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

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Best-of Python

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

This curated list contains 390 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 anissue, submit apull request, or directly edit theprojects.yaml. Contributions are very welcome!

🧙‍♂️ Discover otherbest-of lists or createyour own.
📫 Subscribe to ournewsletter for updates and trending projects.

Data Serialization16 projects
Data Containers & Dataframes30 projects
Data Structures15 projects
Data Validation15 projects
Algorithms & Design Patterns4 projects
Date & Time Utilities9 projects
File & Path Utilities10 projects
Compatiblity7 projects
Cryptography7 projects
Infrastructure & DevOps20 projects
Process Utilities4 projects
Asynchronous Programming7 projects
Configuration9 projects
CLI Development19 projects
Development Tools1 projects
Data Caching6 projects
GUI Development10 projects
Computer & Machine Vision2 projects
Machine Learning & Data Engineering1 projects
Text Data12 projects
Web Development1 projects
Database Clients64 projects
Data Loading & Extraction30 projects
Data Pipelines & Streaming44 projects
File Formats3 projects
Code Inspection4 projects
General Utilities15 projects
Python Implementations6 projects
Others21 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 (🥇53 · ⭐ 69K) - Protocol Buffers - Googles data interchange format.BSD-3

GitHub (👨‍💻 1.4K · 🔀 16K · 📥 84M · 📦 950K · 📋 6.8K - 6% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/protocolbuffers/protobuf
```
PyPi (📥 430M / month · 📦 9.1K · ⏱️ 28.05.2025):
```
 pip install protobuf
```
Conda (📥 24M · ⏱️ 04.07.2025):
```
 conda install -c conda-forge protobuf
```
npm (📥 10M / month · 📦 3K · ⏱️ 15.07.2024):
```
 npm install google-protobuf
```

flatbuffers (🥇44 · ⭐ 24K) - FlatBuffers: Memory Efficient Serialization Library.Apache-2

GitHub (👨‍💻 700 · 🔀 3.4K · 📥 1M · 📦 190K · 📋 2.6K - 6% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/google/flatbuffers
```
PyPi (📥 26M / month · 📦 560 · ⏱️ 11.02.2025):
```
 pip install flatbuffers
```

Conda (📥 1.6M · ⏱️ 13.05.2025):

 conda install -c conda-forge flatbuffers

npm (📥 5.7M / month · 📦 250 · ⏱️ 11.02.2025):
```
 npm install flatbuffers
```

marshmallow (🥈40 · ⭐ 7.2K) - A lightweight library for converting complex objects to and from..MIT

GitHub (👨‍💻 220 · 🔀 630 · 📦 220K · 📋 1.3K - 10% open · ⏱️ 06.05.2025):
```
 git clone https://github.com/marshmallow-code/marshmallow
```
PyPi (📥 77M / month · 📦 2.5K · ⏱️ 17.04.2025):
```
 pip install marshmallow
```

Conda (📥 3.1M · ⏱️ 22.04.2025):

 conda install -c conda-forge marshmallow

orjson (🥈38 · ⭐ 7.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,..Apache-2

GitHub (👨‍💻 23 · 🔀 250 · 📦 200K · 📋 460 - 0% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/ijl/orjson
```
PyPi (📥 63M / month · 📦 4.1K · ⏱️ 15.07.2025):
```
 pip install orjson
```
Conda (📥 3.1M · ⏱️ 16.07.2025):
```
 conda install -c conda-forge orjson
```

dill (🥈37 · ⭐ 2.4K) - serialize all of Python.BSD-3

GitHub (👨‍💻 47 · 🔀 180 · 📥 290K · 📦 230K · 📋 550 - 34% open · ⏱️ 23.06.2025):
```
 git clone https://github.com/uqfoundation/dill
```
PyPi (📥 93M / month · 📦 3.7K · ⏱️ 16.04.2025):
```
 pip install dill
```
Conda (📥 14M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge dill
```

jsonpickle (🥈37 · ⭐ 1.3K) - Python library for serializing any arbitrary object graph into..BSD-3

GitHub (👨‍💻 81 · 🔀 170 · 📦 48K · 📋 330 - 18% open · ⏱️ 09.06.2025):
```
 git clone https://github.com/jsonpickle/jsonpickle
```
PyPi (📥 15M / month · 📦 1.5K · ⏱️ 02.06.2025):
```
 pip install jsonpickle
```

Conda (📥 2.1M · ⏱️ 03.06.2025):

 conda install -c conda-forge jsonpickle

simplejson (🥈36 · ⭐ 1.7K) - simplejson is a simple, fast, extensible JSON encoder/decoder for..MIT

GitHub (👨‍💻 44 · 🔀 340 · 📥 7K · 📦 150K · 📋 210 - 10% open · ⏱️ 25.03.2025):
```
 git clone https://github.com/simplejson/simplejson
```
PyPi (📥 34M / month · 📦 2.8K · ⏱️ 15.02.2025):
```
 pip install simplejson
```

Conda (📥 4.3M · ⏱️ 22.04.2025):

 conda install -c conda-forge simplejson

msgpack (🥉34 · ⭐ 2K) - MessagePack serializer implementation for Python msgpack.org[Python].Apache-2

GitHub (👨‍💻 80 · 🔀 230 · 📥 2.1K · 📋 300 - 1% open · ⏱️ 13.06.2025):
```
 git clone https://github.com/msgpack/msgpack-python
```
PyPi (📥 140M / month · 📦 2.6K · ⏱️ 13.06.2025):
```
 pip install msgpack
```

Conda (📥 24M · ⏱️ 13.06.2025):

 conda install -c conda-forge msgpack-python

ultrajson (🥉33 · ⭐ 4.4K) - Ultra fast JSON decoder and encoder written in C with Python bindings.BSD-3

GitHub (👨‍💻 92 · 🔀 370 · 📋 350 - 8% open · ⏱️ 07.07.2025):
```
 git clone https://github.com/ultrajson/ultrajson
```
PyPi (📥 19M / month · 📦 2.6K · ⏱️ 14.05.2024):
```
 pip install ujson
```
Conda (📥 6.5M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge ujson
```

cloudpickle (🥉33 · ⭐ 1.8K) - Extended pickling support for Python objects.BSD-3

GitHub (👨‍💻 62 · 🔀 180 · 📥 63 · 📋 280 - 36% open · ⏱️ 11.07.2025):
```
 git clone https://github.com/cloudpipe/cloudpickle
```
PyPi (📥 190M / month · 📦 1.9K · ⏱️ 14.01.2025):
```
 pip install cloudpickle
```

Conda (📥 26M · ⏱️ 22.04.2025):

 conda install -c conda-forge cloudpickle

python-rapidjson (🥉28 · ⭐ 520) - Python wrapper around rapidjson.MIT

GitHub (👨‍💻 25 · 🔀 49 · 📦 7.2K · 📋 120 - 11% open · ⏱️ 10.07.2025):
```
 git clone https://github.com/python-rapidjson/python-rapidjson
```
PyPi (📥 2.1M / month · 📦 260 · ⏱️ 10.07.2025):
```
 pip install python-rapidjson
```

Conda (📥 3.5M · ⏱️ 10.07.2025):

 conda install -c conda-forge python-rapidjson

srsly (🥉28 · ⭐ 470) - Modern high-performance serialization utilities for Python (JSON,..MIT

GitHub (👨‍💻 15 · 🔀 33 · 📥 490 · 📦 66K · 📋 36 - 22% open · ⏱️ 16.01.2025):
```
 git clone https://github.com/explosion/srsly
```
PyPi (📥 9.9M / month · 📦 210 · ⏱️ 17.01.2025):
```
 pip install srsly
```
Conda (📥 2M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge srsly
```

rtoml (🥉21 · ⭐ 360 · 💤) - A fast TOML library for python implemented in rust.MIT

GitHub (👨‍💻 16 · 🔀 29 · 📦 760 · 📋 26 - 38% open · ⏱️ 09.12.2024):
```
 git clone https://github.com/samuelcolvin/rtoml
```
PyPi (📥 260K / month · 📦 130 · ⏱️ 09.12.2024):
```
 pip install rtoml
```

Show 3 hidden projects...

pyasn1 (🥉33 · ⭐ 250 · 💀) - Generic ASN.1 library for Python.BSD-2
hickle (🥉25 · ⭐ 500 · 💀) - a HDF5-based python pickle replacement.MIT
pysimdjson (🥉24 · ⭐ 710) - Python bindings for the simdjson project.❗Unlicensed

Data Containers & Dataframes

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

pandas (🥇53 · ⭐ 46K) - Flexible and powerful data analysis / manipulation library for..BSD-3

GitHub (👨‍💻 3.9K · 🔀 19K · 📥 330K · 📦 2.8M · 📋 28K - 13% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/pandas-dev/pandas
```
PyPi (📥 350M / month · 📦 93K · ⏱️ 07.07.2025):
```
 pip install pandas
```
Conda (📥 67M · ⏱️ 09.07.2025):
```
 conda install -c conda-forge pandas
```

polars (🥇45 · ⭐ 34K) - Dataframes powered by a multithreaded, vectorized query engine, written in..MIT

GitHub (👨‍💻 600 · 🔀 2.3K · 📥 6.8K · 📦 26K · 📋 11K - 24% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/pola-rs/polars
```
PyPi (📥 18M / month · 📦 2.7K · ⏱️ 18.06.2025):
```
 pip install polars
```

h5py (🥈42 · ⭐ 2.1K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5..BSD-3

GitHub (👨‍💻 210 · 🔀 540 · 📥 4.7K · 📦 350K · 📋 1.6K - 19% open · ⏱️ 07.07.2025):
```
 git clone https://github.com/h5py/h5py
```
PyPi (📥 23M / month · 📦 8.7K · ⏱️ 06.06.2025):
```
 pip install h5py
```
Conda (📥 21M · ⏱️ 07.06.2025):
```
 conda install -c conda-forge h5py
```

xarray (🥈41 · ⭐ 3.9K) - N-D labeled arrays and datasets in Python.Apache-2

GitHub (👨‍💻 570 · 🔀 1.1K · 📦 41K · 📋 4.9K - 25% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/pydata/xarray
```
PyPi (📥 9.3M / month · 📦 4.5K · ⏱️ 10.07.2025):
```
 pip install xarray
```
Conda (📥 12M · ⏱️ 10.07.2025):
```
 conda install -c conda-forge xarray
```

Modin (🥈37 · ⭐ 10K) - Modin: Scale your Pandas workflows by changing a single line of..Apache-2

GitHub (👨‍💻 140 · 🔀 660 · 📥 200K · 📦 2.1K · 📋 4.3K - 16% open · ⏱️ 08.07.2025):
```
 git clone https://github.com/modin-project/modin
```
PyPi (📥 1.5M / month · 📦 66 · ⏱️ 09.07.2025):
```
 pip install modin
```

Conda (📥 770K · ⏱️ 22.04.2025):

 conda install -c conda-forge modin-core

numexpr (🥈36 · ⭐ 2.3K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,..MIT

GitHub (👨‍💻 82 · 🔀 220 · 📥 2.1K · 📦 98K · 📋 390 - 1% open · ⏱️ 09.06.2025):
```
 git clone https://github.com/pydata/numexpr
```
PyPi (📥 6.9M / month · 📦 1.1K · ⏱️ 09.06.2025):
```
 pip install numexpr
```
Conda (📥 11M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge numexpr
```

zarr (🥈36 · ⭐ 1.7K) - An implementation of chunked, compressed, N-dimensional arrays for Python.MIT

GitHub (👨‍💻 130 · 🔀 350 · 📦 6.6K · 📋 1.3K - 33% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 1.6M / month · 📦 1.4K · ⏱️ 15.07.2025):
```
 pip install zarr
```
Conda (📥 4.2M · ⏱️ 16.07.2025):
```
 conda install -c conda-forge zarr
```

pandera (🥈35 · ⭐ 3.9K) - A light-weight, flexible, and expressive statistical data testing..MIT

GitHub (👨‍💻 170 · 🔀 350 · 📦 3K · 📋 990 - 41% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/pandera-dev/pandera
```
PyPi (📥 5.3M / month · 📦 320 · ⏱️ 08.07.2025):
```
 pip install pandera
```

Conda (📥 81K · ⏱️ 14.07.2025):

 conda install -c conda-forge pandera-core

docarray (🥈34 · ⭐ 3.1K) - Represent, send, store and search multimodal data.Apache-2

GitHub (👨‍💻 79 · 🔀 230 · 📦 5.6K · 📋 640 - 10% open · ⏱️ 21.03.2025):
```
 git clone https://github.com/jina-ai/docarray
```
PyPi (📥 450K / month · 📦 80 · ⏱️ 21.03.2025):
```
 pip install docarray
```
Conda (📥 220K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge docarray
```

Bottleneck (🥈34 · ⭐ 1.1K) - Fast NumPy array functions written in C.BSD-2

GitHub (👨‍💻 34 · 🔀 110 · 📦 58K · 📋 260 - 17% open · ⏱️ 12.05.2025):
```
 git clone https://github.com/pydata/bottleneck
```
PyPi (📥 3.1M / month · 📦 570 · ⏱️ 13.05.2025):
```
 pip install Bottleneck
```

Conda (📥 5.3M · ⏱️ 14.05.2025):

 conda install -c conda-forge bottleneck

PyTables (🥈33 · ⭐ 1.3K) - A Python package to manage extremely large amounts of data.BSD-3

GitHub (👨‍💻 140 · 🔀 280 · 📥 200 · 📋 750 - 20% open · ⏱️ 01.07.2025):
```
 git clone https://github.com/PyTables/PyTables
```
PyPi (📥 1.5M / month · 📦 1.5K · ⏱️ 04.01.2025):
```
 pip install tables
```
Conda (📥 9.5M · ⏱️ 26.06.2025):
```
 conda install -c conda-forge pytables
```

TinyDB (🥉31 · ⭐ 7.2K · 💤) - TinyDB is a lightweight document oriented database optimized for your..MIT

GitHub (👨‍💻 91 · 🔀 560 · 📦 16K · 📋 330 - 5% open · ⏱️ 12.10.2024):
```
 git clone https://github.com/msiemens/tinydb
```
PyPi (📥 1.2M / month · 📦 690 · ⏱️ 12.10.2024):
```
 pip install tinydb
```
Conda (📥 660K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge tinydb
```

Vaex (🥉30 · ⭐ 8.4K · 💤) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,..MIT

GitHub (👨‍💻 74 · 🔀 590 · 📥 320 · 📦 990 · 📋 1.3K - 40% open · ⏱️ 08.10.2024):
```
 git clone https://github.com/vaexio/vaex
```
PyPi (📥 27K / month · 📦 52 · ⏱️ 21.07.2023):
```
 pip install vaex
```
Conda (📥 240K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge vaex
```

StaticFrame (🥉29 · ⭐ 470) - Immutable and statically-typeable DataFrames with runtime type and..MIT

GitHub (👨‍💻 26 · 🔀 36 · 📦 29 · 📋 710 - 5% open · ⏱️ 10.07.2025):
```
 git clone https://github.com/InvestmentSystems/static-frame
```
PyPi (📥 9.9K / month · 📦 6 · ⏱️ 26.06.2025):
```
 pip install static-frame
```

Conda (📥 500K · ⏱️ 30.06.2025):

 conda install -c conda-forge static-frame

datatable (🥉28 · ⭐ 1.9K) - A Python package for manipulating 2-dimensional tabular data..MPL-2.0

