦 100K):
```
git clone https://github.com/pydata/numexpr
```
PyPi (📥 16M / month · 📦 1.3K · ⏱️ 18.07.2026):
```
pip install numexpr
```
Conda (📥 14M · ⏱️ 18.07.2026):
```
conda install -c conda-forge numexpr
```

zarr (🥈30 · ⭐ 2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub (👨‍💻 180 · 🔀 440 · 📦 9K):

git clone https://github.com/zarr-developers/zarr-python

PyPi (📥 7M / month · 📦 2.5K · ⏱️ 30.07.2026):
```
pip install zarr
```
Conda (📥 6.4M · ⏱️ 31.07.2026):
```
conda install -c conda-forge zarr
```

TinyDB (🥈29 · ⭐ 7.5K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

GitHub (👨‍💻 100 · 🔀 620 · 📦 16K):
```
git clone https://github.com/msiemens/tinydb
```
PyPi (📥 4.6M / month · 📦 910 · ⏱️ 06.08.2026):
```
pip install tinydb
```
Conda (📥 1M · ⏱️ 22.04.2025):
```
conda install -c conda-forge tinydb
```

datasketch (🥈28 · ⭐ 2.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

GitHub (👨‍💻 39 · 🔀 320 · 📦 2.6K):
```
git clone https://github.com/ekzhu/datasketch
```
PyPi (📥 6.4M / month · 📦 220 · ⏱️ 05.07.2026):
```
pip install datasketch
```

PyTables (🥈28 · ⭐ 1.4K) - A Python package to manage extremely large amounts of data. BSD-3

GitHub (👨‍💻 150 · 🔀 280):

git clone https://github.com/PyTables/PyTables

PyPi (📥 3.2M / month · 📦 1.8K · ⏱️ 01.03.2026):
```
pip install tables
```
Conda (📥 13M · ⏱️ 25.07.2026):
```
conda install -c conda-forge pytables
```

Bottleneck (🥈28 · ⭐ 1.2K) - Fast NumPy array functions written in C. BSD-2

GitHub (👨‍💻 42 · 🔀 120 · 📦 60K):

git clone https://github.com/pydata/bottleneck

PyPi (📥 10M / month · 📦 780 · ⏱️ 25.07.2026):
```
pip install Bottleneck
```

Conda (📥 7.5M · ⏱️ 10.11.2025):

conda install -c conda-forge bottleneck

Modin (🥈26 · ⭐ 10K · 💤) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2

GitHub (👨‍💻 140 · 🔀 660 · 📦 2.3K):

git clone https://github.com/modin-project/modin

PyPi (📥 1.5M / month · 📦 66 · ⏱️ 02.10.2025):
```
pip install modin
```

Conda (📥 1M · ⏱️ 22.04.2025):

conda install -c conda-forge modin-core

Vaex (🥉24 · ⭐ 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT

GitHub (👨‍💻 76 · 🔀 600 · 📦 1K):
```
git clone https://github.com/vaexio/vaex
```
PyPi (📥 20K / month · 📦 68 · ⏱️ 03.02.2026):
```
pip install vaex
```
Conda (📥 640K · ⏱️ 22.04.2025):
```
conda install -c conda-forge vaex
```

pickleDB (🥉20 · ⭐ 1.1K) - pickleDB is an in memory key-value store using Pythons orjson module.. BSD-3

GitHub (👨‍💻 17 · 🔀 130 · 📦 3.4K):
```
git clone https://github.com/patx/pickledb
```
PyPi (📥 27K / month · 📦 8 · ⏱️ 05.01.2026):
```
pip install pickledb
```

StaticFrame (🥉19 · ⭐ 480) - Immutable and statically-typeable DataFrames with runtime type and.. MIT

GitHub (👨‍💻 30 · 🔀 38 · 📦 33):

git clone https://github.com/InvestmentSystems/static-frame

PyPi (📥 9.3K / month · 📦 6 · ⏱️ 11.08.2026):
```
pip install static-frame
```

Conda (📥 650K · ⏱️ 07.07.2026):

conda install -c conda-forge static-frame

Show 17 hidden projects...

numpy (🥇38 · ⭐ 33K) - The fundamental package for scientific computing with Python. ❗Unlicensed
pandera (🥈27 · ⭐ 4.4K) - A light-weight and flexible data validation and testing.. ❗Unlicensed
Koalas (🥉24 · ⭐ 3.4K · 💀) - Koalas: pandas API on Apache Spark. Apache-2 spark
Blaze (🥉24 · ⭐ 3.2K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
docarray (🥉24 · ⭐ 3.1K · 💀) - The data structure for multimodal data. Apache-2
sklearn-pandas (🥉24 · ⭐ 2.8K · 💀) - Pandas integration with sklearn. ❗️Zlib sklearn
swifter (🥉24 · ⭐ 2.5K · 💀) - A package which efficiently applies any function to a pandas.. MIT
Pandaral·lel (🥉23 · ⭐ 3.8K · 💀) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
pandasql (🥉22 · ⭐ 1.3K · 💀) - sqldf for pandas. MIT
bcolz (🥉22 · ⭐ 960 · 💀) - A columnar data container that can be compressed. BSD-3
datatable (🥉21 · ⭐ 1.9K · 💀) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
Arctic (🥉20 · ⭐ 3.1K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
Pandas Summary (🥉17 · ⭐ 530 · 💀) - An extension to pandas describe function. MIT
fletcher (🥉17 · ⭐ 230 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
daffy (🥉15 · ⭐ 58) - Lightweight DataFrame validation decorators for Pandas, Polars, Modin,.. MIT
Bounter (🥉13 · ⭐ 930 · 💀) - Counter for large datasets. MIT
PandaPy (🥉12 · ⭐ 490 · 💀) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

Data Structures

pyrsistent (🥇31 · ⭐ 2.2K · 💤) - Persistent/Immutable/Functional data structures for Python. MIT

GitHub (👨‍💻 78 · 🔀 160 · 📦 370K):
```
git clone https://github.com/tobgu/pyrsistent
```
PyPi (📥 38M / month · 📦 1K · ⏱️ 25.10.2023):
```
pip install pyrsistent
```

Conda (📥 22M · ⏱️ 04.10.2025):

conda install -c conda-forge pyrsistent

bidict (🥇30 · ⭐ 1.6K) - The bidirectional mapping library for Python. MPL-2.0

GitHub (👨‍💻 26 · 🔀 69 · 📦 45K):
```
git clone https://github.com/jab/bidict
```
PyPi (📥 31M / month · 📦 690 · ⏱️ 25.08.2026):
```
pip install bidict
```
Conda (📥 930K · ⏱️ 26.08.2026):
```
conda install -c conda-forge bidict
```

glom (🥈28 · ⭐ 2.2K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3

GitHub (👨‍💻 24 · 🔀 77 · 📦 3.6K):
```
git clone https://github.com/mahmoud/glom
```
PyPi (📥 25M / month · 📦 250 · ⏱️ 29.12.2025):
```
pip install glom
```
Conda (📥 68K · ⏱️ 29.12.2025):
```
conda install -c conda-forge glom
```

addict (🥈27 · ⭐ 2.5K) - The Python Dict thats better than heroin. MIT

GitHub (👨‍💻 34 · 🔀 130 · 📦 18K):
```
git clone https://github.com/mewwts/addict
```
PyPi (📥 7.9M / month · 📦 450 · ⏱️ 21.11.2020):
```
pip install addict
```
Conda (📥 1.1M · ⏱️ 02.12.2025):
```
conda install -c conda-forge addict
```

anytree (🥉26 · ⭐ 1K) - Python tree data library. Apache-2

GitHub (👨‍💻 30 · 🔀 140 · 📦 24K):

git clone https://github.com/c0fec0de/anytree

PyPi (📥 6.7M / month · 📦 580 · ⏱️ 08.04.2025):
```
pip install anytree
```
Conda (📥 100K · ⏱️ 25.04.2026):
```
conda install -c conda-forge anytree
```

multidict (🥉26 · ⭐ 480) - The multidict implementation. Apache-2

GitHub (👨‍💻 65 · 🔀 120):

git clone https://github.com/aio-libs/multidict

PyPi (📥 620M / month · 📦 2.1K · ⏱️ 26.01.2026):
```
pip install multidict
```
Conda (📥 28M · ⏱️ 20.02.2026):
```
conda install -c conda-forge multidict
```

python-benedict (🥉25 · ⭐ 1.6K) - dict subclass with keylist/keypath support, built-in I/O.. MIT

GitHub (👨‍💻 18 · 🔀 49 · 📦 2K):

git clone https://github.com/fabiocaccamo/python-benedict

PyPi (📥 1.1M / month · 📦 110 · ⏱️ 07.07.2026):
```
pip install python-benedict
```

Conda (📥 280K · ⏱️ 22.04.2025):

conda install -c conda-forge python-benedict

immutables (🥉23 · ⭐ 1.2K · 💤) - A high-performance immutable mapping type for Python. Apache-2

GitHub (👨‍💻 17 · 🔀 59 · 📦 8K):

git clone https://github.com/MagicStack/immutables

PyPi (📥 2.4M / month · 📦 140 · ⏱️ 10.10.2024):
```
pip install immutables
```

Conda (📥 1.9M · ⏱️ 12.09.2025):

conda install -c conda-forge immutables

janus (🥉23 · ⭐ 960) - Thread-safe asyncio-aware queue for Python. Apache-2

GitHub (👨‍💻 30 · 🔀 54):

git clone https://github.com/aio-libs/janus

PyPi (📥 5.4M / month · 📦 130 · ⏱️ 13.12.2024):
```
pip install janus
```
Conda (📥 140K · ⏱️ 22.04.2025):
```
conda install -c conda-forge janus
```

python-box (🥉22 · ⭐ 2.8K) - Python dictionaries with advanced dot notation access. MIT

GitHub (👨‍💻 1 · 🔀 120):

git clone https://github.com/cdgriffith/Box

PyPi (📥 6.6M / month · 📦 590 · ⏱️ 21.02.2026):
```
pip install python-box
```

Conda (📥 1.2M · ⏱️ 29.04.2026):

conda install -c conda-forge python-box

Show 5 hidden projects...

python-sortedcontainers (🥈28 · ⭐ 3.9K · 💀) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2
ordered-set (🥈27 · ⭐ 210 · 💀) - A mutable set that remembers the order of its entries. One of.. MIT
sqlitedict (🥉24 · ⭐ 1.2K · 💀) - Persistent dict in Python, backed up by sqlite3 and pickle,.. Apache-2
munch (🥉23 · ⭐ 780 · 💀) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
cleverdict (🥉14 · ⭐ 91 · 💀) - A JSON-friendly data structure which allows both object attributes.. MIT

Data Validation

pydantic (🥇36 · ⭐ 28K) - Data validation using Python type hints. MIT

GitHub (👨‍💻 800 · 🔀 2.8K · 📦 1M):

git clone https://github.com/samuelcolvin/pydantic

PyPi (📥 1.2B / month · 📦 99K · ⏱️ 06.08.2026):
```
pip install pydantic
```
Conda (📥 29M · ⏱️ 06.05.2026):
```
conda install -c conda-forge pydantic
```

jsonschema (🥇32 · ⭐ 5K) - An implementation of JSON Schema validation for Python. MIT

GitHub (👨‍💻 120 · 🔀 630 · 📦 860K):
```
git clone https://github.com/Julian/jsonschema
```
PyPi (📥 630M / month · 📦 9.6K · ⏱️ 07.01.2026):
```
pip install jsonschema
```

Conda (📥 51M · ⏱️ 24.08.2026):

conda install -c conda-forge jsonschema

schema (🥈30 · ⭐ 2.9K) - Schema validation just got Pythonic. MIT

GitHub (👨‍💻 75 · 🔀 220 · 📦 17K):
```
git clone https://github.com/keleshev/schema
```
PyPi (📥 27M / month · 📦 890 · ⏱️ 11.10.2025):
```
pip install schema
```
Conda (📥 710K · ⏱️ 20.07.2026):
```
conda install -c conda-forge schema
```

cerberus (🥈29 · ⭐ 3.3K) - Lightweight, extensible data validation library for Python. ISC

GitHub (👨‍💻 67 · 🔀 240 · 📦 18K):
```
git clone https://github.com/pyeve/cerberus
```
PyPi (📥 6.1M / month · 📦 770 · ⏱️ 06.11.2025):
```
pip install cerberus
```
Conda (📥 880K · ⏱️ 17.07.2026):
```
conda install -c conda-forge cerberus
```

voluptuous (🥈28 · ⭐ 1.8K · 💤) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python.. BSD-3

GitHub (👨‍💻 110 · 🔀 220 · 📦 21K):

git clone https://github.com/alecthomas/voluptuous

PyPi (📥 7.9M / month · 📦 620 · ⏱️ 18.12.2025):
```
pip install voluptuous
```

Conda (📥 1M · ⏱️ 19.12.2025):

conda install -c conda-forge voluptuous

python-email-validator (🥉27 · ⭐ 1.3K · 💤) - A robust email syntax and deliverability validation.. Unlicense

GitHub (👨‍💻 28 · 🔀 120):

git clone https://github.com/JoshData/python-email-validator

PyPi (📥 250M / month · 📦 1.2K · ⏱️ 26.08.2025):
```
pip install email-validator
```

Conda (📥 3.5M · ⏱️ 26.08.2025):

conda install -c conda-forge email-validator

param (🥉27 · ⭐ 520) - Declarative parameters for robust Python classes and a rich API for.. BSD-3

