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 an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Data Serialization 16 projects
Data Containers & Dataframes 31 projects
Data Structures 15 projects
Data Validation 15 projects
Algorithms & Design Patterns 4 projects
Date & Time Utilities 9 projects
File & Path Utilities 10 projects
Compatiblity 7 projects
Cryptography 7 projects
Infrastructure & DevOps 20 projects
Process Utilities 4 projects
Asynchronous Programming 7 projects
Configuration 9 projects
CLI Development 20 projects
Development Tools 1 projects
Data Caching 6 projects
GUI Development 10 projects
Computer & Machine Vision 2 projects
Machine Learning & Data Engineering 1 projects
Text Data 12 projects
Web Development 1 projects
Database Clients 64 projects
Data Loading & Extraction 30 projects
Data Pipelines & Streaming 44 projects
File Formats 3 projects
Code Inspection 4 projects
General Utilities 15 projects
Python Implementations 6 projects
Others 21 projects

Explanation

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

Data Serialization

protobuf (🥇52 · ⭐ 71K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3

GitHub (👨‍💻 1.4K · 🔀 16K · 📥 81M · 📦 970K · 📋 6.9K - 3% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/protocolbuffers/protobuf
```
PyPi (📥 520M / month · 📦 11K · ⏱️ 06.02.2026):
```
 pip install protobuf
```
Conda (📥 29M · ⏱️ 25.02.2026):
```
 conda install -c conda-forge protobuf
```
npm (📥 14M / month · 📦 3.7K · ⏱️ 24.02.2026):
```
 npm install google-protobuf
```

flatbuffers (🥇45 · ⭐ 26K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

GitHub (👨‍💻 750 · 🔀 3.5K · 📥 1.6M · 📦 200K · 📋 2.6K - 5% open · ⏱️ 23.02.2026):
```
 git clone https://github.com/google/flatbuffers
```
PyPi (📥 47M / month · 📦 700 · ⏱️ 19.12.2025):
```
 pip install flatbuffers
```

Conda (📥 1.9M · ⏱️ 22.12.2025):

 conda install -c conda-forge flatbuffers

npm (📥 11M / month · 📦 290 · ⏱️ 24.09.2025):
```
 npm install flatbuffers
```

marshmallow (🥈42 · ⭐ 7.2K) - A lightweight library for converting complex objects to and from.. MIT

GitHub (👨‍💻 220 · 🔀 650 · 📦 220K · 📋 1.3K - 11% open · ⏱️ 04.02.2026):
```
 git clone https://github.com/marshmallow-code/marshmallow
```
PyPi (📥 110M / month · 📦 2.8K · ⏱️ 04.02.2026):
```
 pip install marshmallow
```

Conda (📥 3.7M · ⏱️ 04.02.2026):

 conda install -c conda-forge marshmallow

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

GitHub (👨‍💻 47 · 🔀 190 · 📥 290K · 📦 240K · 📋 560 - 35% open · ⏱️ 24.01.2026):
```
 git clone https://github.com/uqfoundation/dill
```
PyPi (📥 120M / month · 📦 4.2K · ⏱️ 19.01.2026):
```
 pip install dill
```
Conda (📥 17M · ⏱️ 19.01.2026):
```
 conda install -c conda-forge dill
```

simplejson (🥈37 · ⭐ 1.7K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

GitHub (👨‍💻 47 · 🔀 350 · 📥 8K · 📦 150K · 📋 220 - 11% open · ⏱️ 13.02.2026):
```
 git clone https://github.com/simplejson/simplejson
```
PyPi (📥 59M / month · 📦 2.8K · ⏱️ 26.09.2025):
```
 pip install simplejson
```

Conda (📥 4.8M · ⏱️ 07.11.2025):