GitHub (👨‍💻 41 · 🔀 160 · 📥 3.2K · 📋 1.5K - 11% open · ⏱️ 17.03.2025):
```
 git clone https://github.com/h2oai/datatable
```
PyPi (📥 42K / month · 📦 54 · ⏱️ 01.12.2023):
```
 pip install datatable
```
Conda (📥 42K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge datatable
```

pickleDB (🥉24 · ⭐ 1K) - pickleDB is an in memory key-value store using Pythons orjson module for..BSD-3

GitHub (👨‍💻 17 · 🔀 130 · 📦 3.3K · 📋 84 - 20% open · ⏱️ 16.02.2025):
```
 git clone https://github.com/patx/pickledb
```
PyPi (📥 32K / month · 📦 86 · ⏱️ 09.02.2025):
```
 pip install pickledb
```

Pandas Summary (🥉24 · ⭐ 520) - Engine for ML/Data tracking, visualization,..Apache-2

GitHub (👨‍💻 99 · 🔀 44 · 📋 14 - 42% open · ⏱️ 12.06.2025):
```
 git clone https://github.com/polyaxon/datatile
```
PyPi (📥 100K / month · 📦 21 · ⏱️ 25.11.2021):
```
 pip install pandas-summary
```

Show 13 hidden projects...

numpy (🥇51 · ⭐ 30K) - The fundamental package for scientific computing with Python.❗Unlicensed
Blaze (🥉32 · ⭐ 3.2K · 💀) - NumPy and Pandas interface to Big Data.BSD-3
Koalas (🥉31 · ⭐ 3.4K · 💀) - Koalas: pandas API on Apache Spark.Apache-2spark
datasketch (🥉29 · ⭐ 2.7K · 💀) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,..MIT
sklearn-pandas (🥉28 · ⭐ 2.8K · 💀) - Pandas integration with sklearn.❗️Zlibsklearn
pandasql (🥉28 · ⭐ 1.3K · 💀) - sqldf for pandas.MIT
Pandaral·lel (🥉27 · ⭐ 3.8K · 💀) - A simple and efficient tool to parallelize Pandas..BSD-3jupyter
Arctic (🥉27 · ⭐ 3.1K · 💀) - Arctic is a high performance datastore for numeric data.❗️LGPL-2.1
swifter (🥉27 · ⭐ 2.6K · 💀) - A package which efficiently applies any function to a pandas..MIT
bcolz (🥉26 · ⭐ 960 · 💀) - A columnar data container that can be compressed.BSD-3
fletcher (🥉20 · ⭐ 230 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow.MIT
Bounter (🥉18 · ⭐ 940 · 💀) - Efficient Counter that uses a limited (bounded) amount of memory..MIT
PandaPy (🥉12 · ⭐ 550 · 💀) - PandaPy has the speed of NumPy and the usability of Pandas 10x to..MIT

Data Structures

pyrsistent (🥇35 · ⭐ 2.1K) - Persistent/Immutable/Functional data structures for Python.MIT

GitHub (👨‍💻 74 · 🔀 150 · 📦 360K · 📋 180 - 16% open · ⏱️ 23.02.2025):
```
 git clone https://github.com/tobgu/pyrsistent
```
PyPi (📥 47M / month · 📦 1K · ⏱️ 25.10.2023):
```
 pip install pyrsistent
```

Conda (📥 22M · ⏱️ 22.04.2025):

 conda install -c conda-forge pyrsistent

multidict (🥇35 · ⭐ 470) - The multidict implementation.Apache-2

GitHub (👨‍💻 60 · 🔀 110 · 📥 15K · 📋 180 - 8% open · ⏱️ 07.07.2025):
```
 git clone https://github.com/aio-libs/multidict
```
PyPi (📥 190M / month · 📦 1.9K · ⏱️ 30.06.2025):
```
 pip install multidict
```
Conda (📥 19M · ⏱️ 30.06.2025):
```
 conda install -c conda-forge multidict
```

bidict (🥈32 · ⭐ 1.5K) - The bidirectional mapping library for Python.MPL-2.0

GitHub (👨‍💻 24 · 🔀 62 · 📥 130 · 📦 42K · 📋 62 - 3% open · ⏱️ 12.07.2025):
```
 git clone https://github.com/jab/bidict
```
PyPi (📥 7.2M / month · 📦 480 · ⏱️ 18.02.2024):
```
 pip install bidict
```
Conda (📥 570K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge bidict
```

anytree (🥈32 · ⭐ 1K) - Python tree data library.Apache-2

GitHub (👨‍💻 30 · 🔀 140 · 📦 23K · 📋 200 - 17% open · ⏱️ 08.04.2025):
```
 git clone https://github.com/c0fec0de/anytree
```
PyPi (📥 3.3M / month · 📦 580 · ⏱️ 08.04.2025):
```
 pip install anytree
```
Conda (📥 59K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge anytree
```

ordered-set (🥈31 · ⭐ 220 · 💤) - A mutable set that remembers the order of its entries. One of..MIT

GitHub (👨‍💻 21 · 🔀 46 · 📦 31K · 📋 45 - 22% open · ⏱️ 09.08.2024):
```
 git clone https://github.com/rspeer/ordered-set
```
PyPi (📥 33M / month · 📦 540 · ⏱️ 26.01.2022):
```
 pip install ordered-set
```

Conda (📥 730K · ⏱️ 22.04.2025):

 conda install -c conda-forge ordered-set

glom (🥉29 · ⭐ 2K) - Pythons nested data operator (and CLI), for all your declarative..BSD-3

GitHub (👨‍💻 23 · 🔀 68 · 📦 2.5K · 📋 190 - 58% open · ⏱️ 12.01.2025):
```
 git clone https://github.com/mahmoud/glom
```
PyPi (📥 7.7M / month · 📦 200 · ⏱️ 02.11.2024):
```
 pip install glom
```
Conda (📥 53K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge glom
```

python-benedict (🥉27 · ⭐ 1.6K) - dict subclass with keylist/keypath support, built-in I/O..MIT

GitHub (👨‍💻 10 · 🔀 48 · 📦 1.9K · 📋 120 - 15% open · ⏱️ 11.06.2025):
```
 git clone https://github.com/fabiocaccamo/python-benedict
```
PyPi (📥 600K / month · 📦 85 · ⏱️ 18.01.2025):
```
 pip install python-benedict
```

Conda (📥 220K · ⏱️ 22.04.2025):

 conda install -c conda-forge python-benedict

python-box (🥉26 · ⭐ 2.7K) - Python dictionaries with advanced dot notation access.MIT

GitHub (👨‍💻 1 · 🔀 110 · 📥 54 · 📋 180 - 17% open · ⏱️ 16.01.2025):
```
 git clone https://github.com/cdgriffith/Box
```
PyPi (📥 3.7M / month · 📦 460 · ⏱️ 16.01.2025):
```
 pip install python-box
```

Conda (📥 920K · ⏱️ 22.04.2025):

 conda install -c conda-forge python-box

immutables (🥉26 · ⭐ 1.2K · 💤) - A high-performance immutable mapping type for Python.Apache-2

GitHub (👨‍💻 17 · 🔀 57 · 📦 7.5K · 📋 48 - 20% open · ⏱️ 10.10.2024):
```
 git clone https://github.com/MagicStack/immutables
```
PyPi (📥 1.7M / month · 📦 140 · ⏱️ 10.10.2024):
```
 pip install immutables
```

Conda (📥 1.3M · ⏱️ 20.05.2025):

 conda install -c conda-forge immutables

janus (🥉26 · ⭐ 890) - Thread-safe asyncio-aware queue for Python.Apache-2

GitHub (👨‍💻 30 · 🔀 53 · 📥 32 · 📋 44 - 6% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/aio-libs/janus
```
PyPi (📥 1M / month · 📦 130 · ⏱️ 13.12.2024):
```
 pip install janus
```
Conda (📥 30K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge janus
```

Show 5 hidden projects...

python-sortedcontainers (🥈32 · ⭐ 3.8K · 💀) - Python Sorted Container Types: Sorted List, Sorted..Apache-2
addict (🥉30 · ⭐ 2.5K · 💀) - The Python Dict thats better than heroin.MIT
sqlitedict (🥉29 · ⭐ 1.2K · 💀) - Persistent dict, backed by sqlite3 and pickle, multithread-..Apache-2
munch (🥉26 · ⭐ 780 · 💀) - A Munch is a Python dictionary that provides attribute-style access (a..MIT
cleverdict (🥉15 · ⭐ 100 · 💀) - A JSON-friendly data structure which allows both object attributes..MIT

Data Validation

pydantic (🥇46 · ⭐ 25K) - Data validation using Python type hints.MIT

GitHub (👨‍💻 630 · 🔀 2.2K · 📦 890K · 📋 5.2K - 9% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/samuelcolvin/pydantic
```
PyPi (📥 380M / month · 📦 38K · ⏱️ 14.06.2025):
```
 pip install pydantic
```
Conda (📥 15M · ⏱️ 14.06.2025):
```
 conda install -c conda-forge pydantic
```

jsonschema (🥇42 · ⭐ 4.8K) - An implementation of the JSON Schema specification for Python.MIT

GitHub (👨‍💻 120 · 🔀 590 · 📥 660 · 📦 800K · 📋 880 - 5% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/Julian/jsonschema
```
PyPi (📥 220M / month · 📦 7.9K · ⏱️ 26.05.2025):
```
 pip install jsonschema
```

Conda (📥 39M · ⏱️ 26.05.2025):

 conda install -c conda-forge jsonschema

validators (🥈35 · ⭐ 1.1K) - Python Data Validation for Humans.MIT

GitHub (👨‍💻 63 · 🔀 160 · 📥 190 · 📦 150K · 📋 190 - 0% open · ⏱️ 12.06.2025):
```
 git clone https://github.com/kvesteri/validators
```
PyPi (📥 16M / month · 📦 7.4K · ⏱️ 01.05.2025):
```
 pip install validators
```

Conda (📥 1.1M · ⏱️ 03.05.2025):

 conda install -c conda-forge validators

cerberus (🥈34 · ⭐ 3.2K · 💤) - Lightweight, extensible data validation library for Python.ISC

GitHub (👨‍💻 66 · 🔀 240 · 📦 18K · 📋 360 - 3% open · ⏱️ 31.12.2024):
```
 git clone https://github.com/pyeve/cerberus
```
PyPi (📥 4.2M / month · 📦 700 · ⏱️ 31.12.2024):
```
 pip install cerberus
```
Conda (📥 530K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge cerberus
```

voluptuous (🥈33 · ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data..BSD-3

GitHub (👨‍💻 100 · 🔀 220 · 📦 20K · 📋 260 - 15% open · ⏱️ 30.04.2025):
```
 git clone https://github.com/alecthomas/voluptuous
```
PyPi (📥 3.7M / month · 📦 540 · ⏱️ 02.07.2024):
```
 pip install voluptuous
```

Conda (📥 490K · ⏱️ 22.04.2025):

 conda install -c conda-forge voluptuous

schema (🥈32 · ⭐ 2.9K) - Schema validation just got Pythonic.MIT

GitHub (👨‍💻 71 · 🔀 210 · 📦 15K · 📋 180 - 52% open · ⏱️ 27.02.2025):
```
 git clone https://github.com/keleshev/schema
```
PyPi (📥 28M / month · 📦 780 · ⏱️ 04.05.2024):
```
 pip install schema
```
Conda (📥 410K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge schema
```

param (🥉31 · ⭐ 480) - Param: Make your Python code clearer and more reliable by declaring..BSD-3

GitHub (👨‍💻 41 · 🔀 77 · 📦 18K · 📋 520 - 38% open · ⏱️ 11.07.2025):
```
 git clone https://github.com/holoviz/param
```
PyPi (📥 960K / month · 📦 190 · ⏱️ 11.06.2025):
```
 pip install param
```
Conda (📥 2.1M · ⏱️ 11.06.2025):
```
 conda install -c conda-forge param
```

python-email-validator (🥉29 · ⭐ 1.3K) - A robust email syntax and deliverability validation..Unlicense

GitHub (👨‍💻 25 · 🔀 120 · 📋 100 - 10% open · ⏱️ 19.06.2025):
```
 git clone https://github.com/JoshData/python-email-validator
```
PyPi (📥 48M / month · 📦 760 · ⏱️ 20.06.2024):
```
 pip install email-validator
```

Conda (📥 1.2M · ⏱️ 22.04.2025):

 conda install -c conda-forge email-validator

dirty-equals (🥉23 · ⭐ 890) - Doing dirty (but extremely useful) things with equals.MIT

GitHub (👨‍💻 18 · 🔀 37 · 📦 580 · 📋 44 - 36% open · ⏱️ 30.06.2025):
```
 git clone https://github.com/samuelcolvin/dirty-equals
```
PyPi (📥 1.7M / month · 📦 67 · ⏱️ 11.01.2025):
```
 pip install dirty-equals
```

Conda (📥 99K · ⏱️ 22.04.2025):

 conda install -c conda-forge dirty-equals

typical (🥉17 · ⭐ 180 · 💤) - Typical: Fast, simple, & correct data-validation using Python 3 typing.MIT

GitHub (👨‍💻 9 · 🔀 9 · ⏱️ 09.09.2024):
```
 git clone https://github.com/seandstewart/typical
```
PyPi (📥 930 / month · 📦 7 · ⏱️ 09.09.2024):
```
 pip install typical
```
Conda (📥 59K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge typical
```

Show 5 hidden projects...

schematics (🥉31 · ⭐ 2.6K · 💀) - Python Data Structures for Humans.BSD-3
strictyaml (🥉30 · ⭐ 1.6K · 💀) - Type-safe YAML parser and validator.MIT
valideer (🥉20 · ⭐ 260 · 💀) - Lightweight data validation and adaptation Python library.MIT
validr (🥉16 · ⭐ 220 · 💀) - A simple, fast, extensible python library for data validation.MIT
dataklasses (🥉7 · ⭐ 800 · 💀) - A different spin on dataclasses.❗Unlicensed

Algorithms & Design Patterns

🔗 python-patterns ( ⭐ 42K) - Collection of design patterns/idioms in Python.

transitions (🥇35 · ⭐ 6.1K) - A lightweight, object-oriented finite state machine implementation..MIT

GitHub (👨‍💻 79 · 🔀 550 · 📦 4.1K · 📋 470 - 3% open · ⏱️ 03.07.2025):
```
 git clone https://github.com/pytransitions/transitions
```
PyPi (📥 1.1M / month · 📦 220 · ⏱️ 02.07.2025):
```
 pip install transitions
```

Conda (📥 840K · ⏱️ 02.07.2025):

 conda install -c conda-forge transitions

algorithms (🥉29 · ⭐ 25K) - Minimal examples of data structures and algorithms in Python.MIT

GitHub (👨‍💻 200 · 🔀 4.6K · 📦 140 · 📋 320 - 66% open · ⏱️ 27.06.2025):
```
 git clone https://github.com/keon/algorithms
```
PyPi (📥 3.5K / month · 📦 4 · ⏱️ 04.10.2020):
```
 pip install algorithms
```

Conda (📥 3.6K · ⏱️ 22.04.2025):

 conda install -c conda-forge algorithms

Show 1 hidden projects...

PyPattyrn (🥉20 · ⭐ 2.3K · 💀) - A simple library for implementing common design patterns.MIT

Date & Time Utilities

arrow (🥇38 · ⭐ 8.9K) - Better dates & times for Python.Apache-2

GitHub (👨‍💻 280 · 🔀 680 · 📦 170K · 📋 510 - 20% open · ⏱️ 18.05.2025):
```
 git clone https://github.com/arrow-py/arrow
```
PyPi (📥 46M / month · 📦 2K · ⏱️ 30.09.2023):
```
 pip install arrow
```
Conda (📥 9.1M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge arrow
```

pendulum (🥈37 · ⭐ 6.5K) - Python datetimes made easy.MIT

GitHub (👨‍💻 120 · 🔀 400 · 📥 3.2K · 📦 38K · 📋 560 - 36% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/sdispater/pendulum
```
PyPi (📥 57M / month · 📦 1.4K · ⏱️ 19.04.2025):
```
 pip install pendulum
```
Conda (📥 1.4M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pendulum
```

dateparser (🥈36 · ⭐ 2.7K) - python parser for human readable dates.BSD-3

GitHub (👨‍💻 140 · 🔀 480 · 📦 36K · 📋 740 - 47% open · ⏱️ 26.06.2025):
```
 git clone https://github.com/scrapinghub/dateparser
```
PyPi (📥 15M / month · 📦 1.3K · ⏱️ 26.06.2025):
```
 pip install dateparser
```

Conda (📥 400K · ⏱️ 26.06.2025):

 conda install -c conda-forge dateparser

python-dateutil (🥈35 · ⭐ 2.5K) - Useful extensions to the standard Python datetime features.Apache-2

GitHub (👨‍💻 130 · 🔀 500 · 📥 36K · 📋 820 - 47% open · ⏱️ 05.04.2025):
```
 git clone https://github.com/dateutil/dateutil
```
PyPi (📥 550M / month · 📦 12K · ⏱️ 01.03.2024):
```
 pip install python-dateutil
```

Conda (📥 78M · ⏱️ 28.06.2025):

 conda install -c conda-forge python-dateutil

pytz (🥉34 · ⭐ 370) - pytz Python historical timezone library and database.MIT

GitHub (👨‍💻 21 · 🔀 97 · 📥 420 · 📦 2.4M · 📋 100 - 40% open · ⏱️ 25.03.2025):
```
 git clone https://github.com/stub42/pytz
```
PyPi (📥 300M / month · 📦 13K · ⏱️ 25.03.2025):
```
 pip install pytz
```
Conda (📥 73M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pytz
```

tzlocal (🥉32 · ⭐ 210) - A Python module that tries to figure out what your local timezone is.MIT

GitHub (👨‍💻 31 · 🔀 59 · 📦 210K · 📋 91 - 2% open · ⏱️ 08.07.2025):
```
 git clone https://github.com/regebro/tzlocal
```
PyPi (📥 73M / month · 📦 1.9K · ⏱️ 05.03.2025):
```
 pip install tzlocal
```
Conda (📥 3.6M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge tzlocal
```

isodate (🥉31 · ⭐ 170 · 💤) - ISO 8601 date/time parser.BSD-3

GitHub (👨‍💻 24 · 🔀 58 · 📦 120K · 📋 51 - 47% open · ⏱️ 09.10.2024):
```
 git clone https://github.com/gweis/isodate
```
PyPi (📥 140M / month · 📦 870 · ⏱️ 08.10.2024):
```
 pip install isodate
```
Conda (📥 7.1M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge isodate
```

parsedatetime (🥉28 · ⭐ 700 · 💤) - Parse human-readable date/time strings.Apache-2

GitHub (👨‍💻 56 · 🔀 110 · 📦 14K · 📋 160 - 40% open · ⏱️ 08.08.2024):
```
 git clone https://github.com/bear/parsedatetime
```
PyPi (📥 17M / month · 📦 170 · ⏱️ 31.05.2020):
```
 pip install parsedatetime
```

Conda (📥 270K · ⏱️ 22.04.2025):

 conda install -c conda-forge parsedatetime

Show 1 hidden projects...

holidays (🥉29 · ⭐ 1.7K · 💀) - Generate and work with holidays in Python.MIT

File & Path Utilities

filesystem_spec (🥇40 · ⭐ 1.2K) - A specification that python filesystems should adhere to.BSD-3

GitHub (👨‍💻 280 · 🔀 400 · 📦 280K · 📋 800 - 40% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/fsspec/filesystem_spec
```
PyPi (📥 380M / month · 📦 2.7K · ⏱️ 15.07.2025):
```
 pip install fsspec
```
Conda (📥 24M · ⏱️ 15.07.2025):
```
 conda install -c conda-forge fsspec
```

watchdog (🥈39 · ⭐ 7K) - Python library and shell utilities to monitor filesystem events.Apache-2