GitHub (👨‍💻 49 · 🔀 86 · 📦 18K):
```
git clone https://github.com/holoviz/param
```
PyPi (📥 2.5M / month · 📦 250 · ⏱️ 25.08.2026):
```
pip install param
```
Conda (📥 3M · ⏱️ 16.06.2026):
```
conda install -c conda-forge param
```

strictyaml (🥉26 · ⭐ 1.6K · 💤) - Type-safe YAML parser and validator. MIT

GitHub (👨‍💻 20 · 🔀 65 · 📦 6.1K):

git clone https://github.com/crdoconnor/strictyaml

PyPi (📥 29M / month · 📦 400 · ⏱️ 10.03.2023):
```
pip install strictyaml
```

Conda (📥 690K · ⏱️ 16.08.2025):

conda install -c conda-forge strictyaml

dirty-equals (🥉23 · ⭐ 1K · 💤) - Doing dirty (but extremely useful) things with equals. MIT

GitHub (👨‍💻 21 · 🔀 48 · 📦 1.1K):

git clone https://github.com/samuelcolvin/dirty-equals

PyPi (📥 2.9M / month · 📦 100 · ⏱️ 17.11.2025):
```
pip install dirty-equals
```

Conda (📥 150K · ⏱️ 18.11.2025):

conda install -c conda-forge dirty-equals

Show 6 hidden projects...

validators (🥈29 · ⭐ 1.1K · 💀) - Python Data Validation for Humans. MIT
schematics (🥉25 · ⭐ 2.6K · 💀) - Python Data Structures for Humans. BSD-3
valideer (🥉18 · ⭐ 260 · 💀) - Lightweight data validation and adaptation Python library. MIT
typical (🥉14 · ⭐ 180 · 💀) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
validr (🥉13 · ⭐ 220 · 💀) - A simple, fast, extensible python library for data validation. MIT
dataklasses (🥉7 · ⭐ 740 · 💀) - A different spin on dataclasses. ❗Unlicensed

Algorithms & Design Patterns

🔗 python-patterns ( ⭐ 43K) - Collection of design patterns/idioms in Python.

algorithms (🥉23 · ⭐ 25K) - Minimal examples of data structures and algorithms in Python. MIT

GitHub (👨‍💻 220 · 🔀 4.7K · 📦 140):
```
git clone https://github.com/keon/algorithms
```
PyPi (📥 2.4K / month · 📦 5 · ⏱️ 18.02.2026):
```
pip install algorithms
```

Conda (📥 5.1K · ⏱️ 22.04.2025):

conda install -c conda-forge algorithms

Show 2 hidden projects...

transitions (🥇26 · ⭐ 6.1K · 💀) - A lightweight, object-oriented finite state machine.. MIT
PyPattyrn (🥉16 · ⭐ 2.3K · 💀) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

arrow (🥇32 · ⭐ 9K) - Better dates & times for Python. Apache-2

GitHub (👨‍💻 290 · 🔀 730 · 📦 180K):
```
git clone https://github.com/arrow-py/arrow
```
PyPi (📥 77M / month · 📦 2.3K · ⏱️ 18.10.2025):
```
pip install arrow
```
Conda (📥 14M · ⏱️ 18.10.2025):
```
conda install -c conda-forge arrow
```

dateparser (🥇32 · ⭐ 2.8K) - python parser for human readable dates. BSD-3

GitHub (👨‍💻 160 · 🔀 510 · 📦 40K):

git clone https://github.com/scrapinghub/dateparser

PyPi (📥 46M / month · 📦 1.7K · ⏱️ 04.08.2026):
```
pip install dateparser
```

Conda (📥 2M · ⏱️ 04.08.2026):

conda install -c conda-forge dateparser

pytz (🥇32 · ⭐ 390) - pytz Python historical timezone library and database. MIT

GitHub (👨‍💻 27 · 🔀 110 · 📦 2.5M):
```
git clone https://github.com/stub42/pytz
```
PyPi (📥 550M / month · 📦 16K · ⏱️ 25.07.2026):
```
pip install pytz
```
Conda (📥 97M · ⏱️ 26.07.2026):
```
conda install -c conda-forge pytz
```

holidays (🥈31 · ⭐ 1.9K) - Open World Holidays Framework. MIT

GitHub (👨‍💻 350 · 🔀 710 · 📦 28K):
```
git clone https://github.com/vacanza/holidays
```
PyPi (📥 31M / month · 📦 650 · ⏱️ 27.08.2026):
```
pip install holidays
```
Conda (📥 4.7M · ⏱️ 18.08.2026):
```
conda install -c conda-forge holidays
```

tzlocal (🥈31 · ⭐ 220) - A Python module that tries to figure out what your local timezone is. MIT

GitHub (👨‍💻 31 · 🔀 64 · 📦 220K):
```
git clone https://github.com/regebro/tzlocal
```
PyPi (📥 230M / month · 📦 2.4K · ⏱️ 29.06.2026):
```
pip install tzlocal
```
Conda (📥 7M · ⏱️ 29.06.2026):
```
conda install -c conda-forge tzlocal
```

python-dateutil (🥉29 · ⭐ 2.6K) - Useful extensions to the standard Python datetime features. Apache-2

GitHub (👨‍💻 130 · 🔀 540):

git clone https://github.com/dateutil/dateutil

PyPi (📥 1.2B / month · 📦 12K · ⏱️ 01.03.2024):
```
pip install python-dateutil
```

Conda (📥 110M · ⏱️ 28.06.2025):

conda install -c conda-forge python-dateutil

pendulum (🥉28 · ⭐ 6.6K · 💤) - Python datetimes made easy. MIT

GitHub (👨‍💻 130 · 🔀 420 · 📦 41K):

git clone https://github.com/sdispater/pendulum

PyPi (📥 71M / month · 📦 1.6K · ⏱️ 30.01.2026):
```
pip install pendulum
```
Conda (📥 2.4M · ⏱️ 31.01.2026):
```
conda install -c conda-forge pendulum
```

Show 2 hidden projects...

isodate (🥉29 · ⭐ 170 · 💀) - ISO 8601 date/time parser. BSD-3
parsedatetime (🥉26 · ⭐ 700 · 💀) - Parse human-readable date/time strings. Apache-2

File & Path Utilities

filesystem_spec (🥇34 · ⭐ 1.3K) - A specification that python filesystems should adhere to. BSD-3

GitHub (👨‍💻 340 · 🔀 470 · 📦 310K):

git clone https://github.com/fsspec/filesystem_spec

PyPi (📥 890M / month · 📦 3.9K · ⏱️ 28.07.2026):
```
pip install fsspec
```
Conda (📥 38M · ⏱️ 29.07.2026):
```
conda install -c conda-forge fsspec
```

watchdog (🥈31 · ⭐ 7.1K) - Python library and shell utilities to monitor filesystem events. Apache-2

GitHub (👨‍💻 180 · 🔀 720 · 📦 270K):

git clone https://github.com/gorakhargosh/watchdog

PyPi (📥 120M / month · 📦 2.7K · ⏱️ 01.11.2024):
```
pip install watchdog
```
Conda (📥 6.2M · ⏱️ 04.03.2026):
```
conda install -c conda-forge watchdog
```

filelock (🥈31 · ⭐ 980) - A platform independent file lock. MIT

GitHub (👨‍💻 67 · 🔀 140 · 📦 740K):

git clone https://github.com/tox-dev/py-filelock

PyPi (📥 730M / month · 📦 5.7K · ⏱️ 23.08.2026):
```
pip install filelock
```
Conda (📥 49M · ⏱️ 23.08.2026):
```
conda install -c conda-forge filelock
```

aiofiles (🥈30 · ⭐ 3.2K · 💤) - File support for asyncio. Apache-2

GitHub (👨‍💻 44 · 🔀 170 · 📦 250K):
```
git clone https://github.com/Tinche/aiofiles
```
PyPi (📥 160M / month · 📦 7.7K · ⏱️ 09.10.2025):
```
pip install aiofiles
```
Conda (📥 2.7M · ⏱️ 01.01.2026):
```
conda install -c conda-forge aiofiles
```

scandir (🥉22 · ⭐ 540 · 💤) - Better directory iterator and faster os.walk(). Archived, as this.. BSD-3

GitHub (👨‍💻 23 · 🔀 68):

git clone https://github.com/benhoyt/scandir

PyPi (📥 2.1M / month · 📦 220 · ⏱️ 09.03.2019):
```
pip install scandir
```
Conda (📥 2.1M · ⏱️ 22.08.2025):
```
conda install -c conda-forge scandir
```

Show 5 hidden projects...

appdirs (🥉28 · ⭐ 1.1K · 💀) - A small Python module for determining appropriate platform-specific.. MIT
zipp (🥉28 · ⭐ 67) - Backport of pathlib-compatible object wrapper for zip files. ❗Unlicensed
pyfilesystem2 (🥉24 · ⭐ 2.1K · 💀) - Pythons Filesystem abstraction layer. MIT
path (🥉24 · ⭐ 1.1K · 💤) - Object-oriented file system path manipulation. ❗Unlicensed
Unipath (🥉22 · ⭐ 510 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

typing (🥈27 · ⭐ 1.7K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0

GitHub (👨‍💻 150 · 🔀 290):

git clone https://github.com/python/typing

PyPi (📥 4.4M / month · 📦 3.3K · ⏱️ 01.05.2021):
```
pip install typing
```
Conda (📥 4.4M · ⏱️ 22.04.2025):
```
conda install -c conda-forge typing
```

Show 6 hidden projects...

six (🥇32 · ⭐ 990 · 💀) - Python 2 and 3 compatibility library. MIT
future (🥈31 · ⭐ 1.2K · 💀) - Easy, clean, reliable Python 2/3 compatibility. MIT
dataclasses (🥉24 · ⭐ 590 · 💀) - A backport of the dataclasses module for Python 3.6. Apache-2
futures (🥉24 · ⭐ 240 · 💀) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
pathlib2 (🥉24 · ⭐ 86 · 💤) - Backport of pathlib aiming to support the full stdlib Python API. MIT
contextlib2 (🥉23 · ⭐ 39 · 💤) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

bcrypt (🥈32 · ⭐ 1.4K · 💤) - Modern(-ish) password hashing for your software and your servers. Apache-2

GitHub (👨‍💻 41 · 🔀 180 · 📦 360K):
```
git clone https://github.com/pyca/bcrypt
```
PyPi (📥 210M / month · 📦 2K · ⏱️ 25.09.2025):
```
pip install bcrypt
```
Conda (📥 13M · ⏱️ 07.11.2025):
```
conda install -c conda-forge bcrypt
```

pycryptodomex (🥈31 · ⭐ 3.2K) - A self-contained cryptographic library for Python. BSD-3

GitHub (👨‍💻 170 · 🔀 560 · 📦 140K):

git clone https://github.com/Legrandin/pycryptodome

PyPi (📥 63M / month · 📦 1.6K · ⏱️ 17.05.2025):
```
pip install pycryptodomex
```

Conda (📥 3M · ⏱️ 13.09.2025):

conda install -c conda-forge pycryptodomex

tink (🥉27 · ⭐ 14K) - A multi-language, cross-platform library that provides cryptographic APIs.. Apache-2

GitHub (👨‍💻 120 · 🔀 1.2K · 📦 1.6K):
```
git clone https://github.com/google/tink
```
PyPi (📥 2M / month · 📦 22 · ⏱️ 13.08.2026):
```
pip install tink
```
npm (📥 1.3K / month · 📦 3 · ⏱️ 02.05.2023):
```
npm install tink-crypto
```

Show 4 hidden projects...

cryptography (🥇35 · ⭐ 7.7K) - cryptography is a package designed to expose.. ❗Unlicensed
keyring (🥉29 · ⭐ 1.4K · 💤) - Store and access your passwords safely. ❗Unlicensed
asn1crypto (🥉28 · ⭐ 340 · 💀) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
rsa (🥉26 · ⭐ 500 · 💀) - Python-RSA is a pure-Python RSA implementation. Apache-2

Infrastructure & DevOps

botocore (🥇36 · ⭐ 1.6K · 📉) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2

GitHub (👨‍💻 220 · 🔀 1.2K · 📦 440K):
```
git clone https://github.com/boto/botocore
```
PyPi (📥 1.3B / month · 📦 4.9K · ⏱️ 26.08.2026):
```
pip install botocore
```
Conda (📥 50M · ⏱️ 27.08.2026):
```
conda install -c conda-forge botocore
```

ansible (🥇35 · ⭐ 70K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0

GitHub (👨‍💻 6.9K · 🔀 24K · 📦 42K):
```
git clone https://github.com/ansible/ansible
```
PyPi (📥 12M / month · 📦 600 · ⏱️ 14.08.2026):
```
pip install ansible
```
Conda (📥 2M · ⏱️ 15.08.2026):
```
conda install -c conda-forge ansible
```

docker (🥇35 · ⭐ 7.2K) - A Python library for the Docker Engine API. Apache-2

GitHub (👨‍💻 460 · 🔀 1.7K · 📦 130K):
```
git clone https://github.com/docker/docker-py
```
PyPi (📥 200M / month · 📦 5.8K · ⏱️ 09.07.2026):
```
pip install docker
```
Conda (📥 8.1M · ⏱️ 12.07.2026):
```
conda install -c conda-forge docker-py
```

pulumi (🥈33 · ⭐ 26K) - Pulumi - Infrastructure as Code in any programming language. Apache-2