 conda install -c conda-forge simplejson

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

GitHub (👨‍💻 83 · 🔀 180 · 📦 49K · 📋 380 - 16% open · ⏱️ 01.02.2026):
```
 git clone https://github.com/jsonpickle/jsonpickle
```
PyPi (📥 20M / month · 📦 1.5K · ⏱️ 02.06.2025):
```
 pip install jsonpickle
```

Conda (📥 2.3M · ⏱️ 03.06.2025):

 conda install -c conda-forge jsonpickle

orjson (🥈36 · ⭐ 7.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

GitHub (👨‍💻 24 · 🔀 290 · 📦 210K · ⏱️ 02.02.2026):
```
 git clone https://github.com/ijl/orjson
```
PyPi (📥 130M / month · 📦 5.3K · ⏱️ 02.02.2026):
```
 pip install orjson
```
Conda (📥 4.8M · ⏱️ 22.02.2026):
```
 conda install -c conda-forge orjson
```

cloudpickle (🥉34 · ⭐ 1.9K) - Extended pickling support for Python objects. BSD-3

GitHub (👨‍💻 68 · 🔀 190 · 📥 100 · 📋 280 - 36% open · ⏱️ 05.11.2025):
```
 git clone https://github.com/cloudpipe/cloudpickle
```
PyPi (📥 130M / month · 📦 2.3K · ⏱️ 03.11.2025):
```
 pip install cloudpickle
```

Conda (📥 31M · ⏱️ 09.12.2025):

 conda install -c conda-forge cloudpickle

python-rapidjson (🥉29 · ⭐ 530) - Python wrapper around rapidjson. MIT

GitHub (👨‍💻 25 · 🔀 53 · 📦 7.5K · 📋 120 - 13% open · ⏱️ 07.12.2025):
```
 git clone https://github.com/python-rapidjson/python-rapidjson
```
PyPi (📥 4.8M / month · 📦 270 · ⏱️ 07.12.2025):
```
 pip install python-rapidjson
```

Conda (📥 4.5M · ⏱️ 03.02.2026):

 conda install -c conda-forge python-rapidjson

srsly (🥉29 · ⭐ 480) - Modern high-performance serialization utilities for Python (JSON,.. MIT

GitHub (👨‍💻 16 · 🔀 37 · 📥 990 · 📦 68K · 📋 38 - 26% open · ⏱️ 19.11.2025):
```
 git clone https://github.com/explosion/srsly
```
PyPi (📥 17M / month · 📦 250 · ⏱️ 17.11.2025):
```
 pip install srsly
```
Conda (📥 2.4M · ⏱️ 17.11.2025):
```
 conda install -c conda-forge srsly
```

rtoml (🥉24 · ⭐ 400) - A fast TOML library for python implemented in rust. MIT

GitHub (👨‍💻 16 · 🔀 30 · 📦 860 · 📋 27 - 37% open · ⏱️ 19.10.2025):
```
 git clone https://github.com/samuelcolvin/rtoml
```
PyPi (📥 740K / month · 📦 160 · ⏱️ 19.10.2025):
```
 pip install rtoml
```

Show 5 hidden projects...

msgpack (🥉32 · ⭐ 2.1K) - MessagePack serializer implementation for Python.. ❗Unlicensed
ultrajson (🥉31 · ⭐ 4.5K) - Ultra fast JSON decoder and encoder written in C with Python.. ❗Unlicensed
pyasn1 (🥉31 · ⭐ 250 · 💀) - Generic ASN.1 library for Python. BSD-2
hickle (🥉25 · ⭐ 500 · 💀) - a HDF5-based python pickle replacement. MIT
pysimdjson (🥉24 · ⭐ 760 · 💤) - Python bindings for the simdjson project. ❗Unlicensed

Data Containers & Dataframes

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

pandas (🥇54 · ⭐ 48K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

GitHub (👨‍💻 4.1K · 🔀 20K · 📥 3.6M · 📦 2.8M · 📋 28K - 12% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/pandas-dev/pandas
```
PyPi (📥 530M / month · 📦 110K · ⏱️ 17.02.2026):
```
 pip install pandas
```
Conda (📥 77M · ⏱️ 18.02.2026):
```
 conda install -c conda-forge pandas
```

polars (🥇46 · ⭐ 38K) - Extremely fast Query Engine for DataFrames, written in Rust. MIT