GitHub (👨‍💻 160 · 🔀 720 · 📦 250K · 📋 690 - 29% open · ⏱️ 26.06.2025):
```
 git clone https://github.com/gorakhargosh/watchdog
```
PyPi (📥 44M / month · 📦 2.7K · ⏱️ 01.11.2024):
```
 pip install watchdog
```
Conda (📥 4.3M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge watchdog
```

aiofiles (🥈36 · ⭐ 3.1K) - File support for asyncio.Apache-2

GitHub (👨‍💻 41 · 🔀 150 · 📦 230K · 📋 130 - 39% open · ⏱️ 19.06.2025):
```
 git clone https://github.com/Tinche/aiofiles
```
PyPi (📥 55M / month · 📦 2.9K · ⏱️ 24.06.2024):
```
 pip install aiofiles
```
Conda (📥 2M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge aiofiles
```

filelock (🥈36 · ⭐ 870) - A platform-independent file lock for Python.Unlicense

GitHub (👨‍💻 51 · 🔀 120 · 📦 680K · 📋 130 - 18% open · ⏱️ 14.07.2025):
```
 git clone https://github.com/tox-dev/py-filelock
```
PyPi (📥 270M / month · 📦 2.9K · ⏱️ 14.03.2025):
```
 pip install filelock
```
Conda (📥 28M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge filelock
```

path (🥉32 · ⭐ 1.1K) - Object-oriented file system path manipulation.MIT

GitHub (👨‍💻 55 · 🔀 150 · 📦 17K · 📋 140 - 1% open · ⏱️ 14.05.2025):
```
 git clone https://github.com/jaraco/path
```
PyPi (📥 1.2M / month · 📦 240 · ⏱️ 28.12.2024):
```
 pip install path
```
Conda (📥 870K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge path
```

pyfilesystem2 (🥉30 · ⭐ 2K) - Pythons Filesystem abstraction layer.MIT

GitHub (👨‍💻 47 · 🔀 180 · 📋 380 - 28% open · ⏱️ 17.05.2025):
```
 git clone https://github.com/pyfilesystem/pyfilesystem2
```
PyPi (📥 6.3M / month · 📦 410 · ⏱️ 20.07.2023):
```
 pip install fs
```
Conda (📥 950K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge fs
```

scandir (🥉26 · ⭐ 540) - Better directory iterator and faster os.walk(). Archived, as this has..BSD-3

GitHub (👨‍💻 23 · 🔀 69 · 📋 100 - 5% open · ⏱️ 27.05.2025):
```
 git clone https://github.com/benhoyt/scandir
```
PyPi (📥 2.2M / month · 📦 220 · ⏱️ 09.03.2019):
```
 pip install scandir
```
Conda (📥 1.6M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge scandir
```

Show 3 hidden projects...

zipp (🥉33 · ⭐ 65) - Backport of pathlib-compatible object wrapper for zip files.❗Unlicensed
appdirs (🥉32 · ⭐ 1.1K · 💀) - A small Python module for determining appropriate platform-specific..MIT
Unipath (🥉23 · ⭐ 510 · 💀) - An object-oriented approach to Python file/directory operations.MIT

Compatiblity

future (🥇38 · ⭐ 1.2K · 💤) - Easy, clean, reliable Python 2/3 compatibility.MIT

GitHub (👨‍💻 130 · 🔀 290 · 📦 370K · 📋 400 - 46% open · ⏱️ 16.07.2024):
```
 git clone https://github.com/PythonCharmers/python-future
```
PyPi (📥 49M / month · 📦 5.7K · ⏱️ 21.02.2024):
```
 pip install future
```
Conda (📥 15M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge future
```

six (🥈37 · ⭐ 1K · 💤) - Python 2 and 3 compatibility library.MIT

GitHub (👨‍💻 67 · 🔀 270 · 📦 2.7M · 📋 300 - 36% open · ⏱️ 10.12.2024):
```
 git clone https://github.com/benjaminp/six
```
PyPi (📥 500M / month · 📦 25K · ⏱️ 04.12.2024):
```
 pip install six
```
Conda (📥 76M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge six
```

typing (🥈33 · ⭐ 1.7K) - Python static typing home. Hosts the documentation and a user help..Python-2.0

GitHub (👨‍💻 130 · 🔀 260 · 📋 850 - 20% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/python/typing
```
PyPi (📥 6.9M / month · 📦 3.3K · ⏱️ 01.05.2021):
```
 pip install typing
```
Conda (📥 3.3M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge typing
```

Show 4 hidden projects...

dataclasses (🥉27 · ⭐ 590 · 💀) - A backport of the dataclasses module for Python 3.6.Apache-2
futures (🥉27 · ⭐ 230 · 💀) - Backport of the concurrent.futures package to Python 2.6 and 2.7.Python-2.0
pathlib2 (🥉27 · ⭐ 83 · 💀) - Backport of pathlib aiming to support the full stdlib Python API.MIT
contextlib2 (🥉26 · ⭐ 38 · 💤) - contextlib2 is a backport of the standard librarys contextlib..❗️psfrag

Cryptography

cryptography (🥇47 · ⭐ 7.1K) - cryptography is a package designed to expose cryptographic..Apache-2

GitHub (👨‍💻 520 · 🔀 1.6K · 📦 910K · 📋 2.7K - 1% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/pyca/cryptography
```
PyPi (📥 410M / month · 📦 13K · ⏱️ 02.07.2025):
```
 pip install cryptography
```

Conda (📥 61M · ⏱️ 02.07.2025):

 conda install -c conda-forge cryptography

pycryptodomex (🥈39 · ⭐ 3.1K) - A self-contained cryptographic library for Python.BSD-3

GitHub (👨‍💻 160 · 🔀 540 · 📥 1.7K · 📦 140K · 📋 630 - 10% open · ⏱️ 21.06.2025):
```
 git clone https://github.com/Legrandin/pycryptodome
```
PyPi (📥 40M / month · 📦 1.5K · ⏱️ 17.05.2025):
```
 pip install pycryptodomex
```

Conda (📥 2.2M · ⏱️ 18.05.2025):

 conda install -c conda-forge pycryptodomex

bcrypt (🥈37 · ⭐ 1.4K) - Modern(-ish) password hashing for your software and your servers.Apache-2

GitHub (👨‍💻 37 · 🔀 180 · 📦 340K · 📋 160 - 6% open · ⏱️ 04.07.2025):
```
 git clone https://github.com/pyca/bcrypt
```
PyPi (📥 100M / month · 📦 1.6K · ⏱️ 28.02.2025):
```
 pip install bcrypt
```
Conda (📥 7.3M · ⏱️ 06.06.2025):
```
 conda install -c conda-forge bcrypt
```

keyring (🥈37 · ⭐ 1.4K) - Store and access your passwords safely.MIT

GitHub (👨‍💻 130 · 🔀 170 · 📦 150K · 📋 540 - 14% open · ⏱️ 14.05.2025):
```
 git clone https://github.com/jaraco/keyring
```
PyPi (📥 120M / month · 📦 3.6K · ⏱️ 25.12.2024):
```
 pip install keyring
```
Conda (📥 9.4M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge keyring
```

rsa (🥉30 · ⭐ 490) - Python-RSA is a pure-Python RSA implementation.Apache-2

GitHub (👨‍💻 43 · 🔀 120 · 📋 140 - 20% open · ⏱️ 16.04.2025):
```
 git clone https://github.com/sybrenstuvel/python-rsa
```
PyPi (📥 300M / month · 📦 1.8K · ⏱️ 16.04.2025):
```
 pip install rsa
```
Conda (📥 16M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge rsa
```

Show 2 hidden projects...

tink (🥉36 · ⭐ 14K · 💀) - Tink is a multi-language, cross-platform, open source library that..Apache-2
asn1crypto (🥉32 · ⭐ 350 · 💀) - Python ASN.1 library with a focus on performance and a pythonic API.MIT

Infrastructure & DevOps

ansible (🥇48 · ⭐ 66K) - Ansible is a radically simple IT automation platform that makes your..❗️GPL-3.0

GitHub (👨‍💻 6.9K · 🔀 24K · 📦 41K · 📋 33K - 2% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/ansible/ansible
```
PyPi (📥 6.6M / month · 📦 530 · ⏱️ 16.07.2025):
```
 pip install ansible
```
Conda (📥 1.6M · ⏱️ 18.06.2025):
```
 conda install -c conda-forge ansible
```

botocore (🥇46 · ⭐ 1.6K) - The low-level, core functionality of boto3 and the AWS CLI.Apache-2

GitHub (👨‍💻 210 · 🔀 1.1K · 📦 420K · 📋 1.2K - 14% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/boto/botocore
```
PyPi (📥 840M / month · 📦 3.8K · ⏱️ 16.07.2025):
```
 pip install botocore
```
Conda (📥 36M · ⏱️ 17.07.2025):
```
 conda install -c conda-forge botocore
```

pulumi (🥈44 · ⭐ 23K) - Pulumi - Infrastructure as Code in any programming language.Apache-2

GitHub (👨‍💻 340 · 🔀 1.2K · 📥 7.4M · 📦 10K · 📋 8.5K - 27% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/pulumi/pulumi
```
PyPi (📥 4M / month · 📦 410 · ⏱️ 17.07.2025):
```
 pip install pulumi
```
npm (📥 3.2M / month · 📦 930 · ⏱️ 17.07.2025):
```
 npm install @pulumi/pulumi
```

awscli (🥈44 · ⭐ 16K) - Universal Command Line Interface for Amazon Web Services.Apache-2

GitHub (👨‍💻 470 · 🔀 4.3K · 📥 11K · 📦 5 · 📋 4.9K - 12% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/aws/aws-cli
```
PyPi (📥 200M / month · 📦 700 · ⏱️ 16.07.2025):
```
 pip install awscli
```
Conda (📥 44M · ⏱️ 17.07.2025):
```
 conda install -c conda-forge awscli
```

docker-compose (🥈41 · ⭐ 36K) - Define and run multi-container applications with Docker.Apache-2

GitHub (👨‍💻 580 · 🔀 5.5K · 📥 87M · 📦 1.1K · 📋 8.1K - 0% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/docker/compose
```
PyPi (📥 1.5M / month · 📦 250 · ⏱️ 10.05.2021):
```
 pip install docker-compose
```

Conda (📥 670K · ⏱️ 11.07.2025):

 conda install -c conda-forge docker-compose

docker (🥈41 · ⭐ 7K) - A Python library for the Docker Engine API.Apache-2

GitHub (👨‍💻 460 · 🔀 1.7K · 📥 1.6K · 📦 110K · 📋 1.8K - 29% open · ⏱️ 11.06.2025):
```
 git clone https://github.com/docker/docker-py
```
PyPi (📥 72M / month · 📦 3.7K · ⏱️ 23.05.2024):
```
 pip install docker
```
Conda (📥 5.5M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge docker-py
```

paramiko (🥈40 · ⭐ 9.4K) - The leading native Python SSHv2 protocol library.❗️LGPL-2.1

GitHub (👨‍💻 190 · 🔀 2K · 📦 120K · 📋 2K - 57% open · ⏱️ 04.02.2025):
```
 git clone https://github.com/paramiko/paramiko
```
PyPi (📥 92M / month · 📦 3.5K · ⏱️ 04.02.2025):
```
 pip install paramiko
```
Conda (📥 6.2M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge paramiko
```

kubernetes (🥈39 · ⭐ 7.2K) - Official Python client library for kubernetes.Apache-2

GitHub (👨‍💻 220 · 🔀 3.3K · 📋 1.4K - 7% open · ⏱️ 24.06.2025):
```
 git clone https://github.com/kubernetes-client/python
```
PyPi (📥 61M / month · 📦 1.7K · ⏱️ 09.06.2025):
```
 pip install kubernetes
```

Conda (📥 640K · ⏱️ 16.07.2025):

 conda install -c conda-forge kubernetes

netmiko (🥈39 · ⭐ 3.9K) - Multi-vendor library to simplify Paramiko SSH connections to network..MIT

GitHub (👨‍💻 260 · 🔀 1.3K · 📦 5.3K · 📋 2.1K - 4% open · ⏱️ 26.06.2025):
```
 git clone https://github.com/ktbyers/netmiko
```
PyPi (📥 630K / month · 📦 220 · ⏱️ 26.06.2025):
```
 pip install netmiko
```

pyinfra (🥉33 · ⭐ 4.3K) - pyinfra turns Python code into shell commands and runs them on your..MIT

GitHub (👨‍💻 160 · 🔀 420 · 📦 180 · 📋 830 - 21% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/Fizzadar/pyinfra
```
PyPi (📥 26K / month · 📦 22 · ⏱️ 14.07.2025):
```
 pip install pyinfra
```

plumbum (🥉33 · ⭐ 2.9K) - Plumbum: Shell Combinators.MIT

GitHub (👨‍💻 120 · 🔀 180 · 📦 8.8K · 📋 360 - 37% open · ⏱️ 23.05.2025):
```
 git clone https://github.com/tomerfiliba/plumbum
```
PyPi (📥 2.4M / month · 📦 310 · ⏱️ 05.10.2024):
```
 pip install plumbum
```
Conda (📥 1.1M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge plumbum
```

Show 9 hidden projects...

fabric (🥉35 · ⭐ 15K · 💀) - Simple, Pythonic remote execution and deployment.BSD-2
schedule (🥉35 · ⭐ 12K · 💀) - Python job scheduling for humans.MIT
sshtunnel (🥉32 · ⭐ 1.3K · 💀) - SSH tunnels to remote server.MIT
parallel-ssh (🥉28 · ⭐ 1.2K) - Asynchronous parallel SSH client library.❗️LGPL-2.1
fabtools (🥉24 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files.BSD-2
storm (🥉22 · ⭐ 3.9K · 💀) - Manage your SSH like a boss.MIT
pypyr (🥉21 · ⭐ 630 · 💀) - pypyr task-runner cli & api for automation pipelines. Automate..Apache-2
wssh (🥉17 · ⭐ 1.4K · 💀) - SSH to WebSockets Bridge.MIT
Grai (🥉12 · ⭐ 310) - Platform to programmatically manage, test, and debug data infrastructure.❗️MIT-0

Process Utilities

pexpect (🥇37 · ⭐ 2.7K) - A Python module for controlling interactive programs in a pseudo-terminal.ISC

GitHub (👨‍💻 110 · 🔀 480 · 📥 4.4K · 📦 500K · 📋 500 - 32% open · ⏱️ 11.04.2025):
```
 git clone https://github.com/pexpect/pexpect
```
PyPi (📥 100M / month · 📦 1.8K · ⏱️ 25.11.2023):
```
 pip install pexpect
```
Conda (📥 30M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pexpect
```

sh (🥈36 · ⭐ 7.1K) - Python process launching.MIT

GitHub (👨‍💻 110 · 🔀 500 · 📥 70 · 📦 18K · 📋 490 - 1% open · ⏱️ 09.05.2025):
```
 git clone https://github.com/amoffat/sh
```
PyPi (📥 7.8M / month · 📦 760 · ⏱️ 24.02.2025):
```
 pip install sh
```
Conda (📥 310K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge sh
```

supervisor (🥉35 · ⭐ 8.8K) - Supervisor process control system for Unix..❗️Repoze Public License

GitHub (👨‍💻 180 · 🔀 1.2K · 📦 13K · 📋 1.2K - 13% open · ⏱️ 25.01.2025):
```
 git clone https://github.com/Supervisor/supervisor
```
PyPi (📥 2.7M / month · 📦 150 · ⏱️ 24.12.2022):
```
 pip install supervisor
```

Conda (📥 490K · ⏱️ 22.04.2025):

 conda install -c conda-forge supervisor

ptyprocess (🥉27 · ⭐ 230) - Run a subprocess in a pseudo terminal.ISC

GitHub (👨‍💻 21 · 🔀 71 · 📋 40 - 52% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/pexpect/ptyprocess
```
PyPi (📥 100M / month · 📦 770 · ⏱️ 28.12.2020):
```
 pip install ptyprocess
```

Conda (📥 28M · ⏱️ 22.04.2025):

 conda install -c conda-forge ptyprocess

Asynchronous Programming

anyio (🥇41 · ⭐ 2.1K) - High level asynchronous concurrency and networking framework that works on..MIT

GitHub (👨‍💻 61 · 🔀 150 · 📦 590K · 📋 410 - 16% open · ⏱️ 11.07.2025):
```
 git clone https://github.com/agronholm/anyio
```
PyPi (📥 250M / month · 📦 2.6K · ⏱️ 17.03.2025):
```
 pip install anyio
```
Conda (📥 23M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge anyio
```

greenlet (🥈40 · ⭐ 1.7K) - Lightweight in-process concurrent programming.MIT

GitHub (👨‍💻 78 · 🔀 250 · 📦 580K · 📋 270 - 9% open · ⏱️ 05.06.2025):
```
 git clone https://github.com/python-greenlet/greenlet
```
PyPi (📥 170M / month · 📦 1.7K · ⏱️ 05.06.2025):
```
 pip install greenlet
```
Conda (📥 16M · ⏱️ 05.06.2025):
```
 conda install -c conda-forge greenlet
```

uvloop (🥈37 · ⭐ 11K) - Ultra fast asyncio event loop.Apache-2

GitHub (👨‍💻 67 · 🔀 550 · 📥 640 · 📦 210K · 📋 400 - 31% open · ⏱️ 17.04.2025):
```
 git clone https://github.com/MagicStack/uvloop
```
PyPi (📥 39M / month · 📦 1.4K · ⏱️ 14.10.2024):
```
 pip install uvloop
```
Conda (📥 1.7M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge uvloop
```

asyncer (🥉28 · ⭐ 2K) - Asyncer, async and await, focused on developer experience.MIT

GitHub (👨‍💻 17 · 🔀 70 · 📦 7.1K · 📋 6 - 33% open · ⏱️ 23.06.2025):
```
 git clone https://github.com/tiangolo/asyncer
```
PyPi (📥 1.7M / month · 📦 130 · ⏱️ 24.08.2024):
```
 pip install asyncer
```
Conda (📥 20K · ⏱️ 10.05.2025):
```
 conda install -c conda-forge asyncer
```

aiomisc (🥉22 · ⭐ 400) - aiomisc - miscellaneous utils for asyncio.MIT

GitHub (👨‍💻 20 · 🔀 26 · 📦 430 · 📋 28 - 35% open · ⏱️ 07.07.2025):
```
 git clone https://github.com/aiokitchen/aiomisc
```
PyPi (📥 27K / month · 📦 59 · ⏱️ 07.07.2025):
```
 pip install aiomisc
```

Show 2 hidden projects...

unsync (🥉22 · ⭐ 900 · 💀) - Unsynchronize asyncio.MIT
stopit (🥉22 · ⭐ 120 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of..MIT

Configuration

python-dotenv (🥇40 · ⭐ 8.3K) - Reads key-value pairs from a .env file and can set them as..BSD-3

GitHub (👨‍💻 100 · 🔀 460 · 📦 1.6M · 📋 330 - 18% open · ⏱️ 24.06.2025):
```
 git clone https://github.com/theskumar/python-dotenv
```
PyPi (📥 170M / month · 📦 19K · ⏱️ 24.06.2025):
```
 pip install python-dotenv
```

Conda (📥 7.3M · ⏱️ 24.06.2025):

 conda install -c conda-forge python-dotenv

traitlets (🥈37 · ⭐ 640) - A lightweight Traits like module.BSD-3

GitHub (👨‍💻 120 · 🔀 200 · 📥 710 · 📦 590K · 📋 310 - 34% open · ⏱️ 16.06.2025):
```
 git clone https://github.com/ipython/traitlets
```
PyPi (📥 68M / month · 📦 1.5K · ⏱️ 19.04.2024):
```
 pip install traitlets
```
Conda (📥 41M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge traitlets
```

hydra (🥈34 · ⭐ 9.5K) - Hydra is a framework for elegantly configuring complex applications.MIT