GitHub (👨‍💻 4K · 🔀 1.4K · 📦 11K):
```
git clone https://github.com/pulumi/pulumi
```
PyPi (📥 8M / month · 📦 580 · ⏱️ 27.08.2026):
```
pip install pulumi
```
npm (📥 12M / month · 📦 930 · ⏱️ 25.08.2026):
```
npm install @pulumi/pulumi
```

paramiko (🥈33 · ⭐ 9.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

GitHub (👨‍💻 190 · 🔀 2.1K · 📦 130K):
```
git clone https://github.com/paramiko/paramiko
```
PyPi (📥 150M / month · 📦 4.6K · ⏱️ 09.05.2026):
```
pip install paramiko
```
Conda (📥 9.7M · ⏱️ 19.05.2026):
```
conda install -c conda-forge paramiko
```

awscli (🥈32 · ⭐ 17K) - Universal Command Line Interface for Amazon Web Services. Apache-2

GitHub (👨‍💻 510 · 🔀 4.6K · 📦 5):
```
git clone https://github.com/aws/aws-cli
```
PyPi (📥 180M / month · 📦 780 · ⏱️ 05.08.2026):
```
pip install awscli
```
Conda (📥 62M · ⏱️ 27.08.2026):
```
conda install -c conda-forge awscli
```

kubernetes (🥈31 · ⭐ 7.6K) - Official Python client library for kubernetes. Apache-2

GitHub (👨‍💻 260 · 🔀 3.5K):

git clone https://github.com/kubernetes-client/python

PyPi (📥 110M / month · 📦 2.5K · ⏱️ 13.07.2026):
```
pip install kubernetes
```

Conda (📥 870K · ⏱️ 11.12.2025):

conda install -c conda-forge kubernetes

netmiko (🥈29 · ⭐ 4.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT

GitHub (👨‍💻 280 · 🔀 1.4K · 📦 5.7K):
```
git clone https://github.com/ktbyers/netmiko
```
PyPi (📥 1.2M / month · 📦 270 · ⏱️ 12.05.2026):
```
pip install netmiko
```

plumbum (🥈29 · ⭐ 3.1K) - Plumbum: Shell Combinators. MIT

GitHub (👨‍💻 130 · 🔀 200 · 📦 9.7K):

git clone https://github.com/tomerfiliba/plumbum

PyPi (📥 6M / month · 📦 390 · ⏱️ 22.07.2026):
```
pip install plumbum
```
Conda (📥 1.6M · ⏱️ 23.07.2026):
```
conda install -c conda-forge plumbum
```

docker-compose (🥉28 · ⭐ 38K) - Define and run multi-container applications with Docker. Apache-2

GitHub (👨‍💻 660 · 🔀 5.8K · 📦 250):
```
git clone https://github.com/docker/compose
```
PyPi (📥 1.1M / month · 📦 250 · ⏱️ 10.05.2021):
```
pip install docker-compose
```

Conda (📥 910K · ⏱️ 07.07.2026):

conda install -c conda-forge docker-compose

fabric (🥉28 · ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2

GitHub (👨‍💻 140 · 🔀 2K · 📦 24):
```
git clone https://github.com/fabric/fabric
```
PyPi (📥 12M / month · 📦 450 · ⏱️ 06.04.2026):
```
pip install fabric
```
Conda (📥 640K · ⏱️ 06.04.2026):
```
conda install -c conda-forge fabric
```

pyinfra (🥉24 · ⭐ 5.9K) - pyinfra automates/provisions/manages/deploys infrastructure. MIT

GitHub (👨‍💻 220 · 🔀 530 · 📦 250):
```
git clone https://github.com/Fizzadar/pyinfra
```
PyPi (📥 250K / month · 📦 46 · ⏱️ 27.07.2026):
```
pip install pyinfra
```

storm (🥉18 · ⭐ 3.3K) - Manage your SSH like a boss. MIT

GitHub (👨‍💻 30 · 🔀 150):

git clone https://github.com/emre/storm

PyPi (📥 2.7K / month · 📦 4 · ⏱️ 02.07.2026):
```
pip install storm
```

Show 7 hidden projects...

schedule (🥈29 · ⭐ 12K · 💀) - Python job scheduling for humans. MIT
sshtunnel (🥉28 · ⭐ 1.2K · 💀) - SSH tunnels to remote server. MIT
parallel-ssh (🥉22 · ⭐ 1.3K · 💤) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
fabtools (🥉20 · ⭐ 1.2K · 💀) - Tools for writing awesome Fabric files. BSD-2
pypyr (🥉18 · ⭐ 640 · 💀) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2
wssh (🥉15 · ⭐ 1.3K · 💀) - SSH to WebSockets Bridge. MIT
Grai (🥉11 · ⭐ 310 · 💤) - Platform to programmatically manage, test, and debug data.. ❗️MIT-0

Process Utilities

sh (🥈30 · ⭐ 7.2K) - Python process launching. MIT

GitHub (👨‍💻 110 · 🔀 510 · 📦 19K):
```
git clone https://github.com/amoffat/sh
```
PyPi (📥 12M / month · 📦 860 · ⏱️ 25.07.2026):
```
pip install sh
```
Conda (📥 510K · ⏱️ 06.06.2026):
```
conda install -c conda-forge sh
```

supervisor (🥉29 · ⭐ 8.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License

GitHub (👨‍💻 180 · 🔀 1.3K · 📦 14K):

git clone https://github.com/Supervisor/supervisor

PyPi (📥 21M / month · 📦 160 · ⏱️ 23.08.2025):
```
pip install supervisor
```

Conda (📥 790K · ⏱️ 27.02.2026):

conda install -c conda-forge supervisor

Show 2 hidden projects...

pexpect (🥇32 · ⭐ 2.7K · 💀) - A Python module for controlling interactive programs in a pseudo-.. ISC
ptyprocess (🥈30 · ⭐ 230 · 💀) - Run a subprocess in a pseudo terminal. ISC

Asynchronous Programming

anyio (🥇34 · ⭐ 2.4K) - High level asynchronous concurrency and networking framework that works on.. MIT

GitHub (👨‍💻 98 · 🔀 180 · 📦 670K):
```
git clone https://github.com/agronholm/anyio
```
PyPi (📥 1.1B / month · 📦 7.3K · ⏱️ 12.07.2026):
```
pip install anyio
```
Conda (📥 41M · ⏱️ 12.07.2026):
```
conda install -c conda-forge anyio
```

uvloop (🥈33 · ⭐ 12K · 📈) - Ultra fast asyncio event loop. Apache-2

GitHub (👨‍💻 79 · 🔀 610 · 📦 230K):

git clone https://github.com/MagicStack/uvloop

PyPi (📥 280M / month · 📦 2K · ⏱️ 16.10.2025):
```
pip install uvloop
```
Conda (📥 4.8M · ⏱️ 07.11.2025):
```
conda install -c conda-forge uvloop
```

asyncer (🥉27 · ⭐ 2.5K) - Asyncer, async and await, focused on developer experience. MIT

GitHub (👨‍💻 24 · 🔀 87 · 📦 8.4K):

git clone https://github.com/tiangolo/asyncer

PyPi (📥 7.9M / month · 📦 320 · ⏱️ 25.06.2026):
```
pip install asyncer
```
Conda (📥 49K · ⏱️ 25.06.2026):
```
conda install -c conda-forge asyncer
```

aiomisc (🥉22 · ⭐ 420) - aiomisc - miscellaneous utils for asyncio. MIT

GitHub (👨‍💻 22 · 🔀 28 · 📦 450):

git clone https://github.com/aiokitchen/aiomisc

PyPi (📥 59K / month · 📦 61 · ⏱️ 10.07.2026):
```
pip install aiomisc
```

Show 3 hidden projects...

greenlet (🥈32 · ⭐ 1.8K) - Lightweight in-process concurrent programming. ❗Unlicensed
unsync (🥉20 · ⭐ 900 · 💀) - Unsynchronize asyncio. MIT
stopit (🥉19 · ⭐ 35) - Raise asynchronous exceptions in other thread, control the timeout of.. ❗️GPL-3.0

Configuration

python-dotenv (🥇36 · ⭐ 8.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3

GitHub (👨‍💻 120 · 🔀 560 · 📦 1.7M):

git clone https://github.com/theskumar/python-dotenv

PyPi (📥 840M / month · 📦 45K · ⏱️ 16.08.2026):
```
pip install python-dotenv
```

Conda (📥 15M · ⏱️ 17.08.2026):

conda install -c conda-forge python-dotenv

traitlets (🥈32 · ⭐ 650) - A lightweight Traits like module. BSD-3

GitHub (👨‍💻 130 · 🔀 210 · 📦 620K):
```
git clone https://github.com/ipython/traitlets
```
PyPi (📥 160M / month · 📦 2.3K · ⏱️ 03.08.2026):
```
pip install traitlets
```
Conda (📥 55M · ⏱️ 03.08.2026):
```
conda install -c conda-forge traitlets
```

omegaconf (🥈31 · ⭐ 2.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3

GitHub (👨‍💻 47 · 🔀 160 · 📦 64K):
```
git clone https://github.com/omry/omegaconf
```
PyPi (📥 44M / month · 📦 2.6K · ⏱️ 07.08.2026):
```
pip install omegaconf
```
Conda (📥 2.8M · ⏱️ 10.08.2026):
```
conda install -c conda-forge omegaconf
```

Dynaconf (🥉26 · ⭐ 4.3K) - The dynamic configurator for your Python Project. MIT

GitHub (👨‍💻 130 · 🔀 340):

git clone https://github.com/rochacbruno/dynaconf

PyPi (📥 6.7M / month · 📦 780 · ⏱️ 05.08.2026):
```
pip install dynaconf
```
Conda (📥 230K · ⏱️ 06.08.2026):
```
conda install -c conda-forge dynaconf
```

configobj (🥉26 · ⭐ 340) - Python 3+ compatible port of the configobj library. BSD-3

GitHub (👨‍💻 13 · 🔀 86 · 📦 50K):

git clone https://github.com/DiffSK/configobj

PyPi (📥 7.3M / month · 📦 650 · ⏱️ 21.09.2024):
```
pip install configobj
```
Conda (📥 1.4M · ⏱️ 22.04.2025):
```
conda install -c conda-forge configobj
```

everett (🥉17 · ⭐ 150 · 💤) - configuration library for python projects. MPL-2.0

GitHub (👨‍💻 9 · 🔀 14):

git clone https://github.com/willkg/everett

PyPi (📥 640K / month · 📦 22 · ⏱️ 15.10.2025):
```
pip install everett
```
Conda (📥 120K · ⏱️ 22.04.2025):
```
conda install -c conda-forge everett
```

Show 3 hidden projects...

python-decouple (🥈27 · ⭐ 3K · 💀) - Strict separation of settings from code. MIT
gin-config (🥉25 · ⭐ 2.1K · 💀) - Gin provides a lightweight configuration framework for Python. Apache-2
hydra (🥉19 · ⭐ 20 · 📉) - A high performance persistent bloom filter. MIT

CLI Development

click (🥇38 · ⭐ 18K) - Python composable command line interface toolkit. BSD-3

GitHub (👨‍💻 450 · 🔀 2K · 📦 2.4M):
```
git clone https://github.com/pallets/click
```
PyPi (📥 1.1B / month · 📦 75K · ⏱️ 26.08.2026):
```
pip install click
```
Conda (📥 72M · ⏱️ 03.07.2026):
```
conda install -c conda-forge click
```

rich (🥇36 · ⭐ 56K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

GitHub (👨‍💻 290 · 🔀 2.2K · 📦 560K):
```
git clone https://github.com/Textualize/rich
```
PyPi (📥 640M / month · 📦 44K · ⏱️ 12.04.2026):
```
pip install rich
```
Conda (📥 25M · ⏱️ 12.04.2026):
```
conda install -c conda-forge rich
```

Typer (🥈33 · ⭐ 20K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

GitHub (👨‍💻 110 · 🔀 960 · 📦 270K):
```
git clone https://github.com/tiangolo/typer
```
PyPi (📥 370M / month · 📦 33K · ⏱️ 03.08.2026):
```
pip install typer
```
Conda (📥 14M · ⏱️ 03.08.2026):
```
conda install -c conda-forge typer
```

argcomplete (🥈32 · ⭐ 1.6K) - Python and tab completion, better together. Apache-2

GitHub (👨‍💻 88 · 🔀 150 · 📦 75K):

git clone https://github.com/kislyuk/argcomplete

PyPi (📥 81M / month · 📦 2.4K · ⏱️ 06.08.2026):
```
pip install argcomplete
```

Conda (📥 3.9M · ⏱️ 08.08.2026):

conda install -c conda-forge argcomplete

python-fire (🥈30 · ⭐ 28K · 💤) - Python Fire is a library for automatically generating.. Apache-2

GitHub (👨‍💻 67 · 🔀 1.5K · 📦 54K):

git clone https://github.com/google/python-fire

PyPi (📥 22M / month · 📦 3K · ⏱️ 16.08.2025):
```
pip install fire
```
Conda (📥 1.6M · ⏱️ 12.09.2025):
```
conda install -c conda-forge fire
```

questionary (🥈28 · ⭐ 1.8K · 💤) - Python library to build pretty command line user prompts Easy to.. MIT

GitHub (👨‍💻 57 · 🔀 99 · 📦 25K):

git clone https://github.com/tmbo/questionary

PyPi (📥 26M / month · 📦 1.4K · ⏱️ 28.08.2025):
```
pip install questionary
```

Conda (📥 500K · ⏱️ 08.09.2025):

conda install -c conda-forge questionary

python-prompt-toolkit (🥉27 · ⭐ 11K) - Library for building powerful interactive command line.. BSD-3

GitHub (👨‍💻 250 · 🔀 800):

git clone https://github.com/prompt-toolkit/python-prompt-toolkit

PyPi (📥 250M / month · ⏱️ 26.07.2026):
```
pip install prompt_toolkit
```

Conda (📥 47M · ⏱️ 27.07.2026):

conda install -c conda-forge prompt-toolkit

ConfigArgParse (🥉27 · ⭐ 760) - Drop-in replacement for argparse with added support for config.. MIT