GitHub (👨‍💻 670 · 🔀 2.6K · 📥 17K · 📦 31K · 📋 13K - 21% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/pola-rs/polars
```
PyPi (📥 40M / month · 📦 4.5K · ⏱️ 06.02.2026):
```
 pip install polars
```

h5py (🥇43 · ⭐ 2.2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

GitHub (👨‍💻 220 · 🔀 560 · 📥 5.8K · 📦 360K · 📋 1.7K - 18% open · ⏱️ 18.02.2026):
```
 git clone https://github.com/h5py/h5py
```
PyPi (📥 31M / month · 📦 10K · ⏱️ 16.10.2025):
```
 pip install h5py
```
Conda (📥 24M · ⏱️ 24.11.2025):
```
 conda install -c conda-forge h5py
```

xarray (🥈40 · ⭐ 4.1K) - N-D labeled arrays and datasets in Python. Apache-2

GitHub (👨‍💻 600 · 🔀 1.2K · 📦 43K · 📋 5.2K - 25% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/pydata/xarray
```
PyPi (📥 16M / month · 📦 5.3K · ⏱️ 13.02.2026):
```
 pip install xarray
```
Conda (📥 14M · ⏱️ 14.02.2026):
```
 conda install -c conda-forge xarray
```

zarr (🥈38 · ⭐ 1.9K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub (👨‍💻 160 · 🔀 380 · 📦 7.7K · 📋 1.4K - 35% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 4.7M / month · 📦 1.7K · ⏱️ 21.11.2025):
```
 pip install zarr
```
Conda (📥 5.1M · ⏱️ 21.11.2025):
```
 conda install -c conda-forge zarr
```

Bottleneck (🥈36 · ⭐ 1.2K) - Fast NumPy array functions written in C. BSD-2

GitHub (👨‍💻 40 · 🔀 110 · 📦 59K · 📋 260 - 17% open · ⏱️ 06.02.2026):
```
 git clone https://github.com/pydata/bottleneck
```
PyPi (📥 8.5M / month · 📦 620 · ⏱️ 08.09.2025):
```
 pip install Bottleneck
```

Conda (📥 6.4M · ⏱️ 10.11.2025):

 conda install -c conda-forge bottleneck

pandera (🥈35 · ⭐ 4.2K) - A light-weight, flexible, and expressive statistical data testing.. MIT

GitHub (👨‍💻 180 · 🔀 370 · 📦 3.4K · 📋 1K - 41% open · ⏱️ 24.01.2026):
```
 git clone https://github.com/pandera-dev/pandera
```
PyPi (📥 9.6M / month · 📦 420 · ⏱️ 29.01.2026):
```
 pip install pandera
```

Conda (📥 100K · ⏱️ 07.01.2026):

 conda install -c conda-forge pandera-core

numexpr (🥈35 · ⭐ 2.4K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT

GitHub (👨‍💻 85 · 🔀 220 · 📥 3.6K · 📦 99K · 📋 400 - 0% open · ⏱️ 02.12.2025):
```
 git clone https://github.com/pydata/numexpr
```
PyPi (📥 13M / month · 📦 1.2K · ⏱️ 13.10.2025):
```
 pip install numexpr
```
Conda (📥 12M · ⏱️ 03.12.2025):
```
 conda install -c conda-forge numexpr
```

PyTables (🥈35 · ⭐ 1.4K) - A Python package to manage extremely large amounts of data. BSD-3

GitHub (👨‍💻 140 · 🔀 280 · 📥 210 · 📋 750 - 20% open · ⏱️ 21.02.2026):
```
 git clone https://github.com/PyTables/PyTables
```
PyPi (📥 2M / month · 📦 1.8K · ⏱️ 21.02.2026):
```
 pip install tables
```
Conda (📥 11M · ⏱️ 21.02.2026):
```
 conda install -c conda-forge pytables
```

Modin (🥈34 · ⭐ 10K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2

GitHub (👨‍💻 140 · 🔀 670 · 📥 200K · 📦 2.3K · 📋 4.4K - 16% open · ⏱️ 10.02.2026):
```
 git clone https://github.com/modin-project/modin
```
PyPi (📥 1.8M / month · 📦 66 · ⏱️ 02.10.2025):
```
 pip install modin
```