GitHub (👨‍💻 120 · 🔀 690 · 📦 41K · 📋 1.5K - 22% open · ⏱️ 07.04.2025):
```
 git clone https://github.com/facebookresearch/hydra
```
PyPi (📥 9.5K / month · 📦 13 · ⏱️ 03.08.2016):
```
 pip install hydra
```

Conda (📥 1.4M · ⏱️ 22.04.2025):

 conda install -c conda-forge hydra-core

omegaconf (🥉31 · ⭐ 2.2K) - Flexible Python configuration system. The last one you will ever need.BSD-3

GitHub (👨‍💻 35 · 🔀 130 · 📦 57K · 📋 590 - 23% open · ⏱️ 19.01.2025):
```
 git clone https://github.com/omry/omegaconf
```
PyPi (📥 21M / month · 📦 1K · ⏱️ 29.02.2024):
```
 pip install omegaconf
```
Conda (📥 2M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge omegaconf
```

configobj (🥉29 · ⭐ 330) - Python 3+ compatible port of the configobj library.BSD-3

GitHub (👨‍💻 13 · 🔀 79 · 📥 1.7K · 📦 48K · 📋 170 - 37% open · ⏱️ 06.06.2025):
```
 git clone https://github.com/DiffSK/configobj
```
PyPi (📥 5.5M / month · 📦 570 · ⏱️ 21.09.2024):
```
 pip install configobj
```
Conda (📥 990K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge configobj
```

Dynaconf (🥉27 · ⭐ 4K · 📉) - dynaconf mirror (mainly for stats)- ORIGINAL REPO ON -..MIT

GitHub (👨‍💻 130 · 🔀 300 · ⏱️ 07.05.2025):
```
 git clone https://github.com/rochacbruno/dynaconf
```
PyPi (📥 3.2M / month · 📦 560 · ⏱️ 06.05.2025):
```
 pip install dynaconf
```
Conda (📥 140K · ⏱️ 12.05.2025):
```
 conda install -c conda-forge dynaconf
```

gin-config (🥉26 · ⭐ 2.1K) - Gin provides a lightweight configuration framework for Python.Apache-2

GitHub (👨‍💻 25 · 🔀 110 · 📦 13K · 📋 99 - 57% open · ⏱️ 30.04.2025):
```
 git clone https://github.com/google/gin-config
```
PyPi (📥 370K / month · 📦 75 · ⏱️ 03.11.2021):
```
 pip install gin-config
```

Conda (📥 31K · ⏱️ 22.04.2025):

 conda install -c conda-forge gin-config

everett (🥉23 · ⭐ 150) - configuration library for python projects.MPL-2.0

GitHub (👨‍💻 9 · 🔀 15 · 📦 1.8K · 📋 94 - 4% open · ⏱️ 29.05.2025):
```
 git clone https://github.com/willkg/everett
```
PyPi (📥 370K / month · 📦 22 · ⏱️ 30.10.2024):
```
 pip install everett
```
Conda (📥 90K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge everett
```

Show 1 hidden projects...

python-decouple (🥈32 · ⭐ 2.9K · 💀) - Strict separation of config from code.MIT

CLI Development

click (🥇48 · ⭐ 17K) - Python composable command line interface toolkit.BSD-3

GitHub (👨‍💻 400 · 🔀 1.4K · 📥 3.1K · 📦 2.3M · 📋 1.7K - 7% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/pallets/click
```
PyPi (📥 320M / month · 📦 46K · ⏱️ 20.05.2025):
```
 pip install click
```
Conda (📥 49M · ⏱️ 21.05.2025):
```
 conda install -c conda-forge click
```

rich (🥇46 · ⭐ 53K) - Rich is a Python library for rich text and beautiful formatting in the terminal.MIT

GitHub (👨‍💻 280 · 🔀 1.8K · 📦 470K · 📋 1.5K - 17% open · ⏱️ 24.06.2025):
```
 git clone https://github.com/Textualize/rich
```
PyPi (📥 160M / month · 📦 17K · ⏱️ 30.03.2025):
```
 pip install rich
```
Conda (📥 14M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge rich
```

Typer (🥈39 · ⭐ 17K) - Typer, build great CLIs. Easy to code. Based on Python type hints.MIT

GitHub (👨‍💻 77 · 🔀 740 · 📦 220K · 📋 330 - 35% open · ⏱️ 23.06.2025):
```
 git clone https://github.com/tiangolo/typer
```
PyPi (📥 64M / month · 📦 9.5K · ⏱️ 26.05.2025):
```
 pip install typer
```
Conda (📥 6.4M · ⏱️ 27.05.2025):
```
 conda install -c conda-forge typer
```

colorama (🥈38 · ⭐ 3.7K) - Simple cross-platform colored terminal text in Python.BSD-3

GitHub (👨‍💻 52 · 🔀 260 · 📦 1.4M · 📋 270 - 47% open · ⏱️ 09.07.2025):
```
 git clone https://github.com/tartley/colorama
```
PyPi (📥 260M / month · 📦 12K · ⏱️ 25.10.2022):
```
 pip install colorama
```
Conda (📥 49M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge colorama
```

python-fire (🥈37 · ⭐ 28K) - Python Fire is a library for automatically generating command..Apache-2

GitHub (👨‍💻 67 · 🔀 1.4K · 📦 51K · 📋 350 - 42% open · ⏱️ 01.06.2025):
```
 git clone https://github.com/google/python-fire
```
PyPi (📥 8.4M / month · 📦 2.5K · ⏱️ 01.10.2024):
```
 pip install fire
```
Conda (📥 1.3M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge fire
```

python-prompt-toolkit (🥈37 · ⭐ 9.8K) - Library for building powerful interactive command..BSD-3

GitHub (👨‍💻 230 · 🔀 740 · 📋 1.2K - 53% open · ⏱️ 03.07.2025):
```
 git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
PyPi (📥 87M / month · 📦 3.6K · ⏱️ 15.04.2025):
```
 pip install prompt_toolkit
```

Conda (📥 35M · ⏱️ 22.04.2025):

 conda install -c conda-forge prompt-toolkit

docopt (🥈35 · ⭐ 8K) - Create *beautiful* command-line interfaces with Python.MIT

GitHub (👨‍💻 34 · 🔀 560 · 📦 140K · 📋 450 - 58% open · ⏱️ 23.06.2025):
```
 git clone https://github.com/docopt/docopt
```
PyPi (📥 16M / month · 📦 3.4K · ⏱️ 16.06.2014):
```
 pip install docopt
```
Conda (📥 2.5M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge docopt
```

argcomplete (🥈35 · ⭐ 1.5K) - Python and tab completion, better together.Apache-2

GitHub (👨‍💻 82 · 🔀 140 · 📥 840 · 📦 67K · 📋 300 - 22% open · ⏱️ 18.05.2025):
```
 git clone https://github.com/kislyuk/argcomplete
```
PyPi (📥 52M / month · 📦 1.6K · ⏱️ 03.04.2025):
```
 pip install argcomplete
```

Conda (📥 2.5M · ⏱️ 22.04.2025):

 conda install -c conda-forge argcomplete

wcwidth (🥉34 · ⭐ 410) - Python library that measures the width of unicode strings rendered to a..MIT

GitHub (👨‍💻 21 · 🔀 61 · 📦 740K · 📋 62 - 35% open · ⏱️ 24.06.2025):
```
 git clone https://github.com/jquast/wcwidth
```
PyPi (📥 100M / month · 📦 1.8K · ⏱️ 06.01.2024):
```
 pip install wcwidth
```
Conda (📥 37M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge wcwidth
```

cleo (🥉33 · ⭐ 1.3K) - Cleo allows you to create beautiful and testable command-line interfaces.MIT

GitHub (👨‍💻 38 · 🔀 87 · 📦 28K · 📋 120 - 31% open · ⏱️ 08.07.2025):
```
 git clone https://github.com/sdispater/cleo
```
PyPi (📥 69M / month · 📦 380 · ⏱️ 18.11.2024):
```
 pip install cleo
```
Conda (📥 2.5M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge cleo
```

ConfigArgParse (🥉32 · ⭐ 750) - A drop-in replacement for argparse that allows options to also be..MIT

GitHub (👨‍💻 56 · 🔀 120 · 📦 24K · 📋 230 - 41% open · ⏱️ 01.07.2025):
```
 git clone https://github.com/bw2/ConfigArgParse
```
PyPi (📥 9.6M / month · 📦 670 · ⏱️ 13.06.2025):
```
 pip install configargparse
```

Conda (📥 1.4M · ⏱️ 26.05.2025):

 conda install -c conda-forge configargparse

asciimatics (🥉31 · ⭐ 4.1K) - A cross platform package to do curses-like operations, plus..Apache-2

GitHub (👨‍💻 45 · 🔀 250 · 📦 1.1K · 📋 310 - 7% open · ⏱️ 31.05.2025):
```
 git clone https://github.com/peterbrittain/asciimatics
```
PyPi (📥 31K / month · 📦 120 · ⏱️ 25.10.2023):
```
 pip install asciimatics
```

Conda (📥 220K · ⏱️ 22.04.2025):

 conda install -c conda-forge asciimatics

questionary (🥉30 · ⭐ 1.8K) - Python library to build pretty command line user prompts Easy to use..MIT

GitHub (👨‍💻 44 · 🔀 93 · 📦 19K · 📋 160 - 30% open · ⏱️ 25.04.2025):
```
 git clone https://github.com/tmbo/questionary
```
PyPi (📥 5.4M / month · 📦 850 · ⏱️ 29.12.2024):
```
 pip install questionary
```

Conda (📥 170K · ⏱️ 15.06.2025):

 conda install -c conda-forge questionary

docopt-ng (🥉23 · ⭐ 210 · 💤) - Humane command line arguments parser. Now with maintenance,..MIT

GitHub (👨‍💻 53 · 🔀 25 · 📦 590 · 📋 35 - 45% open · ⏱️ 06.07.2024):
```
 git clone https://github.com/jazzband/docopt-ng
```
PyPi (📥 340K / month · 📦 100 · ⏱️ 30.05.2023):
```
 pip install docopt-ng
```

colout (🥉18 · ⭐ 1.1K · 💤) - Color text streams with a polished command line interface.❗️GPL-3.0

GitHub (👨‍💻 30 · 🔀 57 · 📦 9 · 📋 73 - 19% open · ⏱️ 14.10.2024):
```
 git clone https://github.com/nojhan/colout
```
PyPi (📥 830 / month · ⏱️ 21.06.2020):
```
 pip install colout
```

Show 4 hidden projects...

blessings (🥉28 · ⭐ 1.5K · 💀) - A thin, practical wrapper around terminal capabilities in Python.MIT
clint (🥉24 · ⭐ 97 · 💀) - Python Command-line Application Tools.ISC
bashplotlib (🥉22 · ⭐ 1.9K · 💀) - plotting in the terminal.MIT
Click Extra (🥉22 · ⭐ 89) - Drop-in replacement for Click to make user-friendly and colorful..❗️GPL-2.0

Development Tools

🔗 best-of-python-dev ( ⭐ 1.1K) - A ranked list of awesome python developer tools and libraries. Updated..

Data Caching

cachetools (🥇35 · ⭐ 2.6K) - Extensible memoizing collections and decorators.MIT

GitHub (👨‍💻 16 · 🔀 170 · 📋 260 - 2% open · ⏱️ 16.06.2025):
```
 git clone https://github.com/tkem/cachetools
```
PyPi (📥 260M / month · 📦 3.5K · ⏱️ 16.06.2025):
```
 pip install cachetools
```

Conda (📥 16M · ⏱️ 17.06.2025):

 conda install -c conda-forge cachetools

aiocache (🥈32 · ⭐ 1.3K) - Asyncio cache manager for redis, memcached and memory.BSD-3

GitHub (👨‍💻 51 · 🔀 170 · 📥 67 · 📦 4.2K · 📋 330 - 16% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/aio-libs/aiocache
```
PyPi (📥 2.7M / month · 📦 150 · ⏱️ 25.09.2024):
```
 pip install aiocache
```

cached-property (🥈29 · ⭐ 710 · 💤) - A decorator for caching properties in classes.BSD-3

GitHub (👨‍💻 25 · 🔀 79 · 📦 53K · 📋 65 - 61% open · ⏱️ 25.10.2024):
```
 git clone https://github.com/pydanny/cached-property
```
PyPi (📥 16M / month · 📦 1.6K · ⏱️ 25.10.2024):
```
 pip install cached-property
```

Conda (📥 16M · ⏱️ 22.04.2025):

 conda install -c conda-forge cached-property

cachier (🥉27 · ⭐ 600) - Persistent, stale-free, local and cross-machine caching for Python..MIT

GitHub (👨‍💻 27 · 🔀 70 · 📥 69 · 📦 580 · 📋 92 - 18% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/shaypal5/cachier
```
PyPi (📥 130K / month · 📦 51 · ⏱️ 15.07.2025):
```
 pip install cachier
```

beaker (🥉27 · ⭐ 540) - WSGI middleware for sessions and caching.BSD-3

GitHub (👨‍💻 91 · 🔀 140 · 📦 6.1K · 📋 140 - 52% open · ⏱️ 15.03.2025):
```
 git clone https://github.com/bbangert/beaker
```
PyPi (📥 140K / month · 📦 87 · ⏱️ 11.04.2024):
```
 pip install beaker
```
Conda (📥 94K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge beaker
```

pylibmc (🥉27 · ⭐ 490) - A Python wrapper around the libmemcached interface from TangentOrg.BSD-3

GitHub (👨‍💻 56 · 🔀 140 · 📥 1.2K · 📦 5.6K · 📋 200 - 13% open · ⏱️ 12.04.2025):
```
 git clone https://github.com/lericson/pylibmc
```
PyPi (📥 260K / month · 📦 79 · ⏱️ 30.08.2022):
```
 pip install pylibmc
```
Conda (📥 320K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pylibmc
```

GUI Development

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

kivy (🥇40 · ⭐ 18K) - Open source UI framework written in Python, running on Windows, Linux, macOS,..MIT

GitHub (👨‍💻 630 · 🔀 3.1K · 📥 42K · 📦 17K · 📋 5.3K - 16% open · ⏱️ 26.06.2025):
```
 git clone https://github.com/kivy/kivy
```
PyPi (📥 280K / month · 📦 360 · ⏱️ 26.12.2024):
```
 pip install kivy
```
Conda (📥 540K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge kivy
```

DearPyGui (🥈36 · ⭐ 14K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for..MIT