GitHub (👨‍💻 56 · 🔀 120 · 📦 26K):

git clone https://github.com/bw2/ConfigArgParse

PyPi (📥 21M / month · 📦 770 · ⏱️ 11.03.2026):
```
pip install configargparse
```

Conda (📥 2.2M · ⏱️ 11.03.2026):

conda install -c conda-forge configargparse

blessings (🥉25 · ⭐ 1.5K · 💤) - A thin, practical wrapper around terminal capabilities in Python. MIT

GitHub (👨‍💻 17 · 🔀 150 · 📦 11K):

git clone https://github.com/erikrose/blessings

PyPi (📥 1M / month · 📦 460 · ⏱️ 21.06.2018):
```
pip install blessings
```
Conda (📥 500K · ⏱️ 26.08.2025):
```
conda install -c conda-forge blessings
```

docopt-ng (🥉24 · ⭐ 220) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT

GitHub (👨‍💻 54 · 🔀 26 · 📦 860):

git clone https://github.com/jazzband/docopt-ng

PyPi (📥 1.8M / month · 📦 100 · ⏱️ 30.05.2023):
```
pip install docopt-ng
```

Click Extra (🥉18 · ⭐ 120) - Drop-in replacement for Click to make user-friendly and.. ❗️GPL-2.0

GitHub (👨‍💻 15 · 🔀 10 · 📦 140):

git clone https://github.com/kdeldycke/click-extra

PyPi (📥 81K / month · 📦 50 · ⏱️ 15.08.2026):
```
pip install click-extra
```

Show 9 hidden projects...

colorama (🥈32 · ⭐ 3.7K · 💀) - Simple cross-platform colored terminal text in Python. BSD-3
wcwidth (🥈30 · ⭐ 460) - Python library that measures the width of strings in a terminal. ❗Unlicensed
cleo (🥉27 · ⭐ 1.3K · 💀) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
docopt (🥉26 · ⭐ 8K · 💀) - Create beautiful command-line interfaces with Python. MIT
asciimatics (🥉24 · ⭐ 4.3K · 💀) - A cross platform package to do curses-like operations, plus.. Apache-2
clint (🥉20 · ⭐ 95 · 💀) - Python Command Line Interface Tools. ISC
bashplotlib (🥉19 · ⭐ 1.9K · 💀) - plotting in the terminal. MIT
colout (🥉16 · ⭐ 1.2K · 💀) - Color text streams with a polished command line interface. ❗️GPL-3.0
onecite (🥉11 · ⭐ 56) - An intelligent toolkit to automatically parse, complete, and format.. MIT

Development Tools

🔗 best-of-python-dev ( ⭐ 1.2K · 💤) - A ranked list of awesome python developer tools and libraries...

Data Caching

cachetools (🥇34 · ⭐ 2.8K) - Extensible memoizing collections and decorators. MIT

GitHub (👨‍💻 25 · 🔀 200 · 📦 700K):
```
git clone https://github.com/tkem/cachetools
```
PyPi (📥 330M / month · 📦 5.2K · ⏱️ 01.08.2026):
```
pip install cachetools
```

Conda (📥 23M · ⏱️ 02.08.2026):

conda install -c conda-forge cachetools

cached-property (🥈28 · ⭐ 700) - A decorator for caching properties in classes. BSD-3

GitHub (👨‍💻 25 · 🔀 79 · 📦 58K):

git clone https://github.com/pydanny/cached-property

PyPi (📥 25M / month · 📦 1.6K · ⏱️ 25.10.2024):
```
pip install cached-property
```

Conda (📥 27M · ⏱️ 25.08.2026):

conda install -c conda-forge cached-property

aiocache (🥈27 · ⭐ 1.4K · 💤) - Asyncio cache manager for redis, memcached and memory. BSD-3

GitHub (👨‍💻 53 · 🔀 170 · 📦 5.1K):

git clone https://github.com/aio-libs/aiocache

PyPi (📥 8.3M / month · 📦 150 · ⏱️ 25.09.2024):
```
pip install aiocache
```

beaker (🥉24 · ⭐ 510) - WSGI middleware for sessions and caching. BSD-3

GitHub (👨‍💻 94 · 🔀 140 · 📦 6.2K):
```
git clone https://github.com/bbangert/beaker
```
PyPi (📥 210K / month · 📦 94 · ⏱️ 30.05.2026):
```
pip install beaker
```
Conda (📥 200K · ⏱️ 30.05.2026):
```
conda install -c conda-forge beaker
```

pylibmc (🥉24 · ⭐ 480 · 💤) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3

GitHub (👨‍💻 57 · 🔀 140 · 📦 5.9K):
```
git clone https://github.com/lericson/pylibmc
```
PyPi (📥 540K / month · 📦 79 · ⏱️ 30.08.2022):
```
pip install pylibmc
```
Conda (📥 480K · ⏱️ 28.08.2025):
```
conda install -c conda-forge pylibmc
```

Show 1 hidden projects...

cachier (🥉17 · ⭐ 660) - Persistent, stale-free, local and cross-machine caching for.. ❗Unlicensed

GUI Development

🔗 best-of-web-python - Web UI ( ⭐ 2.6K · 💤) - Collection of libraries to implement web-based UIs.

kivy (🥇29 · ⭐ 19K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT

GitHub (👨‍💻 640 · 🔀 3.1K · 📦 18K):
```
git clone https://github.com/kivy/kivy
```
PyPi (📥 270K / month · 📦 360 · ⏱️ 26.12.2024):
```
pip install kivy
```
Conda (📥 700K · ⏱️ 29.03.2026):
```
conda install -c conda-forge kivy
```

DearPyGui (🥈27 · ⭐ 15K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

GitHub (👨‍💻 76 · 🔀 780 · 📦 4.5K):

git clone https://github.com/hoffstadt/DearPyGui

PyPi (📥 200K / month · 📦 210 · ⏱️ 01.05.2026):
```
pip install dearpygui
```

Gooey (🥈24 · ⭐ 21K) - Turn (almost) any Python command line program into a full GUI application.. MIT

GitHub (👨‍💻 100 · 🔀 1K · 📦 1.1K):
```
git clone https://github.com/chriskiehl/Gooey
```
PyPi (📥 6.2K / month · 📦 100 · ⏱️ 29.01.2022):
```
pip install gooey
```
Conda (📥 150K · ⏱️ 26.03.2026):
```
conda install -c conda-forge gooey
```

toga (🥈24 · ⭐ 5.4K) - A Python native, OS native GUI toolkit. BSD-3

GitHub (👨‍💻 350 · 🔀 820 · 📦 3):
```
git clone https://github.com/beeware/toga
```
PyPi (📥 8.6K / month · 📦 50 · ⏱️ 08.07.2026):
```
pip install toga
```
npm (📥 56 / month · 📦 5 · ⏱️ 23.04.2017):
```
npm install @pybee/toga
```

Show 5 hidden projects...

PySimpleGUI (🥈25 · ⭐ 14K) - PySimpleGUI is a Python package that enables Python.. ❗️PySimpleGUI License
flexx (🥉20 · ⭐ 3.3K · 💀) - Write desktop and web apps in pure Python. BSD-2
Phoenix (🥉20 · ⭐ 2.6K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
Eel (🥉19 · ⭐ 6.8K · 💀) - For little HTML GUI applications, with easy Python/JS interop. MIT
enaml (🥉19 · ⭐ 1.6K · 💤) - Declarative User Interfaces for Python. ❗Unlicensed

Computer & Machine Vision

🔗 best-of-ml-python - Computer Vision ( ⭐ 16K · 💀) - Collection of computer vision and image processing..

Show 1 hidden projects...

Pipeless (🥇12 · ⭐ 850 · 💀) - An open-source framework to create and deploy computer vision.. Apache-2

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 16K · 💀) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

🔗 best-of-ml-python - NLP ( ⭐ 16K · 💀) - Collection of text processing and NLP libraries.

chardet (🥇33 · ⭐ 2.7K) - Python character encoding detector. ❗️0BSD

GitHub (👨‍💻 58 · 🔀 310 · 📦 970K):
```
git clone https://github.com/chardet/chardet
```
PyPi (📥 230M / month · 📦 7.4K · ⏱️ 14.08.2026):
```
pip install chardet
```
Conda (📥 34M · ⏱️ 17.08.2026):
```
conda install -c conda-forge chardet
```
npm (📥 82 / month · 📦 7 · ⏱️ 20.08.2017):
```
npm install @pypi/chardet
```

phonenumbers (🥇29 · ⭐ 3.8K) - Python port of Googles libphonenumber. Apache-2

GitHub (👨‍💻 34 · 🔀 440):

git clone https://github.com/daviddrysdale/python-phonenumbers

PyPi (📥 40M / month · 📦 970 · ⏱️ 14.08.2026):
```
pip install phonenumbers
```

Conda (📥 2.6M · ⏱️ 15.08.2026):

conda install -c conda-forge phonenumbers

emoji (🥇29 · ⭐ 2K · 💤) - emoji terminal output for Python. BSD-3

GitHub (👨‍💻 70 · 🔀 300 · 📦 93K):
```
git clone https://github.com/carpedm20/emoji
```
PyPi (📥 17M / month · 📦 1.3K · ⏱️ 21.09.2025):
```
pip install emoji
```
Conda (📥 270K · ⏱️ 21.09.2025):
```
conda install -c conda-forge emoji
```

humanize (🥇29 · ⭐ 1.7K) - python humanize functions. MIT

GitHub (👨‍💻 62 · 🔀 150):

git clone https://github.com/jmoiron/humanize

PyPi (📥 68M / month · 📦 1.9K · ⏱️ 30.06.2026):
```
pip install humanize
```
Conda (📥 1.6M · ⏱️ 01.07.2026):
```
conda install -c conda-forge humanize
```

python-slugify (🥇29 · ⭐ 1.6K) - Returns unicode slugs. MIT

GitHub (👨‍💻 40 · 🔀 130 · 📦 120K):

git clone https://github.com/un33k/python-slugify

PyPi (📥 87M / month · 📦 1.5K · ⏱️ 08.02.2024):
```
pip install python-slugify
```

Conda (📥 4M · ⏱️ 22.04.2025):

conda install -c conda-forge python-slugify

pyahocorasick (🥉27 · ⭐ 1.1K) - Python module (C extension and plain python) implementing Aho-.. BSD-3

GitHub (👨‍💻 33 · 🔀 140 · 📦 4.4K):

git clone https://github.com/WojciechMula/pyahocorasick

PyPi (📥 5.9M / month · 📦 270 · ⏱️ 27.04.2026):
```
pip install pyahocorasick
```

Conda (📥 600K · ⏱️ 18.12.2025):

conda install -c conda-forge pyahocorasick

coolname (🥉24 · ⭐ 180) - Random Name and Slug Generator. BSD-2

GitHub (👨‍💻 7 · 🔀 16 · 📦 4.4K):

git clone https://github.com/alexanderlukanin13/coolname

PyPi (📥 11M / month · 📦 170 · ⏱️ 23.04.2026):
```
pip install coolname
```
Conda (📥 260K · ⏱️ 29.05.2026):
```
conda install -c conda-forge coolname
```

price-parser (🥉22 · ⭐ 350) - Extract price amount and currency symbol from a raw text string. BSD-3

GitHub (👨‍💻 19 · 🔀 54 · 📦 560):

git clone https://github.com/scrapinghub/price-parser

PyPi (📥 820K / month · 📦 40 · ⏱️ 19.03.2026):
```
pip install price-parser
```

Show 3 hidden projects...

inflect (🥉27 · ⭐ 1.1K · 💀) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT
awesome-slugify (🥉19 · ⭐ 480 · 💀) - Python flexible slugify function. ❗️GPL-3.0
millify (🥉17 · ⭐ 110 · 💀) - Convert long numbers into a human-readable format in Python. MIT

Web Development

🔗 best-of-web-python ( ⭐ 2.6K · 💤) - A ranked list of awesome python libraries for web development...