Conda (📥 890K · ⏱️ 22.04.2025):

 conda install -c conda-forge modin-core

Vaex (🥈33 · ⭐ 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT

GitHub (👨‍💻 76 · 🔀 600 · 📥 330 · 📦 1K · 📋 1.3K - 41% open · ⏱️ 05.02.2026):
```
 git clone https://github.com/vaexio/vaex
```
PyPi (📥 25K / month · 📦 68 · ⏱️ 03.02.2026):
```
 pip install vaex
```
Conda (📥 420K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge vaex
```

TinyDB (🥈33 · ⭐ 7.5K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

GitHub (👨‍💻 95 · 🔀 590 · 📦 16K · 📋 330 - 3% open · ⏱️ 17.01.2026):
```
 git clone https://github.com/msiemens/tinydb
```
PyPi (📥 2.1M / month · 📦 690 · ⏱️ 12.10.2024):
```
 pip install tinydb
```
Conda (📥 810K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge tinydb
```

docarray (🥉32 · ⭐ 3.1K · 💤) - Represent, send, store and search multimodal data. Apache-2

GitHub (👨‍💻 81 · 🔀 230 · 📦 5.7K · 📋 640 - 10% open · ⏱️ 21.03.2025):
```
 git clone https://github.com/jina-ai/docarray
```
PyPi (📥 130K / month · 📦 82 · ⏱️ 21.03.2025):
```
 pip install docarray
```
Conda (📥 250K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge docarray
```

datasketch (🥉32 · ⭐ 2.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

GitHub (👨‍💻 36 · 🔀 310 · 📥 40 · 📦 2.4K · 📋 180 - 31% open · ⏱️ 18.01.2026):
```
 git clone https://github.com/ekzhu/datasketch
```
PyPi (📥 5.5M / month · 📦 130 · ⏱️ 18.01.2026):
```
 pip install datasketch
```

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

GitHub (👨‍💻 41 · 🔀 160 · 📥 3.4K · 📋 1.5K - 11% open · ⏱️ 17.03.2025):
```
 git clone https://github.com/h2oai/datatable
```
PyPi (📥 49K / month · 📦 54 · ⏱️ 01.12.2023):
```
 pip install datatable
```

Conda (📥 50K · ⏱️ 22.04.2025):

 conda install -c conda-forge datatable

StaticFrame (🥉28 · ⭐ 480) - Immutable and statically-typeable DataFrames with runtime type and.. MIT

GitHub (👨‍💻 27 · 🔀 35 · 📦 31 · 📋 730 - 6% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/InvestmentSystems/static-frame
```
PyPi (📥 23K / month · 📦 6 · ⏱️ 04.02.2026):
```
 pip install static-frame
```

Conda (📥 570K · ⏱️ 05.02.2026):

 conda install -c conda-forge static-frame

pickleDB (🥉26 · ⭐ 1.1K) - pickleDB is an in memory key-value store using Pythons orjson module.. BSD-3

GitHub (👨‍💻 17 · 🔀 130 · 📦 3.4K · 📋 89 - 20% open · ⏱️ 06.01.2026):
```
 git clone https://github.com/patx/pickledb
```
PyPi (📥 26K / month · 📦 2 · ⏱️ 05.01.2026):
```
 pip install pickledb
```

Pandas Summary (🥉25 · ⭐ 530) - Engine for ML/Data tracking, visualization,.. Apache-2

GitHub (👨‍💻 99 · 🔀 45 · 📋 14 - 42% open · ⏱️ 11.02.2026):
```
 git clone https://github.com/polyaxon/datatile
```
PyPi (📥 110K / month · 📦 21 · ⏱️ 25.11.2021):
```
 pip install pandas-summary
```

Show 13 hidden projects...

numpy (🥇51 · ⭐ 32K) - 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-2 spark
Arctic (🥉28 · ⭐ 3.1K · 💀) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
sklearn-pandas (🥉28 · ⭐ 2.8K · 💀) - Pandas integration with sklearn. ❗️Zlib sklearn
swifter (🥉28 · ⭐ 2.6K · 💀) - A package which efficiently applies any function to a pandas.. MIT
pandasql (🥉28 · ⭐ 1.3K · 💀) - sqldf for pandas. MIT
Pandaral·lel (🥉27 · ⭐ 3.8K · 💀) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
bcolz (🥉27 · ⭐ 960 · 💀) - A columnar data container that can be compressed. BSD-3
fletcher (🥉20 · ⭐ 230 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
daffy (🥉19 · ⭐ 54) - Lightweight DataFrame validation decorators for Pandas, Polars, Modin,.. MIT
Bounter (🥉17 · ⭐ 930 · 💀) - 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 (🥇38 · ⭐ 2.2K) - Persistent/Immutable/Functional data structures for Python. MIT