GitHub (👨‍💻 71 · 🔀 730 · 📦 4.2K · 📋 1.5K - 26% open · ⏱️ 24.06.2025):
```
 git clone https://github.com/hoffstadt/DearPyGui
```
PyPi (📥 75K / month · 📦 150 · ⏱️ 07.07.2025):
```
 pip install dearpygui
```

toga (🥈33 · ⭐ 5.1K) - A Python native, OS native GUI toolkit.BSD-3

GitHub (👨‍💻 310 · 🔀 750 · 📥 8.6K · 📦 3 · 📋 1.2K - 24% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/beeware/toga
```
PyPi (📥 6.5K / month · 📦 40 · ⏱️ 10.07.2025):
```
 pip install toga
```
npm (📥 42 / month · 📦 5 · ⏱️ 23.04.2017):
```
 npm install @pybee/toga
```

Eel (🥉30 · ⭐ 6.7K) - A little Python library for making simple Electron-like HTML/JS GUI apps.MIT

GitHub (👨‍💻 49 · 🔀 600 · 📋 550 - 34% open · ⏱️ 22.06.2025):
```
 git clone https://github.com/ChrisKnott/Eel
```
PyPi (📥 83K / month · 📦 100 · ⏱️ 22.06.2025):
```
 pip install eel
```

Show 5 hidden projects...

PySimpleGUI (🥈32 · ⭐ 14K) - PySimpleGUI is a Python package that enables Python..❗️PySimpleGUI License
Gooey (🥉31 · ⭐ 21K · 💀) - Turn (almost) any Python command line program into a full GUI..MIT
Phoenix (🥉28 · ⭐ 2.5K) - wxPythons Project Phoenix. A new implementation of wxPython,..❗️wxWindows
flexx (🥉26 · ⭐ 3.3K · 💀) - Write desktop and web apps in pure Python.BSD-2
enaml (🥉26 · ⭐ 1.6K) - Declarative User Interfaces for Python.❗Unlicensed

Computer & Machine Vision

🔗 best-of-ml-python - Computer Vision ( ⭐ 22K) - Collection of computer vision and image processing..

Show 1 hidden projects...

Pipeless (🥇16 · ⭐ 760 · 💀) - An open-source framework to create and deploy computer vision..Apache-2

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 22K) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

🔗 best-of-ml-python - NLP ( ⭐ 22K) - Collection of text processing and NLP libraries.

phonenumbers (🥇34 · ⭐ 3.6K) - Python port of Googles libphonenumber.Apache-2

GitHub (👨‍💻 32 · 🔀 430 · 📋 200 - 7% open · ⏱️ 08.07.2025):
```
 git clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 12M / month · 📦 700 · ⏱️ 08.07.2025):
```
 pip install phonenumbers
```

Conda (📥 1.2M · ⏱️ 08.07.2025):

 conda install -c conda-forge phonenumbers

chardet (🥇34 · ⭐ 2.3K) - Python character encoding detector.❗️LGPL-2.1

GitHub (👨‍💻 48 · 🔀 260 · 📦 950K · 📋 160 - 44% open · ⏱️ 13.01.2025):
```
 git clone https://github.com/chardet/chardet
```
PyPi (📥 110M / month · 📦 5.6K · ⏱️ 01.08.2023):
```
 pip install chardet
```
Conda (📥 29M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge chardet
```
npm (📥 69 / month · 📦 7 · ⏱️ 20.08.2017):
```
 npm install @pypi/chardet
```

emoji (🥈33 · ⭐ 2K · 📉) - emoji terminal output for Python.BSD-3

GitHub (👨‍💻 70 · 🔀 280 · 📦 89K · 📋 180 - 10% open · ⏱️ 20.04.2025):
```
 git clone https://github.com/carpedm20/emoji
```
PyPi (📥 10M / month · 📦 1.1K · ⏱️ 16.01.2025):
```
 pip install emoji
```
Conda (📥 160K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge emoji
```

inflect (🥈32 · ⭐ 1K) - Correctly generate plurals, ordinals, indefinite articles; convert numbers..MIT

GitHub (👨‍💻 59 · 🔀 110 · 📦 34K · 📋 130 - 25% open · ⏱️ 14.05.2025):
```
 git clone https://github.com/jaraco/inflect
```
PyPi (📥 12M / month · 📦 720 · ⏱️ 28.12.2024):
```
 pip install inflect
```
Conda (📥 580K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge inflect
```

pyahocorasick (🥉30 · ⭐ 1K) - Python module (C extension and plain python) implementing Aho-..BSD-3

GitHub (👨‍💻 33 · 🔀 130 · 📥 530 · 📦 3.9K · 📋 140 - 19% open · ⏱️ 17.06.2025):
```
 git clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 1.1M / month · 📦 190 · ⏱️ 19.06.2025):
```
 pip install pyahocorasick
```

Conda (📥 350K · ⏱️ 19.06.2025):

 conda install -c conda-forge pyahocorasick

coolname (🥉23 · ⭐ 150 · 💤) - Random Name and Slug Generator.BSD-2

GitHub (👨‍💻 4 · 🔀 11 · 📦 3.7K · 📋 11 - 36% open · ⏱️ 12.08.2024):
```
 git clone https://github.com/alexanderlukanin13/coolname
```
PyPi (📥 2.7M / month · 📦 93 · ⏱️ 09.01.2023):
```
 pip install coolname
```
Conda (📥 160K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge coolname
```

price-parser (🥉22 · ⭐ 330) - Extract price amount and currency symbol from a raw text string.BSD-3

GitHub (👨‍💻 16 · 🔀 51 · 📦 510 · 📋 42 - 61% open · ⏱️ 13.02.2025):
```
 git clone https://github.com/scrapinghub/price-parser
```
PyPi (📥 160K / month · 📦 36 · ⏱️ 13.02.2025):
```
 pip install price-parser
```

Show 4 hidden projects...

python-slugify (🥇34 · ⭐ 1.5K · 💀) - Returns unicode slugs.MIT
humanize (🥈32 · ⭐ 1.7K · 💀) - python humanize functions.MIT
awesome-slugify (🥉20 · ⭐ 490 · 💀) - Python flexible slugify function.❗️GPL-3.0
millify (🥉16 · ⭐ 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. Updated..

Database Clients

Libraries for connecting to, operating, and querying databases.

boto3 (🥇48 · ⭐ 9.4K) - Boto3, an AWS SDK for Python.Apache-2

GitHub (👨‍💻 160 · 🔀 1.9K · 📦 580K · 📋 3.5K - 5% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/boto/boto3
```
PyPi (📥 1.3B / month · 📦 15K · ⏱️ 16.07.2025):
```
 pip install boto3
```
Conda (📥 26M · ⏱️ 17.07.2025):
```
 conda install -c conda-forge boto3
```

azure-storage-blob (🥇44 · ⭐ 5K) - This repository is for active development of the Azure SDK..MIT

GitHub (👨‍💻 830 · 🔀 3K · 📦 2.7K · 📋 11K - 8% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/Azure/azure-sdk-for-python
```
PyPi (📥 74M / month · 📦 1.3K · ⏱️ 16.07.2025):
```
 pip install azure-storage-blob
```

Conda (📥 1.4M · ⏱️ 17.07.2025):

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

redis (🥇43 · ⭐ 13K) - Redis Python client.MIT

GitHub (👨‍💻 500 · 🔀 2.6K · 📋 1.9K - 9% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/redis/redis-py
```
PyPi (📥 78M / month · 📦 7.3K · ⏱️ 02.06.2025):
```
 pip install redis
```
Conda (📥 1.5M · ⏱️ 28.05.2025):
```
 conda install -c conda-forge redis-py
```

peewee (🥇42 · ⭐ 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite and..MIT

GitHub (👨‍💻 160 · 🔀 1.4K · 📦 49K · ⏱️ 08.07.2025):
```
 git clone https://github.com/coleifer/peewee
```
PyPi (📥 6.4M / month · 📦 1.1K · ⏱️ 08.07.2025):
```
 pip install peewee
```
Conda (📥 1.2M · ⏱️ 08.07.2025):
```
 conda install -c conda-forge peewee
```

google-cloud-storage (🥇42 · ⭐ 5.1K) - Google Cloud Client Library for Python.Apache-2

GitHub (👨‍💻 530 · 🔀 1.6K · 📋 3.9K - 2% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/googleapis/google-cloud-python
```
PyPi (📥 140M / month · 📦 2.2K · ⏱️ 07.07.2025):
```
 pip install google-cloud-storage
```

Conda (📥 5.6M · ⏱️ 07.07.2025):

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

kafka-python (🥇41 · ⭐ 5.8K) - Python client for Apache Kafka.Apache-2

GitHub (👨‍💻 230 · 🔀 1.4K · 📥 1.9K · 📦 35K · 📋 1.5K - 2% open · ⏱️ 03.07.2025):
```
 git clone https://github.com/dpkp/kafka-python
```
PyPi (📥 17M / month · 📦 820 · ⏱️ 01.07.2025):
```
 pip install kafka-python
```

Conda (📥 480K · ⏱️ 02.07.2025):

 conda install -c conda-forge kafka-python

elasticsearch (🥇41 · ⭐ 4.3K) - Official Python client for Elasticsearch.Apache-2

GitHub (👨‍💻 220 · 🔀 1.2K · 📥 5.6K · 📦 62K · 📋 1.1K - 5% open · ⏱️ 30.06.2025):
```
 git clone https://github.com/elastic/elasticsearch-py
```
PyPi (📥 38M / month · 📦 1.7K · ⏱️ 05.06.2025):
```
 pip install elasticsearch
```

Conda (📥 1.3M · ⏱️ 06.06.2025):

 conda install -c conda-forge elasticsearch

Ibis (🥈40 · ⭐ 5.9K) - the portable Python dataframe library.Apache-2

GitHub (👨‍💻 460 · 🔀 660 · 📥 380 · 📦 5K · 📋 3.5K - 10% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/ibis-project/ibis
```
PyPi (📥 610K / month · 📦 100 · ⏱️ 13.07.2025):
```
 pip install ibis-framework
```

Conda (📥 510K · ⏱️ 16.06.2025):

 conda install -c conda-forge ibis-framework

alembic (🥈40 · ⭐ 3.5K) - A database migrations tool for SQLAlchemy.MIT

GitHub (👨‍💻 210 · 🔀 280 · 📦 320K · 📋 1.2K - 10% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/sqlalchemy/alembic
```
PyPi (📥 85M / month · 📦 2.2K · ⏱️ 10.07.2025):
```
 pip install alembic
```
Conda (📥 7.9M · ⏱️ 11.07.2025):
```
 conda install -c conda-forge alembic
```

pymongo (🥈39 · ⭐ 4.2K) - PyMongo - the Official MongoDB Python driver.Apache-2

GitHub (👨‍💻 220 · 🔀 1.1K · 📥 4.7K · ⏱️ 16.07.2025):
```
 git clone https://github.com/mongodb/mongo-python-driver
```
PyPi (📥 51M / month · 📦 5.2K · ⏱️ 16.06.2025):
```
 pip install pymongo
```
Conda (📥 4.3M · ⏱️ 04.06.2025):
```
 conda install -c conda-forge pymongo
```

python-bigquery (🥈39 · ⭐ 780) - Google BigQuery API client library.Apache-2

GitHub (👨‍💻 170 · 🔀 320 · 📦 49K · 📋 730 - 9% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/googleapis/python-bigquery
```
PyPi (📥 78M / month · 📦 1.2K · ⏱️ 16.07.2025):
```
 pip install google-cloud-bigquery
```

Conda (📥 3.4M · ⏱️ 16.07.2025):

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

sqlmodel (🥈38 · ⭐ 16K) - SQL databases in Python, designed for simplicity, compatibility, and..MITpydantic

GitHub (👨‍💻 92 · 🔀 700 · 📦 29K · 📋 340 - 51% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/tiangolo/sqlmodel
```
PyPi (📥 4.4M / month · 📦 670 · ⏱️ 07.03.2025):
```
 pip install sqlmodel
```
Conda (📥 85K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge sqlmodel
```

PyMySQL (🥈38 · ⭐ 7.8K) - MySQL client library for Python.MIT

GitHub (👨‍💻 130 · 🔀 1.4K · 📦 290K · 📋 680 - 3% open · ⏱️ 21.05.2025):
```
 git clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 65M / month · 📦 1.4K · ⏱️ 21.05.2024):
```
 pip install PyMySQL
```
Conda (📥 1.7M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pymysql
```

AWS Data Wrangler (🥈38 · ⭐ 4K) - pandas on AWS - Easy integration with Athena, Glue,..Apache-2

GitHub (👨‍💻 170 · 🔀 710 · 📥 430K · 📦 2.4K · 📋 1.2K - 2% open · ⏱️ 26.06.2025):
```
 git clone https://github.com/awslabs/aws-data-wrangler
```
PyPi (📥 81M / month · 📦 120 · ⏱️ 18.06.2025):
```
 pip install awswrangler
```

Conda (📥 680K · ⏱️ 19.06.2025):

 conda install -c conda-forge awswrangler

MongoEngine (🥈37 · ⭐ 4.3K) - A Python Object-Document-Mapper for working with MongoDB.MIT

GitHub (👨‍💻 400 · 🔀 1.2K · 📦 28K · 📋 1.8K - 21% open · ⏱️ 09.04.2025):
```
 git clone https://github.com/MongoEngine/mongoengine
```
PyPi (📥 1.4M / month · 📦 400 · ⏱️ 19.09.2024):
```
 pip install mongoengine
```

Conda (📥 420K · ⏱️ 09.07.2025):

 conda install -c conda-forge mongoengine

Prometheus Client (🥈36 · ⭐ 4.2K) - Prometheus instrumentation library for Python..Apache-2

GitHub (👨‍💻 160 · 🔀 820 · 📋 590 - 22% open · ⏱️ 11.07.2025):
```
 git clone https://github.com/prometheus/client_python
```
PyPi (📥 67M / month · 📦 2.1K · ⏱️ 02.06.2025):
```
 pip install prometheus_client
```

Conda (📥 21M · ⏱️ 02.06.2025):

 conda install -c conda-forge prometheus_client

Elasticsearch DSL (🥈36 · ⭐ 3.9K) - High level Python client for Elasticsearch.Apache-2

GitHub (👨‍💻 140 · 🔀 800 · 📥 280 · 📦 12K · 📋 1.3K - 3% open · ⏱️ 18.04.2025):
```
 git clone https://github.com/elastic/elasticsearch-dsl-py
```
PyPi (📥 4.5M / month · 📦 380 · ⏱️ 16.04.2025):
```
 pip install elasticsearch-dsl
```

Conda (📥 11K · ⏱️ 22.04.2025):

 conda install -c anaconda elasticsearch-dsl

Motor (🥈36 · ⭐ 2.5K) - Motor - the async Python driver for MongoDB and Tornado or asyncio.Apache-2

GitHub (👨‍💻 65 · 🔀 210 · 📥 73 · 📦 130K · ⏱️ 15.07.2025):
```
 git clone https://github.com/mongodb/motor
```
PyPi (📥 6.4M / month · 📦 750 · ⏱️ 14.05.2025):
```
 pip install motor
```
Conda (📥 110K · ⏱️ 15.05.2025):
```
 conda install -c conda-forge motor
```

SQLAlchemy-Utils (🥈36 · ⭐ 1.3K) - Various utility functions and datatypes for SQLAlchemy.BSD-3

GitHub (👨‍💻 120 · 🔀 330 · 📦 40K · 📋 460 - 47% open · ⏱️ 14.07.2025):
```
 git clone https://github.com/kvesteri/sqlalchemy-utils
```
PyPi (📥 14M / month · 📦 920 · ⏱️ 24.03.2024):
```
 pip install sqlalchemy-utils
```

Conda (📥 760K · ⏱️ 22.04.2025):

 conda install -c conda-forge sqlalchemy-utils

s3fs (🥈36 · ⭐ 950) - S3 Filesystem.BSD-3

GitHub (👨‍💻 150 · 🔀 290 · 📦 25K · 📋 520 - 32% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/fsspec/s3fs
```
PyPi (📥 410M / month · 📦 1.4K · ⏱️ 15.07.2025):
```
 pip install s3fs
```
Conda (📥 8.1M · ⏱️ 16.07.2025):
```
 conda install -c conda-forge s3fs
```

confluent-kafka-python (🥈36 · ⭐ 300 · 📈) - Confluents Kafka Python Client.Apache-2

GitHub (👨‍💻 130 · 🔀 920 · 📦 16K · 📋 1.3K - 22% open · ⏱️ 10.07.2025):
```
 git clone https://github.com/confluentinc/confluent-kafka-python
```
PyPi (📥 28M / month · 📦 700 · ⏱️ 03.07.2025):
```
 pip install confluent-kafka
```

Conda (📥 1.5M · ⏱️ 03.07.2025):

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

s3transfer (🥈36 · ⭐ 220) - Amazon S3 Transfer Manager for Python.Apache-2

GitHub (👨‍💻 44 · 🔀 140 · 📦 370K · 📋 100 - 60% open · ⏱️ 11.07.2025):
```
 git clone https://github.com/boto/s3transfer
```
PyPi (📥 510M / month · 📦 830 · ⏱️ 22.05.2025):
```
 pip install s3transfer
```

Conda (📥 23M · ⏱️ 23.05.2025):

 conda install -c conda-forge s3transfer

tortoise-orm (🥈35 · ⭐ 5.2K) - Familiar asyncio ORM for python, built with relations in mind.Apache-2

GitHub (👨‍💻 160 · 🔀 430 · 📥 18 · 📦 10K · 📋 1.2K - 40% open · ⏱️ 06.06.2025):
```
 git clone https://github.com/tortoise/tortoise-orm
```
PyPi (📥 260K / month · 📦 260 · ⏱️ 05.06.2025):
```
 pip install tortoise-orm
```

Conda (📥 42K · ⏱️ 11.06.2025):

 conda install -c conda-forge tortoise-orm

mysqlclient (🥈35 · ⭐ 2.5K) - MySQL/MariaDB connector for Python.❗️GPL-2.0

GitHub (👨‍💻 89 · 🔀 440 · 📥 5.4K · 📦 210K · 📋 340 - 2% open · ⏱️ 23.02.2025):
```
 git clone https://github.com/PyMySQL/mysqlclient
```
PyPi (📥 18M / month · 📦 900 · ⏱️ 10.01.2025):
```
 pip install mysqlclient
```

Conda (📥 680K · ⏱️ 09.05.2025):

 conda install -c conda-forge mysqlclient

SQLAlchemy (🥈34 · ⭐ 11K · 📉) - The Database Toolkit for Python.MIT

GitHub (👨‍💻 610 · 🔀 1.6K):

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

PyPi (📥 180M / month · 📦 14K · ⏱️ 14.05.2025):
```
 pip install SQLAlchemy
```

Conda (📥 22M · ⏱️ 11.07.2025):

 conda install -c conda-forge sqlalchemy

PyPika (🥉33 · ⭐ 2.7K · 💤) - PyPika is a python SQL query builder that exposes the full..Apache-2

GitHub (👨‍💻 110 · 🔀 300 · 📦 43K · 📋 480 - 45% open · ⏱️ 28.11.2024):
```
 git clone https://github.com/kayak/pypika
```
PyPi (📥 4.3M / month · 📦 170 · ⏱️ 15.03.2022):
```
 pip install pypika
```
Conda (📥 65K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pypika
```