Database Clients

Libraries for connecting to, operating, and querying databases.

boto3 (🥇38 · ⭐ 9.9K) - Boto3, an AWS SDK for Python. Apache-2

GitHub (👨‍💻 170 · 🔀 2K · 📦 610K):
```
git clone https://github.com/boto/boto3
```
PyPi (📥 3.3B / month · 📦 23K · ⏱️ 26.08.2026):
```
pip install boto3
```
Conda (📥 36M · ⏱️ 27.08.2026):
```
conda install -c conda-forge boto3
```

SQLAlchemy (🥇37 · ⭐ 12K) - The Database Toolkit for Python. MIT

GitHub (👨‍💻 860 · 🔀 1.7K · 📦 1.2M):

git clone https://github.com/sqlalchemy/sqlalchemy

PyPi (📥 430M / month · 📦 22K · ⏱️ 11.08.2026):
```
pip install SQLAlchemy
```

Conda (📥 31M · ⏱️ 12.08.2026):

conda install -c conda-forge sqlalchemy

alembic (🥇35 · ⭐ 4.3K) - A database migrations tool for SQLAlchemy. MIT

GitHub (👨‍💻 230 · 🔀 360 · 📦 350K):

git clone https://github.com/sqlalchemy/alembic

PyPi (📥 230M / month · 📦 4.6K · ⏱️ 08.08.2026):
```
pip install alembic
```
Conda (📥 12M · ⏱️ 09.08.2026):
```
conda install -c conda-forge alembic
```

redis (🥇34 · ⭐ 14K) - Redis Python client. MIT

GitHub (👨‍💻 570 · 🔀 2.7K):

git clone https://github.com/redis/redis-py

PyPi (📥 270M / month · 📦 13K · ⏱️ 30.07.2026):
```
pip install redis
```
Conda (📥 2.8M · ⏱️ 31.07.2026):
```
conda install -c conda-forge redis-py
```

google-cloud-storage (🥇34 · ⭐ 5.4K) - Google Cloud Client Libraries for Python. Apache-2

GitHub (👨‍💻 1.1K · 🔀 1.8K · 📦 2.6K):

git clone https://github.com/googleapis/google-cloud-python

PyPi (📥 250M / month · 📦 3.3K · ⏱️ 06.08.2026):
```
pip install google-cloud-storage
```

Conda (📥 7.6M · ⏱️ 06.08.2026):

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

kafka-python (🥇33 · ⭐ 5.9K) - Python client for Apache Kafka. Apache-2

GitHub (👨‍💻 240 · 🔀 1.5K · 📦 37K):
```
git clone https://github.com/dpkp/kafka-python
```
PyPi (📥 25M / month · 📦 1.1K · ⏱️ 16.08.2026):
```
pip install kafka-python
```

Conda (📥 530K · ⏱️ 16.08.2026):

conda install -c conda-forge kafka-python

azure-storage-blob (🥇33 · ⭐ 5.6K) - This repository is for active development of the Azure SDK.. MIT

GitHub (👨‍💻 1.3K · 🔀 3.3K · 📦 2.8K):

git clone https://github.com/Azure/azure-sdk-for-python

PyPi (📥 140M / month · 📦 2K · ⏱️ 10.08.2026):
```
pip install azure-storage-blob
```

Conda (📥 2M · ⏱️ 08.06.2026):

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

elasticsearch (🥇33 · ⭐ 4.4K) - Official Python client for Elasticsearch. Apache-2

GitHub (👨‍💻 230 · 🔀 1.2K · 📦 66K):

git clone https://github.com/elastic/elasticsearch-py

PyPi (📥 52M / month · 📦 2.3K · ⏱️ 04.08.2026):
```
pip install elasticsearch
```

Conda (📥 2M · ⏱️ 26.08.2026):

conda install -c conda-forge elasticsearch

s3transfer (🥇33 · ⭐ 240) - Amazon S3 Transfer Manager for Python. Apache-2

GitHub (👨‍💻 49 · 🔀 160 · 📦 390K):
```
git clone https://github.com/boto/s3transfer
```
PyPi (📥 840M / month · 📦 940 · ⏱️ 22.07.2026):
```
pip install s3transfer
```

Conda (📥 31M · ⏱️ 23.07.2026):

conda install -c conda-forge s3transfer

peewee (🥈32 · ⭐ 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite, now with.. MIT

GitHub (👨‍💻 160 · 🔀 1.4K · 📦 24):
```
git clone https://github.com/coleifer/peewee
```
PyPi (📥 52M / month · 📦 1.4K · ⏱️ 23.08.2026):
```
pip install peewee
```
Conda (📥 2.3M · ⏱️ 23.08.2026):
```
conda install -c conda-forge peewee
```