GitHub (👨‍💻 77 · 🔀 160 · 📦 370K · 📋 180 - 15% open · ⏱️ 31.01.2026):
```
 git clone https://github.com/tobgu/pyrsistent
```
PyPi (📥 40M / month · 📦 1K · ⏱️ 25.10.2023):
```
 pip install pyrsistent
```

Conda (📥 22M · ⏱️ 04.10.2025):

 conda install -c conda-forge pyrsistent

multidict (🥇34 · ⭐ 480) - The multidict implementation. Apache-2

GitHub (👨‍💻 63 · 🔀 120 · 📥 2K · 📋 190 - 12% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/aio-libs/multidict
```
PyPi (📥 340M / month · 📦 2.1K · ⏱️ 26.01.2026):
```
 pip install multidict
```

Conda (📥 23M · ⏱️ 20.02.2026):

 conda install -c conda-forge multidict

bidict (🥈32 · ⭐ 1.6K) - The bidirectional mapping library for Python. MPL-2.0

GitHub (👨‍💻 24 · 🔀 64 · 📥 140 · 📦 43K · 📋 66 - 6% open · ⏱️ 01.02.2026):
```
 git clone https://github.com/jab/bidict
```
PyPi (📥 18M / month · 📦 480 · ⏱️ 18.02.2024):
```
 pip install bidict
```
Conda (📥 710K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge bidict
```

anytree (🥈31 · ⭐ 1.1K · 💤) - Python tree data library. Apache-2

GitHub (👨‍💻 30 · 🔀 140 · 📦 24K · 📋 200 - 17% open · ⏱️ 08.04.2025):
```
 git clone https://github.com/c0fec0de/anytree
```
PyPi (📥 5M / month · 📦 580 · ⏱️ 08.04.2025):
```
 pip install anytree
```
Conda (📥 74K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge anytree
```

glom (🥉30 · ⭐ 2.1K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3

GitHub (👨‍💻 23 · 🔀 71 · 📦 3.1K · 📋 200 - 59% open · ⏱️ 29.12.2025):
```
 git clone https://github.com/mahmoud/glom
```
PyPi (📥 14M / month · 📦 250 · ⏱️ 29.12.2025):
```
 pip install glom
```
Conda (📥 61K · ⏱️ 29.12.2025):
```
 conda install -c conda-forge glom
```

python-benedict (🥉29 · ⭐ 1.6K) - dict subclass with keylist/keypath support, built-in I/O.. MIT

GitHub (👨‍💻 11 · 🔀 43 · 📦 2K · 📋 120 - 10% open · ⏱️ 09.01.2026):
```
 git clone https://github.com/fabiocaccamo/python-benedict
```
PyPi (📥 980K / month · 📦 110 · ⏱️ 30.09.2025):
```
 pip install python-benedict
```

Conda (📥 250K · ⏱️ 22.04.2025):

 conda install -c conda-forge python-benedict

python-box (🥉27 · ⭐ 2.8K · 📈) - Python dictionaries with advanced dot notation access. MIT

GitHub (👨‍💻 1 · 🔀 120 · 📥 54 · 📋 180 - 17% open · ⏱️ 21.02.2026):
```
 git clone https://github.com/cdgriffith/Box
```
PyPi (📥 7M / month · 📦 590 · ⏱️ 21.02.2026):
```
 pip install python-box
```

Conda (📥 1.1M · ⏱️ 21.02.2026):

 conda install -c conda-forge python-box

janus (🥉25 · ⭐ 960) - Thread-safe asyncio-aware queue for Python. Apache-2

GitHub (👨‍💻 30 · 🔀 53 · 📥 35 · 📋 52 - 21% open · ⏱️ 10.02.2026):
```
 git clone https://github.com/aio-libs/janus
```
PyPi (📥 2M / month · 📦 130 · ⏱️ 13.12.2024):
```
 pip install janus
```
Conda (📥 35K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge janus
```

Show 7 hidden projects...