PynamoDB (🥉33 · ⭐ 2.5K) - A pythonic interface to Amazons DynamoDB.MIT

GitHub (👨‍💻 110 · 🔀 430 · 📦 1.9K · 📋 680 - 43% open · ⏱️ 02.06.2025):
```
 git clone https://github.com/pynamodb/PynamoDB
```
PyPi (📥 3.6M / month · 📦 86 · ⏱️ 02.06.2025):
```
 pip install pynamodb
```
Conda (📥 2.1M · ⏱️ 02.06.2025):
```
 conda install -c conda-forge pynamodb
```

Cassandra Driver (🥉33 · ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra.Apache-2

GitHub (👨‍💻 200 · 🔀 540 · 📦 9.9K · ⏱️ 07.07.2025):
```
 git clone https://github.com/datastax/python-driver
```
PyPi (📥 5.8M / month · 📦 220 · ⏱️ 10.09.2024):
```
 pip install cassandra-driver
```

Conda (📥 410K · ⏱️ 20.05.2025):

 conda install -c conda-forge cassandra-driver

pygsheets (🥉32 · ⭐ 1.5K) - Google Sheets Python API v4.MIT

GitHub (👨‍💻 97 · 🔀 220 · 📦 3K · 📋 410 - 16% open · ⏱️ 10.06.2025):
```
 git clone https://github.com/nithinmurali/pygsheets
```
PyPi (📥 2.3M / month · 📦 77 · ⏱️ 30.11.2022):
```
 pip install pygsheets
```

minio (🥉32 · ⭐ 950) - MinIO Client SDK for Python.Apache-2

GitHub (👨‍💻 140 · 🔀 340 · 📦 14K · 📋 590 - 0% open · ⏱️ 22.05.2025):
```
 git clone https://github.com/minio/minio-py
```
PyPi (📥 5.6M / month · 📦 620 · ⏱️ 19.01.2025):
```
 pip install minio
```
Conda (📥 260K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge minio
```

cx-Oracle (🥉32 · ⭐ 900) - Obsolete Python interface to Oracle Database, now superseded by..BSD-3

GitHub (👨‍💻 17 · 🔀 360 · 📦 9K · 📋 650 - 4% open · ⏱️ 26.05.2025):
```
 git clone https://github.com/oracle/python-cx_Oracle
```
PyPi (📥 4.5M / month · 📦 430 · ⏱️ 20.07.2023):
```
 pip install cx-Oracle
```
Conda (📥 870K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge cx_oracle
```

pandas-gbq (🥉32 · ⭐ 480) - Google BigQuery connector for pandas.BSD-3

GitHub (👨‍💻 54 · 🔀 130 · 📥 550 · 📋 400 - 8% open · ⏱️ 10.07.2025):
```
 git clone https://github.com/googleapis/python-bigquery-pandas
```
PyPi (📥 27M / month · 📦 240 · ⏱️ 10.07.2025):
```
 pip install pandas-gbq
```

Conda (📥 2.1M · ⏱️ 01.05.2025):

 conda install -c conda-forge pandas-gbq

dataset (🥉31 · ⭐ 4.8K) - Easy-to-use data handling for SQL data stores with support for implicit..MIT

GitHub (👨‍💻 79 · 🔀 300 · 📦 5K · 📋 300 - 13% open · ⏱️ 05.02.2025):
```
 git clone https://github.com/pudo/dataset
```
PyPi (📥 1M / month · 📦 130 · ⏱️ 12.07.2023):
```
 pip install dataset
```
Conda (📥 15K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge dataset
```

Pony (🥉31 · ⭐ 3.8K) - Pony Object Relational Mapper.Apache-2

GitHub (👨‍💻 33 · 🔀 240 · 📥 220 · 📦 4.4K · 📋 670 - 49% open · ⏱️ 03.07.2025):
```
 git clone https://github.com/ponyorm/pony
```
PyPi (📥 220K / month · 📦 170 · ⏱️ 27.08.2024):
```
 pip install pony
```
Conda (📥 120K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pony
```

neo4j-driver (🥉31 · ⭐ 980) - Neo4j Bolt driver for Python.Apache-2

GitHub (👨‍💻 43 · 🔀 200 · 📋 270 - 2% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/neo4j/neo4j-python-driver
```
PyPi (📥 180K / month · 📦 63 · ⏱️ 10.02.2025):
```
 pip install neo4j-driver
```

Conda (📥 300K · ⏱️ 22.04.2025):

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

libcloud (🥉30 · ⭐ 2.1K) - Apache Libcloud is a Python library which hides differences between..Apache-2

GitHub (👨‍💻 480 · 🔀 930 · 📋 230 - 44% open · ⏱️ 03.03.2025):
```
 git clone https://github.com/apache/libcloud
```
PyPi (📥 220K / month · 📦 180 · ⏱️ 10.08.2023):
```
 pip install apache-libcloud
```

Records (🥉29 · ⭐ 7.2K · 💤) - SQL for Humans.ISC

GitHub (👨‍💻 51 · 🔀 570 · 📦 1.3K · 📋 130 - 31% open · ⏱️ 09.07.2024):
```
 git clone https://github.com/kennethreitz/records
```
PyPi (📥 360K / month · 📦 47 · ⏱️ 29.03.2024):
```
 pip install records
```
Conda (📥 35K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge records
```

influxdb (🥉29 · ⭐ 1.7K · 💤) - Python client for InfluxDB.MIT

GitHub (👨‍💻 140 · 🔀 520 · 📋 550 - 30% open · ⏱️ 29.10.2024):
```
 git clone https://github.com/influxdata/influxdb-python
```
PyPi (📥 3.1M / month · 📦 360 · ⏱️ 18.04.2024):
```
 pip install influxdb
```
Conda (📥 200K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge influxdb
```

piccolos (🥉29 · ⭐ 1.6K) - A fast, user friendly ORM and query builder which supports asyncio.MIT

GitHub (👨‍💻 49 · 🔀 95 · 📦 500 · 📋 500 - 33% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/piccolo-orm/piccolo
```
PyPi (📥 47K / month · 📦 17 · ⏱️ 05.06.2025):
```
 pip install piccolo
```

pysolr (🥉29 · ⭐ 680) - Pysolr Python Solr client.BSD-3

GitHub (👨‍💻 72 · 🔀 340 · 📦 3.8K · 📋 160 - 17% open · ⏱️ 07.07.2025):
```
 git clone https://github.com/django-haystack/pysolr
```
PyPi (📥 340K / month · 📦 66 · ⏱️ 18.09.2024):
```
 pip install pysolr
```
Conda (📥 41K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pysolr
```

HappyBase (🥉27 · ⭐ 610 · 💤) - A developer-friendly Python library to interact with Apache HBase.MIT

GitHub (👨‍💻 22 · 🔀 160 · 📦 1K · 📋 220 - 15% open · ⏱️ 23.07.2024):
```
 git clone https://github.com/python-happybase/happybase
```
PyPi (📥 26K / month · 📦 40 · ⏱️ 14.05.2019):
```
 pip install happybase
```
Conda (📥 180K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge happybase
```

prisma (🥉25 · ⭐ 2K) - Prisma Client Python is an auto-generated and fully type-safe database..Apache-2

GitHub (👨‍💻 31 · 🔀 81 · 📋 440 - 53% open · ⏱️ 23.03.2025):
```
 git clone https://github.com/RobertCraigie/prisma-client-py
```
PyPi (📥 480K / month · 📦 24 · ⏱️ 16.08.2024):
```
 pip install prisma
```

ODMantic (🥉24 · ⭐ 1.1K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python..ISC

GitHub (👨‍💻 20 · 🔀 91 · 📦 3.6K · 📋 210 - 57% open · ⏱️ 07.01.2025):
```
 git clone https://github.com/art049/odmantic
```
PyPi (📥 59K / month · 📦 13 · ⏱️ 26.04.2024):
```
 pip install odmantic
```

cloudant (🥉24 · ⭐ 160 · 💤) - A Python library for Cloudant and CouchDB.Apache-2

GitHub (👨‍💻 33 · 🔀 55 · ⏱️ 30.08.2024):

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

PyPi (📥 270K / month · 📦 34 · ⏱️ 26.08.2021):
```
 pip install cloudant
```
Conda (📥 150K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge cloudant
```

PugSQL (🥉22 · ⭐ 740) - A HugSQL-inspired database library for Python.Apache-2

GitHub (👨‍💻 13 · 🔀 26 · 📥 16 · 📦 83 · 📋 51 - 50% open · ⏱️ 21.03.2025):
```
 git clone https://github.com/mcfunley/pugsql
```
PyPi (📥 17K / month · 📦 3 · ⏱️ 20.03.2025):
```
 pip install pugsql
```

psycopg3 (🥉20 · ⭐ 2K) - New generation PostgreSQL database adapter for the Python..❗️LGPL-3.0

GitHub (👨‍💻 75 · 🔀 180 · 📋 600 - 7% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/psycopg/psycopg
```

Show 18 hidden projects...

psycopg2 (🥈38 · ⭐ 3.5K) - PostgreSQL database adapter for the Python..❗️BSD-3-Clause-Attribution
pyodbc (🥉33 · ⭐ 3K · 💤) - Python ODBC bridge.❗️MIT-0
Databases (🥉32 · ⭐ 3.9K · 💀) - Async database support for Python.BSD-3
redis-py-cluster (🥉30 · ⭐ 1.1K · 💀) - Python cluster client for the official redis cluster...MIT
gino (🥉29 · ⭐ 2.7K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.BSD-3
google-cloud-bigtable (🥉29 · ⭐ 73) - Google Cloud Bigtable API client library.Apache-2
mongo-connector (🥉28 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted..Apache-2
umongo (🥉27 · ⭐ 450 · 💀) - sync/async MongoDB ODM, yes.MIT
pyhdb (🥉24 · ⭐ 310 · 💀) - SAP HANA Connector in pure Python.Apache-2
filedepot (🥉24 · ⭐ 160 · 💀) - Toolkit for storing files and attachments in web applications.MIT
aioprometheus (🥉22 · ⭐ 180 · 💀) - A Prometheus Python client library for asyncio-based..MIT
py2neo (🥉22 · ⭐ 30 · 💀) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for..Apache-2
Queries (🥉20 · ⭐ 260 · 💀) - PostgreSQL database access simplified.BSD-3
gsheets-db-api (🥉20 · ⭐ 220 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets.MIT
db.py (🥉19 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases.BSD-2
PyMODM (🥉19 · ⭐ 350 · 💀) - A Pythonic, object-oriented interface for working with MongoDB.Apache-2
lazydata (🥉16 · ⭐ 620 · 💀) - Lazydata: Scalable data dependencies for Python projects.Apache-2
SuperSQLite (🥉14 · ⭐ 720 · 💀) - A supercharged SQLite library for Python.MIT

Data Loading & Extraction

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

Datasets (🥇44 · ⭐ 20K) - The largest hub of ready-to-use datasets for ML models with fast,..Apache-2

GitHub (👨‍💻 610 · 🔀 2.9K · 📦 120K · 📋 3.3K - 28% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/huggingface/datasets
```
PyPi (📥 21M / month · 📦 3.4K · ⏱️ 09.07.2025):
```
 pip install datasets
```
Conda (📥 1.8M · ⏱️ 08.05.2025):
```
 conda install -c conda-forge datasets
```

Faker (🥇43 · ⭐ 19K) - Faker is a Python package that generates fake data for you.MIT

GitHub (👨‍💻 630 · 🔀 2K · 📦 290K · 📋 800 - 3% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/joke2k/faker
```
PyPi (📥 30M / month · 📦 2.4K · ⏱️ 15.07.2025):
```
 pip install Faker
```
Conda (📥 1.4M · ⏱️ 16.07.2025):
```
 conda install -c conda-forge faker
```

xmltodict (🥇35 · ⭐ 5.6K · 💤) - Python module that makes working with XML feel like you are..MIT

GitHub (👨‍💻 52 · 🔀 460 · 📦 82K · 📋 260 - 34% open · ⏱️ 16.10.2024):
```
 git clone https://github.com/martinblech/xmltodict
```
PyPi (📥 78M / month · 📦 3.1K · ⏱️ 16.10.2024):
```
 pip install xmltodict
```
Conda (📥 5.4M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge xmltodict
```

Tablib (🥇35 · ⭐ 4.7K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.MIT

GitHub (👨‍💻 130 · 🔀 600 · 📦 130K · 📋 270 - 12% open · ⏱️ 07.07.2025):
```
 git clone https://github.com/jazzband/tablib
```
PyPi (📥 2.8M / month · 📦 200 · ⏱️ 22.01.2025):
```
 pip install tablib
```
Conda (📥 130K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge tablib
```

xlwings (🥇35 · ⭐ 3.2K) - xlwings is a Python library that makes it easy to call Python from..BSD-3

GitHub (👨‍💻 66 · 🔀 510 · 📥 12K · 📦 34K · 📋 2K - 19% open · ⏱️ 13.06.2025):
```
 git clone https://github.com/xlwings/xlwings
```
PyPi (📥 310K / month · 📦 200 · ⏱️ 21.05.2025):
```
 pip install xlwings
```
Conda (📥 1.4M · ⏱️ 22.05.2025):
```
 conda install -c conda-forge xlwings
```

xlrd (🥇35 · ⭐ 2.2K) - Please use openpyxl where you can...BSD-3

GitHub (👨‍💻 52 · 🔀 430 · 📦 250K · ⏱️ 14.06.2025):
```
 git clone https://github.com/python-excel/xlrd
```
PyPi (📥 33M / month · 📦 3.5K · ⏱️ 14.06.2025):
```
 pip install xlrd
```
Conda (📥 4.4M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge xlrd
```

smart-open (🥈34 · ⭐ 3.3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...).MIT

GitHub (👨‍💻 130 · 🔀 380 · 📥 7 · 📋 410 - 15% open · ⏱️ 03.07.2025):
```
 git clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 47M / month · 📦 630 · ⏱️ 03.07.2025):
```
 pip install smart-open
```

Conda (📥 3.3M · ⏱️ 10.07.2025):

 conda install -c conda-forge smart_open

python-magic (🥈34 · ⭐ 2.8K) - A python wrapper for libmagic.MIT

GitHub (👨‍💻 64 · 🔀 300 · 📦 81K · 📋 220 - 10% open · ⏱️ 06.07.2025):
```
 git clone https://github.com/ahupp/python-magic
```
PyPi (📥 13M / month · 📦 1.5K · ⏱️ 07.06.2022):
```
 pip install python-magic
```

Conda (📥 450K · ⏱️ 22.04.2025):

 conda install -c conda-forge python-magic

csvkit (🥈31 · ⭐ 6.2K) - A suite of utilities for converting to and working with CSV, the king of..MIT

GitHub (👨‍💻 110 · 🔀 610 · 📦 1.9K · 📋 940 - 3% open · ⏱️ 10.06.2025):
```
 git clone https://github.com/wireservice/csvkit
```
PyPi (📥 260K / month · 📦 44 · ⏱️ 26.02.2025):
```
 pip install csvkit
```
Conda (📥 160K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge csvkit
```

pandas-datareader (🥈31 · ⭐ 3.1K) - Extract data from a wide range of Internet sources into a..BSD-3

GitHub (👨‍💻 92 · 🔀 680 · 📦 31K · 📋 560 - 26% open · ⏱️ 03.04.2025):
```
 git clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 380K / month · 📦 270 · ⏱️ 13.07.2021):
```
 pip install pandas-datareader
```

Conda (📥 440K · ⏱️ 22.04.2025):

 conda install -c conda-forge pandas-datareader

camelot (🥉30 · ⭐ 3.4K · 📈) - A Python library to extract tabular data from PDFs.MIT

GitHub (👨‍💻 71 · 🔀 500 · 📥 100 · 📦 3.4K · 📋 370 - 59% open · ⏱️ 21.06.2025):
```
 git clone https://github.com/camelot-dev/camelot
```
PyPi (📥 7.4K / month · 📦 6 · ⏱️ 15.12.2021):
```
 pip install camelot
```

Intake (🥉29 · ⭐ 1K) - Intake is a lightweight package for finding, investigating, loading and..BSD-2