PyMySQL (🥈32 · ⭐ 7.8K) - MySQL client library for Python. MIT

GitHub (👨‍💻 130 · 🔀 1.4K · 📦 290K):
```
git clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 99M / month · 📦 2.7K · ⏱️ 19.05.2026):
```
pip install PyMySQL
```
Conda (📥 2.5M · ⏱️ 19.05.2026):
```
conda install -c conda-forge pymysql
```

Prometheus Client (🥈32 · ⭐ 4.3K) - Prometheus instrumentation library for Python.. Apache-2

GitHub (👨‍💻 180 · 🔀 870):

git clone https://github.com/prometheus/client_python

PyPi (📥 180M / month · 📦 4.8K · ⏱️ 24.07.2026):
```
pip install prometheus_client
```

Conda (📥 28M · ⏱️ 25.07.2026):

conda install -c conda-forge prometheus_client

s3fs (🥈32 · ⭐ 1K) - S3 Filesystem. BSD-3

GitHub (👨‍💻 160 · 🔀 300 · 📦 29K):
```
git clone https://github.com/fsspec/s3fs
```
PyPi (📥 640M / month · 📦 2.1K · ⏱️ 28.07.2026):
```
pip install s3fs
```
Conda (📥 13M · ⏱️ 16.06.2026):
```
conda install -c conda-forge s3fs
```

pymongo (🥈31 · ⭐ 4.3K) - PyMongo - the Official MongoDB Python driver. Apache-2

GitHub (👨‍💻 250 · 🔀 1.1K):

git clone https://github.com/mongodb/mongo-python-driver

PyPi (📥 110M / month · 📦 6.4K · ⏱️ 20.04.2026):
```
pip install pymongo
```
Conda (📥 7.4M · ⏱️ 21.04.2026):
```
conda install -c conda-forge pymongo
```

confluent-kafka-python (🥈31 · ⭐ 490) - Confluents Kafka Python Client. Apache-2

GitHub (👨‍💻 150 · 🔀 960 · 📦 18K):

git clone https://github.com/confluentinc/confluent-kafka-python

PyPi (📥 61M / month · 📦 1K · ⏱️ 30.06.2026):
```
pip install confluent-kafka
```

Conda (📥 2.1M · ⏱️ 12.07.2026):

conda install -c conda-forge python-confluent-kafka

sqlmodel (🥈30 · ⭐ 18K) - SQLModel, SQL databases in Python, designed for simplicity,.. MIT pydantic

GitHub (👨‍💻 110 · 🔀 880 · 📦 33K):

git clone https://github.com/tiangolo/sqlmodel

PyPi (📥 23M / month · 📦 1.9K · ⏱️ 25.06.2026):
```
pip install sqlmodel
```
Conda (📥 310K · ⏱️ 26.06.2026):
```
conda install -c conda-forge sqlmodel
```

MongoEngine (🥈30 · ⭐ 4.3K) - A Python Object-Document-Mapper for working with MongoDB. MIT

GitHub (👨‍💻 400 · 🔀 1.2K · 📦 28K):

git clone https://github.com/MongoEngine/mongoengine

PyPi (📥 2.5M / month · 📦 450 · ⏱️ 10.03.2026):
```
pip install mongoengine
```

Conda (📥 730K · ⏱️ 10.03.2026):

conda install -c conda-forge mongoengine

python-bigquery (🥈30 · ⭐ 800) - This library has moved to.. Apache-2

GitHub (👨‍💻 180 · 🔀 320):

git clone https://github.com/googleapis/python-bigquery

PyPi (📥 180M / month · 📦 1.9K · ⏱️ 24.08.2026):
```
pip install google-cloud-bigquery
```

Conda (📥 4.1M · ⏱️ 26.08.2026):

conda install -c conda-forge google-cloud-bigquery

Ibis (🥈29 · ⭐ 6.5K) - the portable Python dataframe library. Apache-2

GitHub (👨‍💻 520 · 🔀 720 · 📦 5.4K):
```
git clone https://github.com/ibis-project/ibis
```
PyPi (📥 3.9M / month · 📦 130 · ⏱️ 07.02.2026):
```
pip install ibis-framework
```

Conda (📥 1.1M · ⏱️ 01.06.2026):

conda install -c conda-forge ibis-framework

tortoise-orm (🥈29 · ⭐ 5.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

GitHub (👨‍💻 180 · 🔀 500 · 📦 11K):

git clone https://github.com/tortoise/tortoise-orm

PyPi (📥 570K / month · 📦 390 · ⏱️ 10.08.2026):
```
pip install tortoise-orm
```

Conda (📥 72K · ⏱️ 10.08.2026):

conda install -c conda-forge tortoise-orm

pandas-gbq (🥈29 · ⭐ 5.4K) - This library has moved to https://github.com/googleapis/google-.. BSD-3

GitHub (👨‍💻 60 · 🔀 1.8K):

git clone https://github.com/googleapis/python-bigquery-pandas

PyPi (📥 32M / month · 📦 300 · ⏱️ 25.08.2026):
```
pip install pandas-gbq
```

Conda (📥 2.6M · ⏱️ 01.05.2025):

conda install -c conda-forge pandas-gbq

AWS Data Wrangler (🥈29 · ⭐ 4.1K) - Pandas on AWS. Apache-2

GitHub (👨‍💻 180 · 🔀 740 · 📦 2.6K):

git clone https://github.com/awslabs/aws-data-wrangler

PyPi (📥 87M / month · 📦 150 · ⏱️ 03.08.2026):
```
pip install awswrangler
```

Conda (📥 920K · ⏱️ 04.08.2026):

conda install -c conda-forge awswrangler

Cassandra Driver (🥈29 · ⭐ 1.4K) - Apache Cassandra Python Driver. Apache-2

GitHub (👨‍💻 220 · 🔀 580 · 📦 11K):

git clone https://github.com/datastax/python-driver

PyPi (📥 7.1M / month · 📦 330 · ⏱️ 06.07.2026):
```
pip install cassandra-driver
```

Conda (📥 690K · ⏱️ 11.07.2026):

conda install -c conda-forge cassandra-driver

google-cloud-bigtable (🥉28 · ⭐ 5.4K) - This library has moved to.. Apache-2

GitHub (👨‍💻 80 · 🔀 1.8K):

git clone https://github.com/googleapis/python-bigtable

PyPi (📥 80M / month · 📦 73 · ⏱️ 24.08.2026):
```
pip install google-cloud-bigtable
```

Conda (📥 250K · ⏱️ 26.08.2026):

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

Pony (🥉28 · ⭐ 3.8K) - Pony Object Relational Mapper. Apache-2

GitHub (👨‍💻 34 · 🔀 260 · 📦 4.7K):
```
git clone https://github.com/ponyorm/pony
```
PyPi (📥 710K / month · 📦 190 · ⏱️ 09.08.2026):
```
pip install pony
```
Conda (📥 300K · ⏱️ 10.08.2026):
```
conda install -c conda-forge pony
```

PyPika (🥉28 · ⭐ 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2

GitHub (👨‍💻 120 · 🔀 330 · 📦 47K):
```
git clone https://github.com/kayak/pypika
```
PyPi (📥 12M / month · 📦 230 · ⏱️ 04.02.2026):
```
pip install pypika
```
Conda (📥 110K · ⏱️ 02.02.2026):
```
conda install -c conda-forge pypika
```

mysqlclient (🥉28 · ⭐ 2.5K) - MySQL/MariaDB connector for Python. ❗️GPL-2.0

GitHub (👨‍💻 93 · 🔀 450 · 📦 210K):

git clone https://github.com/PyMySQL/mysqlclient

PyPi (📥 20M / month · 📦 1.1K · ⏱️ 10.02.2026):
```
pip install mysqlclient
```

Conda (📥 980K · ⏱️ 03.03.2026):

conda install -c conda-forge mysqlclient

dataset (🥉27 · ⭐ 4.9K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT

GitHub (👨‍💻 81 · 🔀 300 · 📦 5.2K):
```
git clone https://github.com/pudo/dataset
```
PyPi (📥 2.3M / month · 📦 150 · ⏱️ 12.04.2026):
```
pip install dataset
```
Conda (📥 20K · ⏱️ 17.09.2025):
```
conda install -c conda-forge dataset
```

PynamoDB (🥉26 · ⭐ 2.6K · 💤) - A pythonic interface to Amazons DynamoDB. MIT

GitHub (👨‍💻 120 · 🔀 430 · 📦 2K):

git clone https://github.com/pynamodb/PynamoDB

PyPi (📥 4M / month · 📦 86 · ⏱️ 02.06.2025):
```
pip install pynamodb
```
Conda (📥 4M · ⏱️ 02.06.2025):
```
conda install -c conda-forge pynamodb
```

libcloud (🥉25 · ⭐ 2.1K) - Apache Libcloud is a Python library that hides differences between.. Apache-2

GitHub (👨‍💻 500 · 🔀 930):

git clone https://github.com/apache/libcloud

PyPi (📥 900K / month · 📦 190 · ⏱️ 21.04.2026):
```
pip install apache-libcloud
```

piccolos (🥉25 · ⭐ 1.9K) - A fast, user friendly ORM and query builder which supports asyncio. MIT

GitHub (👨‍💻 55 · 🔀 110 · 📦 540):

git clone https://github.com/piccolo-orm/piccolo

PyPi (📥 1.1M / month · 📦 18 · ⏱️ 27.07.2026):
```
pip install piccolo
```

minio (🥉24 · ⭐ 1K · 💤) - MinIO Client SDK for Python. Apache-2

GitHub (👨‍💻 150 · 🔀 370):

git clone https://github.com/minio/minio-py

PyPi (📥 11M / month · 📦 820 · ⏱️ 27.11.2025):
```
pip install minio
```
Conda (📥 390K · ⏱️ 27.11.2025):
```
conda install -c conda-forge minio
```

cx-Oracle (🥉24 · ⭐ 900 · 💤) - Obsolete Python interface to Oracle Database, now superseded by.. BSD-3

GitHub (👨‍💻 17 · 🔀 360 · 📦 9.2K):

git clone https://github.com/oracle/python-cx_Oracle

PyPi (📥 3.1M / month · 📦 430 · ⏱️ 20.07.2023):
```
pip install cx-Oracle
```
Conda (📥 1.1M · ⏱️ 15.01.2026):
```
conda install -c conda-forge cx_oracle
```

pysolr (🥉24 · ⭐ 700) - Pysolr Python Solr client. BSD-3

GitHub (👨‍💻 77 · 🔀 340 · 📦 4K):

git clone https://github.com/django-haystack/pysolr

PyPi (📥 350K / month · 📦 87 · ⏱️ 18.11.2025):
```
pip install pysolr
```
Conda (📥 120K · ⏱️ 18.11.2025):
```
conda install -c conda-forge pysolr
```

umongo (🥉24 · ⭐ 450) - sync/async MongoDB ODM, yes. MIT

GitHub (👨‍💻 19 · 🔀 68 · 📦 26K):
```
git clone https://github.com/Scille/umongo
```
PyPi (📥 35K / month · 📦 10 · ⏱️ 01.03.2026):
```
pip install umongo
```
Conda (📥 19K · ⏱️ 20.08.2026):
```
conda install -c conda-forge umongo
```

Databases (🥉23 · ⭐ 3.9K · 💤) - Async database support for Python. BSD-3

GitHub (👨‍💻 59 · 🔀 260):

git clone https://github.com/encode/databases

PyPi (📥 1.3M / month · 📦 160 · ⏱️ 01.03.2024):
```
pip install databases
```
Conda (📥 390K · ⏱️ 01.01.2026):
```
conda install -c conda-forge databases
```

ODMantic (🥉23 · ⭐ 1.2K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC

GitHub (👨‍💻 23 · 🔀 98 · 📦 3.6K):
```
git clone https://github.com/art049/odmantic
```
PyPi (📥 70K / month · 📦 24 · ⏱️ 24.01.2026):
```
pip install odmantic
```

HappyBase (🥉23 · ⭐ 610 · 💤) - [UNMAINTAINED] A developer-friendly Python library to interact with.. MIT

GitHub (👨‍💻 22 · 🔀 160 · 📦 1K):

git clone https://github.com/python-happybase/happybase

PyPi (📥 72K / month · 📦 44 · ⏱️ 26.09.2025):
```
pip install happybase
```
Conda (📥 390K · ⏱️ 22.04.2025):
```
conda install -c conda-forge happybase
```

filedepot (🥉23 · ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT

GitHub (👨‍💻 21 · 🔀 41 · 📦 1.5K):
```
git clone https://github.com/amol-/depot
```
PyPi (📥 22K / month · 📦 15 · ⏱️ 22.07.2026):
```
pip install filedepot
```

neo4j-driver (🥉22 · ⭐ 1K) - Neo4j Bolt driver for Python. Apache-2

GitHub (👨‍💻 44 · 🔀 210):

git clone https://github.com/neo4j/neo4j-python-driver

PyPi (📥 97K / month · 📦 65 · ⏱️ 04.05.2026):
```
pip install neo4j-driver
```

Conda (📥 520K · ⏱️ 04.05.2026):

conda install -c conda-forge neo4j-python-driver

cloudant (🥉19 · ⭐ 160) - A Python library for Cloudant and CouchDB. Apache-2

GitHub (👨‍💻 33 · 🔀 55):

git clone https://github.com/cloudant/python-cloudant

PyPi (📥 260K / month · 📦 34 · ⏱️ 26.08.2021):
```
pip install cloudant
```
Conda (📥 430K · ⏱️ 29.04.2026):
```
conda install -c conda-forge cloudant
```

psycopg3 (🥉18 · ⭐ 2.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

GitHub (👨‍💻 100 · 🔀 240):

git clone https://github.com/psycopg/psycopg

PugSQL (🥉18 · ⭐ 760 · 💤) - A HugSQL-inspired database library for Python. Apache-2

GitHub (👨‍💻 14 · 🔀 27 · 📦 84):

git clone https://github.com/mcfunley/pugsql

PyPi (📥 31K / month · 📦 3 · ⏱️ 04.12.2025):
```
pip install pugsql
```

Show 21 hidden projects...

psycopg2 (🥈32 · ⭐ 3.6K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
pyodbc (🥈29 · ⭐ 3.1K) - Python ODBC bridge. ❗️MIT-0
Motor (🥈29 · ⭐ 2.5K · 💀) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
SQLAlchemy-Utils (🥉28 · ⭐ 1.3K) - Various utility functions and datatypes for SQLAlchemy. ❗Unlicensed
Elasticsearch DSL (🥉25 · ⭐ 3.9K · 💀) - High level Python client for Elasticsearch. Apache-2
influxdb (🥉25 · ⭐ 1.7K · 💀) - Python client for InfluxDB. MIT
pygsheets (🥉25 · ⭐ 1.5K · 💀) - Google Sheets Python API v4. MIT
redis-py-cluster (🥉25 · ⭐ 1.1K · 💀) - Python cluster client for the official redis cluster... MIT
Records (🥉24 · ⭐ 7.2K · 💀) - SQL for Humans. ISC
gino (🥉23 · ⭐ 2.7K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
mongo-connector (🥉22 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
prisma (🥉21 · ⭐ 1.9K · 💀) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
pyhdb (🥉20 · ⭐ 320 · 💀) - SAP HANA Connector in pure Python. Apache-2
Queries (🥉20 · ⭐ 260 · 💀) - PostgreSQL database access simplified. BSD-3
aioprometheus (🥉20 · ⭐ 180 · 💀) - A Prometheus Python client library for asyncio-based.. MIT
PyMODM (🥉17 · ⭐ 350 · 💀) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
db.py (🥉15 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
py2neo (🥉15 · 💀) - Python client library and toolkit for Neo4j. Apache-2
gsheets-db-api (🥉14 · ⭐ 210 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
SuperSQLite (🥉13 · ⭐ 720 · 💀) - A supercharged SQLite library for Python. MIT
lazydata (🥉13 · ⭐ 620 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2

Data Loading & Extraction

Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

Datasets (🥇35 · ⭐ 22K) - The largest hub of ready-to-use datasets for AI models with fast,.. Apache-2

GitHub (👨‍💻 690 · 🔀 3.3K · 📦 130K):

git clone https://github.com/huggingface/datasets

PyPi (📥 160M / month · 📦 7.1K · ⏱️ 28.07.2026):
```
pip install datasets
```
Conda (📥 3.4M · ⏱️ 29.07.2026):
```
conda install -c conda-forge datasets
```

Faker (🥇35 · ⭐ 19K) - Faker is a Python package that generates fake data for you. MIT

GitHub (👨‍💻 680 · 🔀 2.1K · 📦 300K):
```
git clone https://github.com/joke2k/faker
```
PyPi (📥 81M / month · 📦 3.6K · ⏱️ 21.08.2026):
```
pip install Faker
```
Conda (📥 2.2M · ⏱️ 21.08.2026):
```
conda install -c conda-forge faker
```

Tablib (🥇31 · ⭐ 4.8K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub (👨‍💻 140 · 🔀 610 · 📦 130K):
```
git clone https://github.com/jazzband/tablib
```
PyPi (📥 5.4M / month · 📦 230 · ⏱️ 31.07.2026):
```
pip install tablib
```
Conda (📥 390K · ⏱️ 31.07.2026):
```
conda install -c conda-forge tablib
```

python-magic (🥇31 · ⭐ 2.9K) - A python wrapper for libmagic. MIT

GitHub (👨‍💻 67 · 🔀 300 · 📦 87K):

git clone https://github.com/ahupp/python-magic

PyPi (📥 36M / month · 📦 1.5K · ⏱️ 07.06.2022):
```
pip install python-magic
```

Conda (📥 950K · ⏱️ 19.06.2026):

conda install -c conda-forge python-magic

xmltodict (🥈30 · ⭐ 5.7K) - Python module that makes working with XML feel like you are working.. MIT

GitHub (👨‍💻 60 · 🔀 470 · 📦 89K):

git clone https://github.com/martinblech/xmltodict

PyPi (📥 130M / month · 📦 3.9K · ⏱️ 22.02.2026):
```
pip install xmltodict
```
Conda (📥 7.4M · ⏱️ 22.02.2026):
```
conda install -c conda-forge xmltodict
```

xlrd (🥈30 · ⭐ 2.2K · 💤) - Please use openpyxl where you can... BSD-3

GitHub (👨‍💻 53 · 🔀 440 · 📦 250K):

git clone https://github.com/python-excel/xlrd

PyPi (📥 84M / month · 📦 3.5K · ⏱️ 14.06.2025):
```
pip install xlrd
```
Conda (📥 5.8M · ⏱️ 26.08.2025):
```
conda install -c conda-forge xlrd
```

gdown (🥈29 · ⭐ 5.3K) - Google Drive public file downloader when curl/wget fails. MIT

GitHub (👨‍💻 27 · 🔀 420 · 📦 60K):
```
git clone https://github.com/wkentaro/gdown
```
PyPi (📥 3.5M / month · 📦 1.5K · ⏱️ 30.05.2026):
```
pip install gdown
```
Conda (📥 570K · ⏱️ 30.05.2026):
```
conda install -c conda-forge gdown
```

xlwings (🥈29 · ⭐ 3.4K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3

GitHub (👨‍💻 69 · 🔀 540 · 📦 34K):
```
git clone https://github.com/xlwings/xlwings
```
PyPi (📥 980K / month · 📦 310 · ⏱️ 17.08.2026):
```
pip install xlwings
```
Conda (📥 2.1M · ⏱️ 18.08.2026):
```
conda install -c conda-forge xlwings
```

smart-open (🥈27 · ⭐ 3.4K) - Utils for streaming large files (S3, HDFS, GCS, SFTP, Azure Blob.. MIT

GitHub (👨‍💻 130 · 🔀 390):

git clone https://github.com/RaRe-Technologies/smart_open

PyPi (📥 76M / month · 📦 700 · ⏱️ 15.07.2026):
```
pip install smart-open
```

Conda (📥 5.1M · ⏱️ 15.07.2026):

conda install -c conda-forge smart_open

Intake (🥈27 · ⭐ 1.1K) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub (👨‍💻 95 · 🔀 150 · 📦 3.7K):
```
git clone https://github.com/intake/intake
```
PyPi (📥 880K / month · 📦 230 · ⏱️ 17.06.2026):
```
pip install intake
```
Conda (📥 940K · ⏱️ 09.03.2026):
```
conda install -c conda-forge intake
```

textract (🥈26 · ⭐ 4.5K · 📉) - extract text from any document. no muss. no fuss. MIT

GitHub (👨‍💻 48 · 🔀 670 · 📦 4.9K):

git clone https://github.com/deanmalmgren/textract

PyPi (📥 420K / month · 📦 92 · ⏱️ 27.04.2026):
```
pip install textract
```
Conda (📥 150K · ⏱️ 28.04.2026):
```
conda install -c conda-forge textract
```

csvkit (🥈25 · ⭐ 6.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

GitHub (👨‍💻 120 · 🔀 670 · 📦 2K):

git clone https://github.com/wireservice/csvkit

PyPi (📥 490K / month · 📦 49 · ⏱️ 15.12.2025):
```
pip install csvkit
```
Conda (📥 370K · ⏱️ 26.04.2026):
```
conda install -c conda-forge csvkit
```

img2dataset (🥉23 · ⭐ 4.2K · 💤) - Easily turn large sets of image urls to an image dataset. Can.. MIT

GitHub (👨‍💻 36 · 🔀 360 · 📦 290):

git clone https://github.com/rom1504/img2dataset

PyPi (📥 72K / month · 📦 6 · ⏱️ 09.08.2025):
```
pip install img2dataset
```

camelot (🥉23 · ⭐ 3.8K) - A Python library to extract tabular data from PDFs. MIT

GitHub (👨‍💻 80 · 🔀 540 · 📦 3.7K):

git clone https://github.com/camelot-dev/camelot

PyPi (📥 3.4K / month · 📦 6 · ⏱️ 15.12.2021):
```
pip install camelot
```

snorkel (🥉22 · ⭐ 6K) - A system for quickly generating training data with weak supervision. Apache-2

GitHub (👨‍💻 81 · 🔀 850 · 📦 680):

git clone https://github.com/snorkel-team/snorkel

PyPi (📥 47K / month · 📦 22 · ⏱️ 27.02.2024):
```
pip install snorkel
```
Conda (📥 75K · ⏱️ 22.04.2025):
```
conda install -c conda-forge snorkel
```

Singer (🥉22 · ⭐ 1.3K) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0

GitHub (👨‍💻 33 · 🔀 150):

git clone https://github.com/singer-io/getting-started

PyPi (📥 560K / month · 📦 310 · ⏱️ 27.02.2026):
```
pip install singer-python
```

Upgini (🥉19 · ⭐ 360) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3

GitHub (👨‍💻 14 · 🔀 26 · 📦 11):
```
git clone https://github.com/upgini/upgini
```
PyPi (📥 12K / month · ⏱️ 26.08.2026):
```
pip install upgini
```

rows (🥉17 · ⭐ 890) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

GitHub (👨‍💻 32 · 🔀 140 · 📦 180):
```
git clone https://github.com/turicas/rows
```
PyPi (📥 5.5K / month · 📦 6 · ⏱️ 15.12.2021):
```
pip install rows
```

Show 14 hidden projects...

pandas-datareader (🥈27 · ⭐ 3.2K) - Extract data from a wide range of Internet sources.. ❗Unlicensed
PDFMiner (🥈25 · ⭐ 5.3K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
SDV (🥉24 · ⭐ 3.5K) - Synthetic data generation for tabular data. ❗Unlicensed
tabulator-py (🥉22 · ⭐ 240 · 💀) - Python library for reading and writing tabular data via streams. MIT
pyexcel-xlsx (🥉21 · ⭐ 120 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
messytables (🥉20 · ⭐ 390 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
deepdish (🥉20 · ⭐ 270 · 💀) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
excalibur (🥉18 · ⭐ 1.7K · 💀) - A web interface to extract tabular data from PDFs. MIT
datatest (🥉18 · ⭐ 290 · 💀) - Tools for test driven data-wrangling and data validation. Apache-2
borb (🥉17 · ⭐ 3.6K) - pText is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
pdfmux (🥉14 · ⭐ 77 · 🐣) - PDF extraction that audits its own output and certifies.. MIT python pdf markdown
csvs-to-sqlite (🥉13 · ⭐ 900 · 💀) - Convert CSV files into a SQLite database. Apache-2
Squirrel (🥉12 · ⭐ 280 · 💀) - A Python library that enables ML teams to share, load, and.. Apache-2
Wayback-Archive (🥉6 · ⭐ 27 · 🐣) - Download complete websites from the Wayback Machine with.. ❗️GPL-3.0

Data Pipelines & Streaming

Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.

Airflow (🥇36 · ⭐ 47K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2

GitHub (👨‍💻 4.6K · 🔀 18K · 📦 20K):
```
git clone https://github.com/apache/airflow
```
PyPi (📥 19M / month · 📦 970 · ⏱️ 12.08.2026):
```
pip install apache-airflow
```
Conda (📥 2.1M · ⏱️ 20.08.2026):
```
conda install -c conda-forge airflow
```
Docker Hub (📥 1.6B · ⭐ 640 · ⏱️ 12.08.2026):
```
docker pull apache/airflow
```

Celery (🥇36 · ⭐ 29K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub (👨‍💻 1.5K · 🔀 5.1K · 📦 190K):
```
git clone https://github.com/celery/celery
```
PyPi (📥 57M / month · 📦 2.6K · ⏱️ 26.03.2026):
```
pip install celery
```
Conda (📥 3.1M · ⏱️ 26.07.2026):
```
conda install -c conda-forge celery
```

rq (🥇33 · ⭐ 11K) - Simple job queues for Python. BSD-3

GitHub (👨‍💻 360 · 🔀 1.5K · 📦 22K):
```
git clone https://github.com/rq/rq
```
PyPi (📥 18M / month · 📦 430 · ⏱️ 17.08.2026):
```
pip install rq
```
Conda (📥 340K · ⏱️ 24.08.2026):
```
conda install -c conda-forge rq
```

Beam (🥇33 · ⭐ 8.6K) - Unified programming model to define and execute data processing.. Apache-2

GitHub (👨‍💻 2K · 🔀 4.6K · 📦 9.8K):
```
git clone https://github.com/apache/beam
```
PyPi (📥 5.7M / month · 📦 190 · ⏱️ 21.08.2026):
```
pip install apache-beam
```

Conda (📥 360K · ⏱️ 11.07.2026):

conda install -c conda-forge apache-beam-with-aws

joblib (🥇33 · ⭐ 4.3K) - Computing with Python functions. BSD-3

GitHub (👨‍💻 160 · 🔀 450 · 📦 740K):
```
git clone https://github.com/joblib/joblib
```
PyPi (📥 220M / month · 📦 9.6K · ⏱️ 15.12.2025):
```
pip install joblib
```
Conda (📥 52M · ⏱️ 15.12.2025):
```
conda install -c conda-forge joblib
```

Prefect (🥈32 · ⭐ 24K) - Prefect is a workflow orchestration framework for building resilient.. Apache-2

GitHub (👨‍💻 740 · 🔀 2.5K · 📦 8.4K):
```
git clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 14M / month · 📦 560 · ⏱️ 27.08.2026):
```
pip install prefect
```
Conda (📥 1.2M · ⏱️ 26.08.2026):
```
conda install -c conda-forge prefect
```