python-sortedcontainers (🥈33 · ⭐ 3.9K · 💀) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2
addict (🥈32 · ⭐ 2.5K · 💀) - The Python Dict thats better than heroin. MIT
ordered-set (🥈31 · ⭐ 230 · 💀) - A mutable set that remembers the order of its entries. One of.. MIT
sqlitedict (🥉29 · ⭐ 1.2K · 💀) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
munch (🥉27 · ⭐ 780 · 💀) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
immutables (🥉25 · ⭐ 1.2K · 💀) - A high-performance immutable mapping type for Python. Apache-2
cleverdict (🥉15 · ⭐ 100 · 💀) - A JSON-friendly data structure which allows both object attributes.. MIT

Data Validation

pydantic (🥇46 · ⭐ 27K) - Data validation using Python type hints. MIT

GitHub (👨‍💻 740 · 🔀 2.5K · 📦 960K · 📋 5.5K - 9% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/samuelcolvin/pydantic
```
PyPi (📥 620M / month · 📦 64K · ⏱️ 24.02.2026):
```
 pip install pydantic
```
Conda (📥 20M · ⏱️ 29.11.2025):
```
 conda install -c conda-forge pydantic
```

jsonschema (🥇42 · ⭐ 4.9K) - An implementation of the JSON Schema specification for Python. MIT

GitHub (👨‍💻 120 · 🔀 610 · 📥 980 · 📦 820K · 📋 880 - 4% open · ⏱️ 24.02.2026):
```
 git clone https://github.com/Julian/jsonschema
```
PyPi (📥 340M / month · 📦 9.6K · ⏱️ 07.01.2026):
```
 pip install jsonschema
```

Conda (📥 44M · ⏱️ 08.01.2026):

 conda install -c conda-forge jsonschema

cerberus (🥈35 · ⭐ 3.3K) - Lightweight, extensible data validation library for Python. ISC

GitHub (👨‍💻 67 · 🔀 240 · 📦 18K · 📋 360 - 3% open · ⏱️ 01.01.2026):
```
 git clone https://github.com/pyeve/cerberus
```
PyPi (📥 5.8M / month · 📦 770 · ⏱️ 06.11.2025):
```
 pip install cerberus
```
Conda (📥 730K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge cerberus
```

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

GitHub (👨‍💻 64 · 🔀 170 · 📥 200 · 📦 150K · 📋 190 - 2% open · ⏱️ 03.10.2025):
```
 git clone https://github.com/kvesteri/validators
```
PyPi (📥 25M / month · 📦 7.6K · ⏱️ 01.05.2025):
```
 pip install validators
```

Conda (📥 1.3M · ⏱️ 03.05.2025):

 conda install -c conda-forge validators

voluptuous (🥈34 · ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

GitHub (👨‍💻 100 · 🔀 220 · 📦 21K · 📋 260 - 16% open · ⏱️ 18.12.2025):
```
 git clone https://github.com/alecthomas/voluptuous
```
PyPi (📥 5.5M / month · 📦 620 · ⏱️ 18.12.2025):
```
 pip install voluptuous
```

Conda (📥 710K · ⏱️ 19.12.2025):