GitHub (👨‍💻 93 · 🔀 150 · 📦 3.6K · 📋 400 - 28% open · ⏱️ 25.06.2025):
```
 git clone https://github.com/intake/intake
```
PyPi (📥 89K / month · 📦 180 · ⏱️ 14.01.2025):
```
 pip install intake
```
Conda (📥 750K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge intake
```

Singer (🥉27 · ⭐ 1.3K · 💤) - Standard for moving data between databases, web APIs, files,..❗️AGPL-3.0

GitHub (👨‍💻 28 · 🔀 150 · 📋 48 - 60% open · ⏱️ 03.09.2024):
```
 git clone https://github.com/singer-io/getting-started
```
PyPi (📥 1.4M / month · 📦 300 · ⏱️ 23.06.2025):
```
 pip install singer-python
```

pyexcel-xlsx (🥉26 · ⭐ 120) - A wrapper library to read, manipulate and write data in xlsx and..BSD-3

GitHub (👨‍💻 6 · 🔀 33 · 📥 88 · 📦 3.2K · 📋 43 - 20% open · ⏱️ 03.05.2025):
```
 git clone https://github.com/pyexcel/pyexcel-xlsx
```
PyPi (📥 650K / month · 📦 75 · ⏱️ 05.03.2025):
```
 pip install pyexcel-xlsx
```

Conda (📥 37K · ⏱️ 22.04.2025):

 conda install -c conda-forge pyexcel-xlsx

rows (🥉24 · ⭐ 880) - A common, beautiful interface to tabular data, no matter the format.❗️LGPL-3.0

GitHub (👨‍💻 31 · 🔀 140 · 📥 41 · 📦 180 · 📋 320 - 52% open · ⏱️ 12.07.2025):
```
 git clone https://github.com/turicas/rows
```
PyPi (📥 1.2K / month · 📦 6 · ⏱️ 15.12.2021):
```
 pip install rows
```

excalibur (🥉23 · ⭐ 1.7K) - A web interface to extract tabular data from PDFs.MIT

GitHub (👨‍💻 13 · 🔀 240 · 📥 14K · 📦 90 · 📋 160 - 74% open · ⏱️ 03.01.2025):
```
 git clone https://github.com/camelot-dev/excalibur
```
PyPi (📥 1.7K / month · ⏱️ 03.01.2025):
```
 pip install excalibur-py
```

Upgini (🥉21 · ⭐ 330) - Data search & enrichment library for Machine Learning Easily find and add..BSD-3

GitHub (👨‍💻 13 · 🔀 25 · 📦 9 · ⏱️ 17.07.2025):
```
 git clone https://github.com/upgini/upgini
```
PyPi (📥 9.1K / month · ⏱️ 17.07.2025):
```
 pip install upgini
```

csvs-to-sqlite (🥉16 · ⭐ 910) - Convert CSV files into a SQLite database.Apache-2

GitHub (👨‍💻 8 · 🔀 70 · 📋 74 - 55% open · ⏱️ 10.04.2025):
```
 git clone https://github.com/simonw/csvs-to-sqlite
```
PyPi (📥 1K / month · 📦 2 · ⏱️ 10.04.2025):
```
 pip install csvs-to-sqlite
```

Squirrel (🥉12 · ⭐ 280 · 📉) - A Python library that enables ML teams to share, load, and..Apache-2

GitHub (👨‍💻 17 · 🔀 8):

 git clone https://github.com/merantix-momentum/squirrel-core

PyPi (📥 670 / month · ⏱️ 23.01.2025):
```
 pip install squirrel-core
```

Conda (📦 1 · ⏱️ 18.11.2022):

 conda install -c anaconda squirrel-core

Show 11 hidden projects...

SDV (🥈34 · ⭐ 3.1K) - Synthetic data generation for tabular data.❗️SSPL-1.0
gdown (🥈31 · ⭐ 4.8K · 💀) - Google Drive Public File Downloader when Curl/Wget Fails.MIT
PDFMiner (🥉30 · ⭐ 5.3K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six.MIT
snorkel (🥉29 · ⭐ 5.9K · 💀) - A system for quickly generating training data with weak..Apache-2
textract (🥉26 · ⭐ 4.2K · 💀) - extract text from any document. no muss. no fuss.MIT
tabulator-py (🥉26 · ⭐ 240 · 💀) - Python library for reading and writing tabular data via streams.MIT
img2dataset (🥉25 · ⭐ 4.1K · 💀) - Easily turn large sets of image urls to an image dataset. Can..MIT
messytables (🥉24 · ⭐ 390 · 💀) - Tools for parsing messy tabular data. This is now superseded by..MIT
deepdish (🥉23 · ⭐ 270 · 💀) - Flexible HDF5 saving/loading and other data science tools from the..BSD-3
borb (🥉22 · ⭐ 3.5K) - borb is a library for reading, creating and manipulating PDF files..❗Unlicensed
datatest (🥉22 · ⭐ 290 · 💀) - Tools for test driven data-wrangling and data validation.Apache-2

Data Pipelines & Streaming

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

Airflow (🥇50 · ⭐ 42K) - Platform to programmatically author, schedule, and monitor workflows.Apache-2

GitHub (👨‍💻 3.8K · 🔀 15K · 📥 630K · 📦 19K · 📋 12K - 12% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/apache/airflow
```
PyPi (📥 17M / month · 📦 640 · ⏱️ 14.07.2025):
```
 pip install apache-airflow
```
Conda (📥 1.7M · ⏱️ 15.07.2025):
```
 conda install -c conda-forge airflow
```
Docker Hub (📥 1.5B · ⭐ 600 · ⏱️ 14.07.2025):
```
 docker pull apache/airflow
```

Celery (🥇46 · ⭐ 27K) - Asynchronous task queue/job queue based on distributed message passing.BSD-3

GitHub (👨‍💻 1.4K · 🔀 4.8K · 📦 180K · 📋 5.2K - 14% open · ⏱️ 10.07.2025):
```
 git clone https://github.com/celery/celery
```
PyPi (📥 23M / month · 📦 2.1K · ⏱️ 01.06.2025):
```
 pip install celery
```
Conda (📥 2.1M · ⏱️ 04.06.2025):
```
 conda install -c conda-forge celery
```

Beam (🥇46 · ⭐ 8.2K) - Unified programming model to define and execute data processing..Apache-2

GitHub (👨‍💻 1.8K · 🔀 4.4K · 📥 11K · 📦 9K · 📋 7.9K - 57% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/apache/beam
```
PyPi (📥 41M / month · 📦 170 · ⏱️ 01.07.2025):
```
 pip install apache-beam
```

Conda (📥 250K · ⏱️ 01.07.2025):

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

Prefect (🥇44 · ⭐ 20K) - Prefect is a workflow orchestration framework for building resilient..Apache-2

GitHub (👨‍💻 610 · 🔀 1.9K · 📦 7.7K · 📋 6.4K - 15% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 6.3M / month · 📦 350 · ⏱️ 17.07.2025):
```
 pip install prefect
```
Conda (📥 950K · ⏱️ 11.07.2025):
```
 conda install -c conda-forge prefect
```

Dagster (🥇43 · ⭐ 14K) - An orchestration platform for the development, production, and..Apache-2

GitHub (👨‍💻 580 · 🔀 1.8K · 📥 440 · 📦 4.3K · 📋 8.5K - 34% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/dagster-io/dagster
```
PyPi (📥 2.7M / month · 📦 260 · ⏱️ 10.07.2025):
```
 pip install dagster
```
Conda (📥 2.2M · ⏱️ 16.07.2025):
```
 conda install -c conda-forge dagster
```

joblib (🥈40 · ⭐ 4.1K) - Computing with Python functions.BSD-3

GitHub (👨‍💻 150 · 🔀 430 · 📥 26 · 📦 710K · 📋 970 - 42% open · ⏱️ 23.05.2025):
```
 git clone https://github.com/joblib/joblib
```
PyPi (📥 87M / month · 📦 8.3K · ⏱️ 23.05.2025):
```
 pip install joblib
```
Conda (📥 37M · ⏱️ 23.05.2025):
```
 conda install -c conda-forge joblib
```

dbt (🥈39 · ⭐ 11K) - dbt enables data analysts and engineers to transform their data using the..Apache-2

GitHub (👨‍💻 350 · 🔀 1.8K · 📥 5.6K · 📦 9K · 📋 6K - 12% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/dbt-labs/dbt-core
```
PyPi (📥 230K / month · 📦 36 · ⏱️ 20.06.2025):
```
 pip install dbt
```
Conda (📥 330K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge dbt
```

Great Expectations (🥈39 · ⭐ 11K) - Always know what to expect from your data.Apache-2

GitHub (👨‍💻 450 · 🔀 1.6K · 📋 2K - 3% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 21M / month · 📦 120 · ⏱️ 11.07.2025):
```
 pip install great_expectations
```

Conda (📥 1.2M · ⏱️ 12.07.2025):

 conda install -c conda-forge great-expectations

Kedro (🥈39 · ⭐ 10K) - Kedro is a toolbox for production-ready data science. It uses software..Apache-2

GitHub (👨‍💻 260 · 🔀 950 · 📦 3.2K · 📋 2.3K - 7% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/kedro-org/kedro
```
PyPi (📥 610K / month · 📦 140 · ⏱️ 20.06.2025):
```
 pip install kedro
```

rq (🥈39 · ⭐ 10K) - Simple job queues for Python.BSD-3

GitHub (👨‍💻 340 · 🔀 1.4K · 📦 20K · 📋 1.2K - 18% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/rq/rq
```
PyPi (📥 2.4M / month · 📦 280 · ⏱️ 14.06.2025):
```
 pip install rq
```
Conda (📥 140K · ⏱️ 14.06.2025):
```
 conda install -c conda-forge rq
```

luigi (🥈36 · ⭐ 18K) - Luigi is a Python module that helps you build complex pipelines of batch..Apache-2

GitHub (👨‍💻 630 · 🔀 2.4K · 📦 2.8K · 📋 1K - 13% open · ⏱️ 16.05.2025):
```
 git clone https://github.com/spotify/luigi
```
PyPi (📥 810K / month · 📦 160 · ⏱️ 06.12.2024):
```
 pip install luigi
```
Conda (📥 18K · 📦 3 · ⏱️ 27.06.2025):
```
 conda install -c anaconda luigi
```

petl (🥈35 · ⭐ 1.3K) - Python Extract Transform and Load Tables of Data.MIT

GitHub (👨‍💻 67 · 🔀 200 · 📦 4K · 📋 470 - 18% open · ⏱️ 10.07.2025):
```
 git clone https://github.com/petl-developers/petl
```
PyPi (📥 640K / month · 📦 48 · ⏱️ 10.07.2025):
```
 pip install petl
```
Conda (📥 320K · ⏱️ 11.07.2025):
```
 conda install -c conda-forge petl
```

zenml (🥈34 · ⭐ 4.7K) - ZenML : MLOps for Reliable AI: from Classical AI to Agents...Apache-2

GitHub (👨‍💻 130 · 🔀 520 · 📦 1.4K · 📋 380 - 18% open · ⏱️ 14.07.2025):
```
 git clone https://github.com/zenml-io/zenml
```
PyPi (📥 37K / month · 📦 5 · ⏱️ 11.07.2025):
```
 pip install zenml
```

Activeloop (🥈33 · ⭐ 8.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use..Apache-2

GitHub (👨‍💻 140 · 🔀 670 · 📦 3.4K · 📋 470 - 10% open · ⏱️ 08.07.2025):
```
 git clone https://github.com/activeloopai/Hub
```
PyPi (📥 11K / month · 📦 4 · ⏱️ 02.02.2023):
```
 pip install hub
```

huey (🥈31 · ⭐ 5.6K) - a little task queue for python.MIT

GitHub (👨‍💻 70 · 🔀 380 · 📦 1.9K · ⏱️ 06.07.2025):
```
 git clone https://github.com/coleifer/huey
```
PyPi (📥 120K / month · 📦 91 · ⏱️ 19.03.2025):
```
 pip install huey
```
Conda (📥 43K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge huey
```

arq (🥈29 · ⭐ 2.6K) - Fast job queuing and RPC in python with asyncio and redis.MIT

GitHub (👨‍💻 64 · 🔀 180 · 📦 950 · 📋 240 - 35% open · ⏱️ 06.01.2025):
```
 git clone https://github.com/samuelcolvin/arq
```
PyPi (📥 240K / month · 📦 33 · ⏱️ 06.01.2025):
```
 pip install arq
```
Conda (📥 18K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge arq
```

mleap (🥈29 · ⭐ 1.5K · 💤) - MLeap: Deploy ML Pipelines to Production.Apache-2

GitHub (👨‍💻 86 · 🔀 310 · 📦 240 · 📋 480 - 23% open · ⏱️ 27.11.2024):
```
 git clone https://github.com/combust/mleap
```
PyPi (📥 1.4M / month · 📦 11 · ⏱️ 27.11.2024):
```
 pip install mleap
```
Conda (📥 100K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge mleap
```

whylogs (🥉27 · ⭐ 2.7K · 📉) - Open standard for end-to-end data and ML monitoring for any..Apache-2

GitHub (👨‍💻 35 · 🔀 130 · 📦 360 · 📋 440 - 0% open · ⏱️ 10.01.2025):
```
 git clone https://github.com/whylabs/whylogs
```
PyPi (📥 130K / month · 📦 8 · ⏱️ 03.12.2024):
```
 pip install whylogs
```

PyFunctional (🥉27 · ⭐ 2.5K) - Python library for creating data pipelines with chain functional..MIT

GitHub (👨‍💻 33 · 🔀 130 · 📦 950 · 📋 140 - 9% open · ⏱️ 13.03.2025):
```
 git clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 290K / month · 📦 27 · ⏱️ 13.03.2024):
```
 pip install pyfunctional
```

ploomber (🥉26 · ⭐ 3.6K) - The fastest way to build data pipelines. Develop iteratively,..Apache-2

GitHub (👨‍💻 80 · 🔀 240 · 📋 870 - 12% open · ⏱️ 29.05.2025):
```
 git clone https://github.com/ploomber/ploomber
```
PyPi (📥 5.2K / month · 📦 13 · ⏱️ 18.09.2024):
```
 pip install ploomber
```
Conda (📥 150K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge ploomber
```

CocoIndex (🥉25 · ⭐ 2.2K · 🐣) - Data transformation framework for AI. Ultra performant, with..Apache-2

GitHub (👨‍💻 16 · 🔀 150 · 📦 7 · 📋 140 - 38% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/cocoindex-io/cocoindex
```
PyPi (📥 12K / month · ⏱️ 17.07.2025):
```
 pip install cocoindex
```

streamparse (🥉25 · ⭐ 1.5K · 💤) - Run Python in Apache Storm topologies. Pythonic API, CLI..Apache-2

GitHub (👨‍💻 45 · 🔀 220 · 📦 73 · 📋 330 - 17% open · ⏱️ 09.08.2024):
```
 git clone https://github.com/Parsely/streamparse
```
PyPi (📥 1.8K / month · 📦 2 · ⏱️ 09.08.2024):
```
 pip install streamparse
```

flupy (🥉25 · ⭐ 190 · 📈) - Fluent data pipelines for python and your shell.MIT

GitHub (👨‍💻 8 · 🔀 15 · 📦 520 · 📋 19 - 21% open · ⏱️ 15.07.2025):
```
 git clone https://github.com/olirice/flupy
```
PyPi (📥 620K / month · 📦 4 · ⏱️ 15.07.2025):
```
 pip install flupy
```

BatchFlow (🥉24 · ⭐ 200) - BatchFlow helps you conveniently work with random or sequential..Apache-2

GitHub (👨‍💻 38 · 🔀 44 · 📦 15 · 📋 120 - 26% open · ⏱️ 30.06.2025):
```
 git clone https://github.com/analysiscenter/batchflow
```
PyPi (📥 1.1K / month · ⏱️ 30.06.2025):
```
 pip install batchflow
```

TaskTiger (🥉23 · ⭐ 1.4K · 💤) - Python task queue using Redis.MIT

GitHub (👨‍💻 32 · 🔀 81 · 📦 33 · 📋 86 - 51% open · ⏱️ 04.12.2024):
```
 git clone https://github.com/closeio/tasktiger
```
PyPi (📥 3.4K / month · 📦 2 · ⏱️ 29.07.2024):
```
 pip install tasktiger
```

pdpipe (🥉23 · ⭐ 720) - Easy pipelines for pandas DataFrames.MIT

GitHub (👨‍💻 11 · 🔀 45 · 📥 5 · 📦 67 · 📋 53 - 28% open · ⏱️ 08.07.2025):
```
 git clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 3.7K / month · 📦 14 · ⏱️ 01.07.2025):
```
 pip install pdpipe
```
Conda (📥 49K · ⏱️ 02.07.2025):
```
 conda install -c conda-forge pdpipe
```

dbnd (🥉23 · ⭐ 270) - DBND is an agile pipeline framework that helps data engineering teams..Apache-2

GitHub (👨‍💻 93 · 🔀 36 · 📦 41 · 📋 31 - 87% open · ⏱️ 04.03.2025):
```
 git clone https://github.com/databand-ai/dbnd
```
PyPi (📥 140K / month · 📦 27 · ⏱️ 26.03.2025):
```
 pip install dbnd
```

Show 17 hidden projects...

mrjob (🥈31 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services.Apache-2
faust (🥈29 · ⭐ 6.8K · 💀) - Python Stream Processing.BSD-3
bonobo (🥉25 · ⭐ 1.6K · 💀) - Extract Transform Load for Python 3.5+.Apache-2
Pypeline (🥉24 · ⭐ 1.6K · 💀) - Concurrent data pipelines in Python .MIT
Optimus (🥉23 · ⭐ 1.5K · 💀) - Agile Data Preparation Workflows madeeasy with Pandas,..Apache-2spark
pysparkling (🥉23 · ⭐ 270 · 💀) - A pure Python implementation of Apache Sparks RDD and DStream..MIT
dpark (🥉21 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python.BSD-3spark
spark-deep-learning (🥉20 · ⭐ 2K · 💀) - Deep Learning Pipelines for Apache Spark.Apache-2spark
mrq (🥉19 · ⭐ 880 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent.MIT
riko (🥉18 · ⭐ 1.6K · 💀) - A Python stream processing engine modeled after Yahoo! Pipes.MIT
Databolt Flow (🥉18 · ⭐ 950 · 💀) - Python library for building highly effective data science..MIT
Mara Pipelines (🥉17 · ⭐ 2.1K · 💀) - A lightweight opinionated ETL framework, halfway between..MIT
kale (🥉17 · ⭐ 640 · 💀) - Kubeflows superfood for Data Scientists.Apache-2jupyter
bodywork-core (🥉17 · ⭐ 430 · 💀) - ML pipeline orchestration and model deployments on..❗️AGPL-3.0
Botflow (🥉16 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(..BSD-3
datajob (🥉14 · ⭐ 110 · 💀) - Build and deploy a serverless data pipeline on AWS with no effort.Apache-2
RasgoQL (🥉12 · ⭐ 270 · 💀) - Write python locally, execute SQL in your data warehouse.❗️AGPL-3.0

File Formats

XlsxWriter (🥇39 · ⭐ 3.8K) - A Python module for creating Excel XLSX files.BSD-2

GitHub (👨‍💻 55 · 🔀 650 · 📦 110K · 📋 1K - 1% open · ⏱️ 02.07.2025):
```
 git clone https://github.com/jmcnamara/XlsxWriter
```
PyPi (📥 37M / month · 📦 170 · ⏱️ 17.06.2025):
```
 pip install xlsxwriter
```

Conda (📥 3.9M · ⏱️ 21.06.2025):

 conda install -c conda-forge xlsxwriter

PyYAML (🥉38 · ⭐ 2.7K · 💤) - Canonical source repository for PyYAML.MIT

GitHub (👨‍💻 40 · 🔀 540 · 📦 1.7M · 📋 660 - 47% open · ⏱️ 06.08.2024):
```
 git clone https://github.com/yaml/pyyaml
```
PyPi (📥 430M / month · 📦 48K · ⏱️ 06.08.2024):
```
 pip install pyyaml
```
Conda (📥 64M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pyyaml
```