Dagster (🥈32 · ⭐ 16K) - An orchestration platform for the development, production, and.. Apache-2

GitHub (👨‍💻 700 · 🔀 2.3K · 📦 4.9K):
```
git clone https://github.com/dagster-io/dagster
```
PyPi (📥 10M / month · 📦 430 · ⏱️ 27.08.2026):
```
pip install dagster
```
Conda (📥 3.2M · ⏱️ 21.08.2026):
```
conda install -c conda-forge dagster
```

luigi (🥈30 · ⭐ 19K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2

GitHub (👨‍💻 640 · 🔀 2.5K · 📦 2.9K):
```
git clone https://github.com/spotify/luigi
```
PyPi (📥 1.3M / month · 📦 180 · ⏱️ 07.05.2026):
```
pip install luigi
```
Conda (📥 25K · 📦 3 · ⏱️ 30.07.2026):
```
conda install -c anaconda luigi
```

Great Expectations (🥈30 · ⭐ 12K) - Always know what to expect from your data. Apache-2

GitHub (👨‍💻 480 · 🔀 1.8K · 📦 4):

git clone https://github.com/great-expectations/great_expectations

PyPi (📥 26M / month · 📦 190 · ⏱️ 19.08.2026):
```
pip install great_expectations
```

Conda (📥 1.7M · ⏱️ 19.08.2026):

conda install -c conda-forge great-expectations

dbt (🥈29 · ⭐ 14K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2

GitHub (👨‍💻 500 · 🔀 2.5K · 📦 10K):
```
git clone https://github.com/dbt-labs/dbt-core
```
PyPi (📥 120K / month · 📦 36 · ⏱️ 21.08.2026):
```
pip install dbt
```
Conda (📥 860K · ⏱️ 22.04.2025):
```
conda install -c conda-forge dbt
```

Kedro (🥈29 · ⭐ 11K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2

GitHub (👨‍💻 300 · 🔀 1K · 📦 3.3K):
```
git clone https://github.com/kedro-org/kedro
```
PyPi (📥 1.2M / month · 📦 160 · ⏱️ 29.06.2026):
```
pip install kedro
```

petl (🥈28 · ⭐ 1.3K) - Python Extract Transform and Load Tables of Data. MIT

GitHub (👨‍💻 72 · 🔀 200 · 📦 4.3K):

git clone https://github.com/petl-developers/petl

PyPi (📥 830K / month · 📦 57 · ⏱️ 19.08.2026):
```
pip install petl
```
Conda (📥 530K · ⏱️ 20.08.2026):
```
conda install -c conda-forge petl
```

zenml (🥈27 · ⭐ 5.6K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2

GitHub (👨‍💻 150 · 🔀 650 · 📦 1.5K):
```
git clone https://github.com/zenml-io/zenml
```
PyPi (📥 300K / month · 📦 15 · ⏱️ 07.08.2026):
```
pip install zenml
```

arq (🥈27 · ⭐ 2.9K) - Job queues in python with asyncio and redis. MIT

GitHub (👨‍💻 67 · 🔀 210 · 📦 1.5K):
```
git clone https://github.com/samuelcolvin/arq
```
PyPi (📥 4.8M / month · 📦 82 · ⏱️ 16.04.2026):
```
pip install arq
```
Conda (📥 27K · ⏱️ 03.08.2026):
```
conda install -c conda-forge arq
```

huey (🥈26 · ⭐ 6K) - a little task queue for python. MIT

GitHub (👨‍💻 72 · 🔀 400):

git clone https://github.com/coleifer/huey

PyPi (📥 21M / month · 📦 160 · ⏱️ 05.08.2026):
```
pip install huey
```
Conda (📥 210K · ⏱️ 05.08.2026):
```
conda install -c conda-forge huey
```

mleap (🥈26 · ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2

GitHub (👨‍💻 87 · 🔀 320 · 📦 250):
```
git clone https://github.com/combust/mleap
```
PyPi (📥 2.1M / month · 📦 11 · ⏱️ 21.07.2026):
```
pip install mleap
```
Conda (📥 120K · ⏱️ 22.07.2026):
```
conda install -c conda-forge mleap
```

CocoIndex (🥈24 · ⭐ 6.1K · 🐣) - Data transformation framework for AI. Ultra performant, with.. Apache-2

GitHub (👨‍💻 89 · 🔀 450 · 📦 70):

git clone https://github.com/cocoindex-io/cocoindex

PyPi (📥 80K / month · 📦 16 · ⏱️ 12.08.2026):
```
pip install cocoindex
```

riko (🥉20 · ⭐ 1.6K) - A Python stream processing engine modeled after Yahoo! Pipes. MIT

GitHub (👨‍💻 22 · 🔀 75 · 📦 14):
```
git clone https://github.com/nerevu/riko
```
PyPi (📥 1.7K / month · ⏱️ 10.08.2026):
```
pip install riko
```

TaskTiger (🥉20 · ⭐ 1.5K) - Python task queue using Redis. MIT

GitHub (👨‍💻 35 · 🔀 91 · 📦 33):

git clone https://github.com/closeio/tasktiger

PyPi (📥 9.9K / month · 📦 2 · ⏱️ 11.03.2026):
```
pip install tasktiger
```

dbnd (🥉19 · ⭐ 270) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2

GitHub (👨‍💻 93 · 🔀 33 · 📦 42):