 conda install -c conda-forge voluptuous

schema (🥈33 · ⭐ 2.9K) - Schema validation just got Pythonic. MIT

GitHub (👨‍💻 72 · 🔀 210 · 📦 16K · 📋 190 - 52% open · ⏱️ 13.01.2026):
```
 git clone https://github.com/keleshev/schema
```
PyPi (📥 25M / month · 📦 890 · ⏱️ 11.10.2025):
```
 pip install schema
```
Conda (📥 590K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge schema
```

param (🥉31 · ⭐ 510) - Declarative parameters for robust Python classes and a rich API for.. BSD-3

GitHub (👨‍💻 42 · 🔀 81 · 📦 18K · 📋 520 - 33% open · ⏱️ 09.02.2026):
```
 git clone https://github.com/holoviz/param
```
PyPi (📥 1.6M / month · 📦 220 · ⏱️ 06.02.2026):
```
 pip install param
```
Conda (📥 2.5M · ⏱️ 07.02.2026):
```
 conda install -c conda-forge param
```

python-email-validator (🥉30 · ⭐ 1.4K) - A robust email syntax and deliverability validation.. Unlicense

GitHub (👨‍💻 26 · 🔀 130 · 📋 110 - 12% open · ⏱️ 14.01.2026):
```
 git clone https://github.com/JoshData/python-email-validator
```
PyPi (📥 110M / month · 📦 1.2K · ⏱️ 26.08.2025):
```
 pip install email-validator
```

Conda (📥 2.1M · ⏱️ 26.08.2025):

 conda install -c conda-forge email-validator

dirty-equals (🥉25 · ⭐ 970) - Doing dirty (but extremely useful) things with equals. MIT

GitHub (👨‍💻 20 · 🔀 44 · 📦 770 · 📋 45 - 35% open · ⏱️ 17.11.2025):
```
 git clone https://github.com/samuelcolvin/dirty-equals
```
PyPi (📥 2.4M / month · 📦 100 · ⏱️ 17.11.2025):
```
 pip install dirty-equals
```

Conda (📥 120K · ⏱️ 18.11.2025):

 conda install -c conda-forge dirty-equals

Show 6 hidden projects...

schematics (🥉31 · ⭐ 2.6K · 💀) - Python Data Structures for Humans. BSD-3
strictyaml (🥉29 · ⭐ 1.6K · 💀) - Type-safe YAML parser and validator. MIT
valideer (🥉20 · ⭐ 260 · 💀) - Lightweight data validation and adaptation Python library. MIT
validr (🥉17 · ⭐ 220 · 💀) - A simple, fast, extensible python library for data validation. MIT
typical (🥉17 · ⭐ 180 · 💀) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
dataklasses (🥉7 · ⭐ 810 · 💀) - A different spin on dataclasses. ❗Unlicensed

Algorithms & Design Patterns

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

algorithms (🥇33 · ⭐ 25K) - Minimal examples of data structures and algorithms in Python. MIT

GitHub (👨‍💻 220 · 🔀 4.7K · 📦 140 · ⏱️ 23.02.2026):
```
 git clone https://github.com/keon/algorithms
```
PyPi (📥 3.5K / month · 📦 5 · ⏱️ 18.02.2026):
```
 pip install algorithms
```

Conda (📥 4.3K · ⏱️ 22.04.2025):

 conda install -c conda-forge algorithms

transitions (🥉32 · ⭐ 6.4K) - A lightweight, object-oriented finite state machine implementation.. MIT

GitHub (👨‍💻 81 · 🔀 550 · 📦 4.3K · 📋 480 - 3% open · ⏱️ 09.09.2025):
```
 git clone https://github.com/pytransitions/transitions
```
PyPi (📥 2.4M / month · 📦 220 · ⏱️ 02.07.2025):
```
 pip install transitions
```

Conda (📥 860K · ⏱️ 02.07.2025):

 conda install -c conda-forge transitions

Show 1 hidden projects...

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

Date & Time Utilities

arrow (🥇40 · ⭐ 9K) - Better dates & times for Python. Apache-2

GitHub (👨‍💻 290 · 🔀 710 · 📦 180K · 📋 520 - 21% open · ⏱️ 19.02.2026):
```
 git clone https://github.com/arrow-py/arrow
```
PyPi (📥 65M / month · 📦 2.3K · ⏱️ 18.10.2025):
```
 pip install arrow
```
Conda (📥 11M · ⏱️ 18.10.2025):
```
 conda install -c conda-forge arrow
```

dateparser (🥈39 · ⭐ 2.8K) - python parser for human readable dates. BSD-3

GitHub (👨‍💻 150 · 🔀 490 · 📦 38K · 📋 760 - 46% open · ⏱️ 10.02.2026):
```
 git clone https://github.com/scrapinghub/dateparser
```
PyPi (📥 33M / month · 📦 1.5K · ⏱️ 04.02.2026):
```
 pip install dateparser
```

Conda (📥 910K · ⏱️ 04.02.2026):

 conda install -c conda-forge dateparser

holidays (🥈39 · ⭐ 1.8K) - Open World Holidays Framework. MIT

GitHub (👨‍💻 300 · 🔀 600 · 📥 300 · 📦 27K · 📋 770 - 9% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/vacanza/holidays
```
PyPi (📥 24M / month · 📦 510 · ⏱️ 16.02.2026):
```
 pip install holidays
```
Conda (📥 4.5M · ⏱️ 17.02.2026):
```
 conda install -c conda-forge holidays
```