Show 1 hidden projects...

jmespath (🥉32 · ⭐ 2.3K · 💀) - JMESPath is a query language for JSON.MIT

Code Inspection

deepdiff (🥇38 · ⭐ 2.3K) - DeepDiff: Deep Difference and search of any Python object/data...MIT

GitHub (👨‍💻 94 · 🔀 240 · 📦 19K · 📋 350 - 24% open · ⏱️ 09.05.2025):
```
 git clone https://github.com/seperman/deepdiff
```
PyPi (📥 28M / month · 📦 1.1K · ⏱️ 09.05.2025):
```
 pip install deepdiff
```
Conda (📥 650K · ⏱️ 10.05.2025):
```
 conda install -c conda-forge deepdiff
```

typing_inspect (🥉26 · ⭐ 360) - Runtime inspection utilities for Python typing module.MIT

GitHub (👨‍💻 19 · 🔀 36 · 📋 58 - 37% open · ⏱️ 12.05.2025):
```
 git clone https://github.com/ilevkivskyi/typing_inspect
```
PyPi (📥 54M / month · 📦 720 · ⏱️ 24.05.2023):
```
 pip install typing_inspect
```

Conda (📥 2.6M · ⏱️ 22.04.2025):

 conda install -c conda-forge typing_inspect

Show 2 hidden projects...

importlib-resources (🥈30 · ⭐ 69) - Backport of the importlib.resources module.Apache-2
entrypoints (🥉23 · ⭐ 75 · 💤) - Discover and load entry points from installed packages.MIT

General Utilities

attrs (🥇42 · ⭐ 5.5K) - Python Classes Without Boilerplate.MIT

GitHub (👨‍💻 180 · 🔀 390 · 📦 1.4M · 📋 770 - 18% open · ⏱️ 09.07.2025):
```
 git clone https://github.com/python-attrs/attrs
```
PyPi (📥 340M / month · 📦 9.3K · ⏱️ 13.03.2025):
```
 pip install attrs
```
Conda (📥 53M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge attrs
```

more-itertools (🥇40 · ⭐ 3.9K) - More routines for operating on iterables, beyond itertools.MIT

GitHub (👨‍💻 140 · 🔀 300 · 📥 3.4K · 📦 280K · 📋 380 - 5% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/more-itertools/more-itertools
```
PyPi (📥 160M / month · 📦 4.3K · ⏱️ 22.04.2025):
```
 pip install more-itertools
```

Conda (📥 24M · ⏱️ 22.04.2025):

 conda install -c conda-forge more-itertools

toolz (🥈36 · ⭐ 4.9K) - A functional standard library for Python.BSD-3

GitHub (👨‍💻 81 · 🔀 270 · 📦 200K · 📋 270 - 44% open · ⏱️ 21.06.2025):
```
 git clone https://github.com/pytoolz/toolz
```
PyPi (📥 33M / month · 📦 1.5K · ⏱️ 04.10.2024):
```
 pip install toolz
```
Conda (📥 26M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge toolz
```

python-dependency-injector (🥈36 · ⭐ 4.5K) - Dependency injection framework for Python.BSD-3

GitHub (👨‍💻 38 · 🔀 330 · 📦 5.1K · 📋 620 - 30% open · ⏱️ 20.06.2025):
```
 git clone https://github.com/ets-labs/python-dependency-injector
```
PyPi (📥 2.7M / month · 📦 260 · ⏱️ 20.06.2025):
```
 pip install dependency-injector
```

Conda (📥 88K · ⏱️ 22.04.2025):

 conda install -c conda-forge dependency_injector

boltons (🥈34 · ⭐ 6.7K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets..BSD-3

GitHub (👨‍💻 93 · 🔀 360 · 📥 40 · 📦 11K · 📋 190 - 37% open · ⏱️ 08.02.2025):
```
 git clone https://github.com/mahmoud/boltons
```
PyPi (📥 9.4M / month · 📦 380 · ⏱️ 03.02.2025):
```
 pip install boltons
```
Conda (📥 9.8M · ⏱️ 11.06.2025):
```
 conda install -c conda-forge boltons
```

tenacity (🥈33 · ⭐ 7.7K) - Retrying library for Python.Apache-2

GitHub (👨‍💻 100 · 🔀 290 · 📋 290 - 41% open · ⏱️ 27.06.2025):
```
 git clone https://github.com/jd/tenacity
```
PyPi (📥 120M / month · 📦 3.8K · ⏱️ 02.04.2025):
```
 pip install tenacity
```
Conda (📥 11M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge tenacity
```

returns (🥈33 · ⭐ 4K) - Make your functions return something meaningful, typed, and safe!.BSD-2

GitHub (👨‍💻 61 · 🔀 140 · 📦 860 · 📋 430 - 16% open · ⏱️ 14.07.2025):
```
 git clone https://github.com/dry-python/returns
```
PyPi (📥 420K / month · 📦 160 · ⏱️ 21.03.2025):
```
 pip install returns
```
Conda (📥 34K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge returns
```

natsort (🥉29 · ⭐ 970 · 💤) - Simple yet flexible natural sorting in Python.MIT

GitHub (👨‍💻 23 · 🔀 56 · 📦 42K · 📋 99 - 5% open · ⏱️ 14.10.2024):
```
 git clone https://github.com/SethMMorton/natsort
```
PyPi (📥 8.1M / month · 📦 1.5K · ⏱️ 20.06.2023):
```
 pip install natsort
```
Conda (📥 2.1M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge natsort
```

ratelimit (🥉26 · ⭐ 800) - API Rate Limit Decorator.MIT

GitHub (👨‍💻 9 · 🔀 160 · 📦 5.6K · 📋 48 - 60% open · ⏱️ 31.05.2025):
```
 git clone https://github.com/tomasbasham/ratelimit
```
PyPi (📥 9.4M / month · 📦 360 · ⏱️ 17.12.2018):
```
 pip install ratelimit
```
Conda (📥 22K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge ratelimit
```

pampy (🥉22 · ⭐ 3.5K) - Pampy: The Pattern Matching for Python you always dreamed of.MIT

GitHub (👨‍💻 10 · 🔀 130 · 📦 490 · 📋 38 - 60% open · ⏱️ 16.01.2025):
```
 git clone https://github.com/santinic/pampy
```
PyPi (📥 39K / month · 📦 37 · ⏱️ 07.11.2019):
```
 pip install pampy
```

ubelt (🥉21 · ⭐ 730) - A Python utility library with a stdlib like feel and extra batteries...Apache-2

GitHub (👨‍💻 5 · 🔀 46 · 📥 110 · 📋 20 - 20% open · ⏱️ 29.01.2025):
```
 git clone https://github.com/Erotemic/ubelt
```
PyPi (📥 34K / month · 📦 110 · ⏱️ 06.12.2024):
```
 pip install ubelt
```
Conda (📥 290K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge ubelt
```

Show 4 hidden projects...

funcy (🥉29 · ⭐ 3.4K · 💀) - A fancy and practical functional tools.BSD-3
retrying (🥉29 · ⭐ 1.9K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying..Apache-2
CommonRegex (🥉23 · ⭐ 1.6K · 💀) - A collection of common regular expressions bundled with an easy..MIT
pinject (🥉23 · ⭐ 1.3K · 💀) - A pythonic dependency injection library.Apache-2

Python Implementations

cpython (🥇51 · ⭐ 68K) - The Python programming language.MIT

GitHub (👨‍💻 3.4K · 🔀 32K · 📦 630K · 📋 75K - 12% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/python/cpython
```
PyPi (📥 18 / month · 📦 21 · ⏱️ 22.07.2020):
```
 pip install cpython
```
Conda (📥 3.3M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge typing
```
npm (📦 6 · ⏱️ 03.08.2017):
```
 npm install @buckpkg/python
```

micropython (🥈36 · ⭐ 21K) - MicroPython - a lean and efficient Python implementation for..Python-2.0

GitHub (👨‍💻 700 · 🔀 8.3K · 📥 99K · 📦 14 · 📋 6.1K - 27% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/micropython/micropython
```
PyPi (⏱️ 10.10.2016):
```
 pip install micropython-_markupbase
```

pyston (🥈22 · ⭐ 2.5K · 💤) - (No longer maintained) A faster and highly-compatible..Apache-2

GitHub (👨‍💻 1K · 🔀 94 · 📥 32K · 📋 110 - 46% open · ⏱️ 12.08.2024):
```
 git clone https://github.com/pyston/pyston
```

Show 3 hidden projects...

grumpy (🥈22 · ⭐ 11K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime.Apache-2
stackless (🥉17 · ⭐ 1K) - The Stackless Python programming language.❗Unlicensed
cl-python (🥉11 · ⭐ 380 · 💀) - An implementation of Python in Common Lisp.❗Unlicensed

Others

Pygments (🥇42 · ⭐ 2K) - Pygments is a generic syntax highlighter written in Python.BSD-2

GitHub (👨‍💻 880 · 🔀 730 · 📦 1.1M · 📋 2K - 27% open · ⏱️ 21.06.2025):
```
 git clone https://github.com/pygments/pygments
```
PyPi (📥 280M / month · 📦 9K · ⏱️ 21.06.2025):
```
 pip install pygments
```
Conda (📥 46M · ⏱️ 22.06.2025):
```
 conda install -c conda-forge pygments
```

pyparsing (🥇40 · ⭐ 2.4K) - Python library for creating PEG parsers.MIT

GitHub (👨‍💻 74 · 🔀 290 · 📥 14K · 📦 1.3M · 📋 360 - 9% open · ⏱️ 03.07.2025):
```
 git clone https://github.com/pyparsing/pyparsing
```
PyPi (📥 170M / month · 📦 5.7K · ⏱️ 25.03.2025):
```
 pip install pyparsing
```
Conda (📥 58M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pyparsing
```

cookiecutter (🥇39 · ⭐ 24K · 💤) - A cross-platform command-line utility that creates projects..BSD-3

GitHub (👨‍💻 320 · 🔀 2.1K · 📦 36K · 📋 920 - 29% open · ⏱️ 09.07.2024):
```
 git clone https://github.com/cookiecutter/cookiecutter
```
PyPi (📥 5.3M / month · 📦 1K · ⏱️ 21.02.2024):
```
 pip install cookiecutter
```

Conda (📥 1.5M · ⏱️ 22.04.2025):

 conda install -c conda-forge cookiecutter

diagrams (🥈38 · ⭐ 41K · 📈) - Diagram as Code for prototyping cloud system architectures.MIT

GitHub (👨‍💻 170 · 🔀 2.6K · 📦 2.1K · 📋 600 - 63% open · ⏱️ 11.06.2025):
```
 git clone https://github.com/mingrammer/diagrams
```
PyPi (📥 11M / month · 📦 86 · ⏱️ 10.03.2025):
```
 pip install diagrams
```
Conda (📥 290K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge diagrams
```

pluggy (🥈38 · ⭐ 1.5K · 📈) - A minimalist production ready plugin system.MIT

GitHub (👨‍💻 54 · 🔀 130 · 📦 750K · 📋 200 - 27% open · ⏱️ 14.07.2025):
```
 git clone https://github.com/pytest-dev/pluggy
```
PyPi (📥 300M / month · 📦 2.6K · ⏱️ 15.05.2025):
```
 pip install pluggy
```
Conda (📥 39M · ⏱️ 15.05.2025):
```
 conda install -c conda-forge pluggy
```

pycparser (🥈36 · ⭐ 3.4K) - Complete C99 parser in pure Python.BSD-3

GitHub (👨‍💻 89 · 🔀 620 · 📦 1.1M · 📋 380 - 10% open · ⏱️ 05.04.2025):
```
 git clone https://github.com/eliben/pycparser
```
PyPi (📥 360M / month · 📦 2.3K · ⏱️ 30.03.2024):
```
 pip install pycparser
```
Conda (📥 57M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pycparser
```

wrapt (🥈35 · ⭐ 2.2K) - A Python module for decorators, wrappers and monkey patching.BSD-2

GitHub (👨‍💻 33 · 🔀 240 · 📋 210 - 28% open · ⏱️ 13.07.2025):
```
 git clone https://github.com/GrahamDumpleton/wrapt
```
PyPi (📥 200M / month · 📦 2.4K · ⏱️ 14.01.2025):
```
 pip install wrapt
```
Conda (📥 26M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge wrapt
```

decorator (🥈35 · ⭐ 880) - Decorators for Humans.BSD-2

GitHub (👨‍💻 32 · 🔀 110 · 📦 750K · 📋 120 - 12% open · ⏱️ 27.06.2025):
```
 git clone https://github.com/micheles/decorator
```
PyPi (📥 130M / month · 📦 2.5K · ⏱️ 24.02.2025):
```
 pip install decorator
```
Conda (📥 39M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge decorator
```

Copier (🥈34 · ⭐ 2.7K) - Library and command-line utility for rendering projects templates.MIT

GitHub (👨‍💻 110 · 🔀 210 · 📦 1.6K · 📋 600 - 17% open · ⏱️ 16.07.2025):
```
 git clone https://github.com/copier-org/copier
```
PyPi (📥 740K / month · 📦 230 · ⏱️ 07.07.2025):
```
 pip install copier
```

py4j (🥈34 · ⭐ 1.2K) - Py4J enables Python programs to dynamically access arbitrary Java objects.BSD-3

GitHub (👨‍💻 42 · 🔀 220 · 📦 54K · 📋 440 - 36% open · ⏱️ 27.02.2025):
```
 git clone https://github.com/bartdag/py4j
```
PyPi (📥 73M / month · 📦 340 · ⏱️ 15.01.2025):
```
 pip install py4j
```
Conda (📥 10M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge py4j
```

fastcore (🥈34 · ⭐ 1K) - Python supercharged for the fastai library.Apache-2

GitHub (👨‍💻 78 · 🔀 290 · 📦 12K · 📋 430 - 6% open · ⏱️ 08.07.2025):
```
 git clone https://github.com/fastai/fastcore
```
PyPi (📥 2.7M / month · 📦 900 · ⏱️ 08.07.2025):
```
 pip install fastcore
```
Conda (📥 170K · ⏱️ 08.07.2025):
```
 conda install -c conda-forge fastcore
```

pyscaffold (🥉29 · ⭐ 2.2K · 💤) - Python project template generator with batteries included.MIT

GitHub (👨‍💻 59 · 🔀 180 · 📋 300 - 11% open · ⏱️ 08.10.2024):
```
 git clone https://github.com/pyscaffold/pyscaffold
```
PyPi (📥 870K / month · 📦 46 · ⏱️ 23.09.2024):
```
 pip install pyscaffold
```

Conda (📥 250K · ⏱️ 22.04.2025):

 conda install -c conda-forge pyscaffold

python-mss (🥉28 · ⭐ 1.1K) - An ultra fast cross-platform multiple screenshots module in pure..MIT

GitHub (👨‍💻 25 · 🔀 100 · 📋 140 - 26% open · ⏱️ 16.06.2025):
```
 git clone https://github.com/BoboTiG/python-mss
```
PyPi (📥 1.2M / month · 📦 260 · ⏱️ 14.11.2024):
```
 pip install mss
```

Conda (📥 80K · ⏱️ 22.04.2025):

 conda install -c conda-forge python-mss

Show 8 hidden projects...

keyboard (🥉32 · ⭐ 3.9K · 💀) - Hook and simulate global keyboard events on Windows and Linux.MIT
pyscreenshot (🥉26 · ⭐ 510 · 💀) - Python screenshot library, replacement for the Pillow..BSD-2
Send2Trash (🥉26 · ⭐ 290 · 💀) - Python library to natively send files to Trash (or Recycle bin)..BSD-3
powerline-shell (🥉25 · ⭐ 6.3K · 💀) - A beautiful and useful prompt for your shell.MIT
pluginbase (🥉25 · ⭐ 1.1K · 💀) - A simple but flexible plugin system for Python.BSD-3
catalogue (🥉25 · ⭐ 180 · 💀) - Super lightweight function registries for your library.MIT
openpyxl (🥉23 · ⭐ 6) - A Python library to read/write Excel 2010 xlsx/xlsm files.MIT
macropy (🥉21 · ⭐ 3.3K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!.MIT

Related Resources

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

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

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