git clone https://github.com/databand-ai/dbnd

PyPi (📥 26K / month · 📦 27 · ⏱️ 05.03.2026):
```
pip install dbnd
```

pdpipe (🥉17 · ⭐ 720) - Easy pipelines for pandas DataFrames. MIT

GitHub (👨‍💻 14 · 🔀 46 · 📦 67):
```
git clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 2K / month · 📦 14 · ⏱️ 06.03.2026):
```
pip install pdpipe
```
Conda (📥 66K · ⏱️ 06.03.2026):
```
conda install -c conda-forge pdpipe
```

BatchFlow (🥉17 · ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2

GitHub (👨‍💻 40 · 🔀 45 · 📦 15):

git clone https://github.com/analysiscenter/batchflow

PyPi (📥 480 / month · ⏱️ 16.04.2026):
```
pip install batchflow
```

kale (🥉16 · ⭐ 700) - Convert JupyterNotebooks to Kubeflow Pipelines deployments. Apache-2 jupyter

GitHub (👨‍💻 29 · 🔀 160):

git clone https://github.com/kubeflow-kale/kale

PyPi (📥 2.2K / month · ⏱️ 07.08.2026):
```
pip install kubeflow-kale
```

Show 21 hidden projects...

mrjob (🥈24 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
PyFunctional (🥈24 · ⭐ 2.3K · 💀) - Python library for creating data pipelines with chain.. MIT
faust (🥉22 · ⭐ 6.8K · 💀) - Python Stream Processing. BSD-3
whylogs (🥉22 · ⭐ 2.8K · 💀) - Open standard for end-to-end data and ML monitoring for any.. Apache-2
Activeloop (🥉21 · ⭐ 9.2K · 💀) - Activeloop Deep Lake. MPL-2.0
bonobo (🥉21 · ⭐ 1.6K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
flupy (🥉21 · ⭐ 200) - Fluent data pipelines for python and your shell. ❗Unlicensed
ploomber (🥉20 · ⭐ 3.6K · 💀) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
Pypeline (🥉20 · ⭐ 1.4K · 💀) - Concurrent data pipelines in Python . MIT
pysparkling (🥉19 · ⭐ 260 · 💀) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
Optimus (🥉17 · ⭐ 1.5K · 💀) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark
streamparse (🥉17 · ⭐ 1.5K · 💀) - streamparse lets you run Python code against real-time.. Apache-2
dpark (🥉16 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
Databolt Flow (🥉15 · ⭐ 950 · 💀) - Python library for building highly effective data science.. MIT
mrq (🥉15 · ⭐ 880 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
spark-deep-learning (🥉14 · ⭐ 2K · 💀) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
Mara Pipelines (🥉13 · ⭐ 2.1K · 💀) - A lightweight opinionated ETL framework, halfway between.. MIT
Botflow (🥉13 · ⭐ 740 · 💀) - Python Fast Data driven programming framework for Data pipeline.. BSD-3
bodywork-core (🥉12 · ⭐ 430 · 💀) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0
datajob (🥉11 · ⭐ 100 · 💀) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
RasgoQL (🥉10 · ⭐ 270 · 💀) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

File Formats

PyYAML (🥇33 · ⭐ 2.9K) - Canonical source repository for PyYAML. MIT

GitHub (👨‍💻 40 · 🔀 570 · 📦 1.9M):
```
git clone https://github.com/yaml/pyyaml
```
PyPi (📥 1.2B / month · 📦 55K · ⏱️ 25.09.2025):
```
pip install pyyaml
```
Conda (📥 92M · ⏱️ 04.02.2026):
```
conda install -c conda-forge pyyaml
```

XlsxWriter (🥉30 · ⭐ 3.9K) - A Python module for creating Excel XLSX files. BSD-2

GitHub (👨‍💻 58 · 🔀 660 · 📦 110K):

git clone https://github.com/jmcnamara/XlsxWriter

PyPi (📥 110M / month · 📦 470 · ⏱️ 16.09.2025):
```
pip install xlsxwriter
```

Conda (📥 5.2M · ⏱️ 12.10.2025):

conda install -c conda-forge xlsxwriter

jmespath (🥉28 · ⭐ 2.4K) - JMESPath is a query language for JSON. MIT

GitHub (👨‍💻 32 · 🔀 190):

git clone https://github.com/jmespath/jmespath.py

PyPi (📥 640M / month · 📦 2K · ⏱️ 22.01.2026):
```
pip install jmespath
```
Conda (📥 35M · ⏱️ 23.01.2026):
```
conda install -c conda-forge jmespath
```

Code Inspection

deepdiff (🥇29 · ⭐ 2.5K) - Deep Difference and Search of any Python object/data. Recreate objects.. MIT

GitHub (👨‍💻 110 · 🔀 270 · 📦 22K):

git clone https://github.com/seperman/deepdiff

PyPi (📥 79M / month · 📦 1.5K · ⏱️ 15.05.2026):
```
pip install deepdiff
```
Conda (📥 960K · ⏱️ 16.05.2026):
```
conda install -c conda-forge deepdiff
```

Show 3 hidden projects...

entrypoints (🥈26 · ⭐ 74 · 💀) - Discover and load entry points from installed packages. MIT
typing_inspect (🥉24 · ⭐ 370 · 💀) - Runtime inspection utilities for Python typing module. MIT
importlib-resources (🥉24 · ⭐ 72) - Backport of the importlib.resources module. ❗Unlicensed

General Utilities

attrs (🥇34 · ⭐ 5.8K) - Python Classes Without Boilerplate. MIT

GitHub (👨‍💻 190 · 🔀 420 · 📦 1.5M):

git clone https://github.com/python-attrs/attrs

PyPi (📥 960M / month · 📦 11K · ⏱️ 19.03.2026):
```
pip install attrs
```
Conda (📥 75M · ⏱️ 19.03.2026):
```
conda install -c conda-forge attrs
```

tenacity (🥇33 · ⭐ 8.6K) - Retrying library for Python. Apache-2

GitHub (👨‍💻 120 · 🔀 320 · 📦 410K):
```
git clone https://github.com/jd/tenacity
```
PyPi (📥 470M / month · 📦 6.3K · ⏱️ 07.02.2026):
```
pip install tenacity
```
Conda (📥 16M · ⏱️ 08.02.2026):
```
conda install -c conda-forge tenacity
```

more-itertools (🥇33 · ⭐ 4.1K) - More routines for operating on iterables, beyond itertools. MIT

GitHub (👨‍💻 150 · 🔀 320 · 📦 300K):

git clone https://github.com/more-itertools/more-itertools

PyPi (📥 330M / month · 📦 5K · ⏱️ 22.05.2026):
```
pip install more-itertools
```

Conda (📥 36M · ⏱️ 22.05.2026):

conda install -c conda-forge more-itertools

boltons (🥈30 · ⭐ 6.9K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3

GitHub (👨‍💻 110 · 🔀 410 · 📦 12K):
```
git clone https://github.com/mahmoud/boltons
```
PyPi (📥 28M / month · 📦 460 · ⏱️ 17.07.2026):
```
pip install boltons
```
Conda (📥 17M · ⏱️ 22.07.2026):
```
conda install -c conda-forge boltons
```

python-dependency-injector (🥈29 · ⭐ 4.9K) - Dependency injection framework for Python. BSD-3

GitHub (👨‍💻 49 · 🔀 350 · 📦 5.9K):

git clone https://github.com/ets-labs/python-dependency-injector

PyPi (📥 8.7M / month · 📦 420 · ⏱️ 18.06.2026):
```
pip install dependency-injector
```

Conda (📥 150K · ⏱️ 19.06.2026):

conda install -c conda-forge dependency_injector

returns (🥉27 · ⭐ 4.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2

GitHub (👨‍💻 74 · 🔀 150 · 📦 1K):

git clone https://github.com/dry-python/returns

PyPi (📥 1.8M / month · 📦 240 · ⏱️ 02.08.2026):
```
pip install returns
```
Conda (📥 95K · ⏱️ 03.08.2026):
```
conda install -c conda-forge returns
```

retrying (🥉26 · ⭐ 1.9K · 💤) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2

GitHub (👨‍💻 15 · 🔀 160):

git clone https://github.com/rholder/retrying

PyPi (📥 34M / month · 📦 1.1K · ⏱️ 03.08.2025):
```
pip install retrying
```
Conda (📥 3.4M · ⏱️ 03.08.2025):
```
conda install -c conda-forge retrying
```

natsort (🥉26 · ⭐ 910 · 📉) - Simple yet flexible natural sorting in Python. MIT

GitHub (👨‍💻 25 · 🔀 52 · 📦 50K):

git clone https://github.com/SethMMorton/natsort

PyPi (📥 23M / month · 📦 1.5K · ⏱️ 20.06.2023):
```
pip install natsort
```
Conda (📥 3.1M · ⏱️ 12.02.2026):
```
conda install -c conda-forge natsort
```

ubelt (🥉21 · ⭐ 740) - A Python utility library with a stdlib like feel and extra batteries... Apache-2

GitHub (👨‍💻 6 · 🔀 51):

git clone https://github.com/Erotemic/ubelt

PyPi (📥 63K / month · 📦 140 · ⏱️ 31.07.2026):
```
pip install ubelt
```
Conda (📥 450K · ⏱️ 31.07.2026):
```
conda install -c conda-forge ubelt
```

Show 6 hidden projects...

toolz (🥈28 · ⭐ 5.1K · 💤) - A functional standard library for Python. ❗Unlicensed
funcy (🥉26 · ⭐ 3.3K · 💀) - A fancy and practical functional tools. BSD-3
ratelimit (🥉25 · ⭐ 760 · 💀) - API Rate Limit Decorator. MIT
pampy (🥉21 · ⭐ 3.5K · 💀) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
CommonRegex (🥉21 · ⭐ 1.6K · 💀) - A collection of common regular expressions bundled with an easy.. MIT
pinject (🥉19 · ⭐ 1.3K · 💀) - A pythonic dependency injection library. Apache-2

Python Implementations

cpython (🥇34 · ⭐ 75K) - The Python programming language. MIT

GitHub (👨‍💻 4K · 🔀 35K · 📦 630K):
```
git clone https://github.com/python/cpython
```
PyPi (📥 16 / month · 📦 21 · ⏱️ 22.07.2020):
```
pip install cpython
```
Conda (📥 4.4M · ⏱️ 22.04.2025):
```
conda install -c conda-forge typing
```
npm (📦 6 · ⏱️ 03.08.2017):
```
npm install @buckpkg/python
```

micropython (🥈21 · ⭐ 22K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0

GitHub (👨‍💻 760 · 🔀 8.9K · 📦 21):

git clone https://github.com/micropython/micropython

PyPi (⏱️ 10.10.2016):
```
pip install micropython-_markupbase
```

Show 4 hidden projects...

grumpy (🥈18 · ⭐ 10K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
pyston (🥉12 · ⭐ 2.5K · 💀) - (No longer maintained) A faster and highly-compatible.. Apache-2
stackless (🥉9 · ⭐ 620 · 💀) - The Stackless Python programming language. ❗Unlicensed
cl-python (🥉7 · ⭐ 240 · 💀) - An implementation of Python in Common Lisp. ❗Unlicensed

Others

Pygments (🥇35 · ⭐ 2.2K) - Pygments is a generic syntax highlighter written in Python. BSD-2

GitHub (👨‍💻 950 · 🔀 870 · 📦 1.2M):
```
git clone https://github.com/pygments/pygments
```
PyPi (📥 1.3B / month · 📦 12K · ⏱️ 17.08.2026):
```
pip install pygments
```
Conda (📥 70M · ⏱️ 17.08.2026):
```
conda install -c conda-forge pygments
```

wrapt (🥇34 · ⭐ 2.3K) - A Python module for decorators, wrappers and monkey patching. BSD-2

GitHub (👨‍💻 40 · 🔀 250 · 📦 630K):

git clone https://github.com/GrahamDumpleton/wrapt

PyPi (📥 500M / month · 📦 3.4K · ⏱️ 21.08.2026):
```
pip install wrapt
```
Conda (📥 41M · ⏱️ 30.07.2026):
```
conda install -c conda-forge wrapt
```

pyparsing (🥇33 · ⭐ 2.5K) - Python library for creating PEG parsers. MIT

GitHub (👨‍💻 84 · 🔀 320 · 📦 1.3M):

git clone https://github.com/pyparsing/pyparsing

PyPi (📥 420M / month · 📦 6.3K · ⏱️ 21.01.2026):
```
pip install pyparsing
```
Conda (📥 77M · ⏱️ 21.01.2026):
```
conda install -c conda-forge pyparsing
```

cookiecutter (🥈32 · ⭐ 25K) - A cross-platform command-line utility that creates projects from.. BSD-3

GitHub (👨‍💻 330 · 🔀 2.2K · 📦 38K):

git clone https://github.com/cookiecutter/cookiecutter

PyPi (📥 9.9M / month · 📦 1.2K · ⏱️ 04.03.2026):
```
pip install cookiecutter
```

Conda (📥 2.2M · ⏱️ 04.03.2026):

conda install -c conda-forge cookiecutter

pluggy (🥈31 · ⭐ 1.6K) - A minimalist production ready plugin system. MIT

GitHub (👨‍💻 62 · 🔀 150 · 📦 830K):

git clone https://github.com/pytest-dev/pluggy

PyPi (📥 1.3B / month · 📦 2.6K · ⏱️ 15.05.2025):
```
pip install pluggy
```
Conda (📥 58M · ⏱️ 05.12.2025):
```
conda install -c conda-forge pluggy
```

decorator (🥈31 · ⭐ 910) - Decorators for Humans. BSD-2

GitHub (👨‍💻 33 · 🔀 120 · 📦 770K):

git clone https://github.com/micheles/decorator

PyPi (📥 210M / month · 📦 2.9K · ⏱️ 18.05.2026):
```
pip install decorator
```
Conda (📥 51M · ⏱️ 18.05.2026):
```
conda install -c conda-forge decorator
```

diagrams (🥈29 · ⭐ 42K) - Diagram as Code for prototyping cloud system architectures. MIT

GitHub (👨‍💻 180 · 🔀 2.7K · 📦 2.5K):

git clone https://github.com/mingrammer/diagrams

PyPi (📥 6.2M / month · 📦 140 · ⏱️ 22.11.2025):
```
pip install diagrams
```
Conda (📥 370K · ⏱️ 24.11.2025):
```
conda install -c conda-forge diagrams
```

fastcore (🥈29 · ⭐ 1.1K) - Python supercharged for fastai development. Apache-2

GitHub (👨‍💻 84 · 🔀 290 · 📦 13K):
```
git clone https://github.com/fastai/fastcore
```
PyPi (📥 69M / month · 📦 1.2K · ⏱️ 26.08.2026):
```
pip install fastcore
```
Conda (📥 360K · ⏱️ 26.08.2026):
```
conda install -c conda-forge fastcore
```

keyboard (🥉27 · ⭐ 3.8K · 💤) - Hook and simulate global keyboard events on Windows and Linux. MIT

GitHub (👨‍💻 41 · 🔀 430 · 📦 27K):

git clone https://github.com/boppreh/keyboard

PyPi (📥 920K / month · 📦 720 · ⏱️ 23.03.2020):
```
pip install keyboard
```
Conda (📥 84K · ⏱️ 03.11.2025):
```
conda install -c conda-forge keyboard
```

Copier (🥉27 · ⭐ 3.5K) - Library and command-line utility for rendering projects templates. MIT

GitHub (👨‍💻 130 · 🔀 270 · 📦 2K):

git clone https://github.com/copier-org/copier

PyPi (📥 2.4M / month · 📦 400 · ⏱️ 19.08.2026):
```
pip install copier
```

python-mss (🥉27 · ⭐ 1.3K) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

GitHub (👨‍💻 31 · 🔀 110 · 📦 13K):

git clone https://github.com/BoboTiG/python-mss

PyPi (📥 3.7M / month · 📦 650 · ⏱️ 23.04.2026):
```
pip install mss
```

Conda (📥 100K · ⏱️ 23.04.2026):

conda install -c conda-forge python-mss

Send2Trash (🥉27 · ⭐ 300) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3

GitHub (👨‍💻 20 · 🔀 47 · 📦 320K):

git clone https://github.com/arsenetar/send2trash

PyPi (📥 41M / month · 📦 710 · ⏱️ 14.01.2026):
```
pip install send2trash
```

Conda (📥 23M · ⏱️ 12.02.2026):

conda install -c conda-forge send2trash

catalogue (🥉25 · ⭐ 180 · 💤) - Super lightweight function registries for your library. MIT

GitHub (👨‍💻 12 · 🔀 20 · 📦 66K):

git clone https://github.com/explosion/catalogue

PyPi (📥 27M / month · 📦 140 · ⏱️ 25.09.2023):
```
pip install catalogue
```
Conda (📥 2.4M · ⏱️ 27.08.2025):
```
conda install -c conda-forge catalogue
```

pyscaffold (🥉24 · ⭐ 2.3K) - Python project template generator with batteries included. MIT

GitHub (👨‍💻 59 · 🔀 190):

git clone https://github.com/pyscaffold/pyscaffold

PyPi (📥 1.5M / month · 📦 46 · ⏱️ 23.09.2024):
```
pip install pyscaffold
```

Conda (📥 780K · ⏱️ 22.04.2025):

conda install -c conda-forge pyscaffold

Show 7 hidden projects...

pycparser (🥈30 · ⭐ 3.6K) - Complete C99 parser in pure Python. ❗Unlicensed
py4j (🥉28 · ⭐ 1.3K · 💀) - Enables Python programs to dynamically access arbitrary Java objects. BSD-3
openpyxl (🥉24 · ⭐ 12 · 💤) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
pyscreenshot (🥉23 · ⭐ 500 · 💀) - Python screenshot library, replacement for the Pillow.. BSD-2
pluginbase (🥉22 · ⭐ 1.1K · 💀) - A simple but flexible plugin system for Python. BSD-3
powerline-shell (🥉21 · ⭐ 5.9K · 💀) - A beautiful and useful prompt for your shell. MIT
macropy (🥉15 · ⭐ 2.5K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT

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.

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lukasmasuch/best-of-python

Best-of Python

Contents

Explanation

Data Serialization

Data Containers & Dataframes

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

Data Loading & Extraction

Data Pipelines & Streaming

File Formats

Code Inspection

General Utilities

Python Implementations

Others

Related Resources

Contribution

License