pendulum (🥈36 · ⭐ 6.6K) - Python datetimes made easy. MIT

GitHub (👨‍💻 120 · 🔀 420 · 📥 4.3K · 📦 39K · 📋 570 - 35% open · ⏱️ 17.02.2026):
```
 git clone https://github.com/sdispater/pendulum
```
PyPi (📥 65M / month · 📦 1.6K · ⏱️ 30.01.2026):
```
 pip install pendulum
```
Conda (📥 1.9M · ⏱️ 31.01.2026):
```
 conda install -c conda-forge pendulum
```

python-dateutil (🥉34 · ⭐ 2.6K) - Useful extensions to the standard Python datetime features. Apache-2

GitHub (👨‍💻 130 · 🔀 530 · 📥 36K · 📋 820 - 47% open · ⏱️ 16.09.2025):
```
 git clone https://github.com/dateutil/dateutil
```
PyPi (📥 860M / month · 📦 12K · ⏱️ 01.03.2024):
```
 pip install python-dateutil
```

Conda (📥 90M · ⏱️ 28.06.2025):

 conda install -c conda-forge python-dateutil

pytz (🥉33 · ⭐ 380 · 💤) - pytz Python historical timezone library and database. MIT

GitHub (👨‍💻 21 · 🔀 98 · 📥 740 · 📦 2.5M · 📋 100 - 40% open · ⏱️ 25.03.2025):
```
 git clone https://github.com/stub42/pytz
```
PyPi (📥 400M / month · 📦 13K · ⏱️ 25.03.2025):
```
 pip install pytz
```
Conda (📥 84M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pytz
```

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

GitHub (👨‍💻 31 · 🔀 64 · 📦 220K · 📋 90 - 1% open · ⏱️ 08.07.2025):
```
 git clone https://github.com/regebro/tzlocal
```
PyPi (📥 130M / month · 📦 1.9K · ⏱️ 05.03.2025):
```
 pip install tzlocal
```
Conda (📥 4.8M · ⏱️ 26.08.2025):
```
 conda install -c conda-forge tzlocal
```

Show 2 hidden projects...

isodate (🥉32 · ⭐ 170 · 💀) - ISO 8601 date/time parser. BSD-3
parsedatetime (🥉29 · ⭐ 710 · 💀) - Parse human-readable date/time strings. Apache-2

File & Path Utilities

filesystem_spec (🥇40 · ⭐ 1.3K) - A specification that python filesystems should adhere to. BSD-3

GitHub (👨‍💻 310 · 🔀 430 · 📦 290K · 📋 840 - 40% open · ⏱️ 17.02.2026):
```
 git clone https://github.com/fsspec/filesystem_spec
```
PyPi (📥 600M / month · 📦 3.3K · ⏱️ 05.02.2026):
```
 pip install fsspec
```
Conda (📥 30M · ⏱️ 06.02.2026):
```
 conda install -c conda-forge fsspec
```

watchdog (🥈39 · ⭐ 7.3K) - Python library and shell utilities to monitor filesystem events. Apache-2

GitHub (👨‍💻 170 · 🔀 730 · 📦 260K · 📋 700 - 30% open · ⏱️ 20.02.2026):
```
 git clone https://github.com/gorakhargosh/watchdog
```
PyPi (📥 79M / month · 📦 2.7K · ⏱️ 01.11.2024):
```
 pip install watchdog
```
Conda (📥 5.2M · ⏱️ 25.02.2026):
```
 conda install -c conda-forge watchdog
```

filelock (🥈37 · ⭐ 940) - A platform-independent file lock for Python. MIT

GitHub (👨‍💻 59 · 🔀 130 · 📦 700K · ⏱️ 26.02.2026):
```
 git clone https://github.com/tox-dev/py-filelock
```
PyPi (📥 440M / month · 📦 4.3K · ⏱️ 19.02.2026):
```
 pip install filelock
```
Conda (📥 38M · ⏱️ 19.02.2026):
```
 conda install -c conda-forge filelock
```

aiofiles (🥈36 · ⭐ 3.2K) - File support for asyncio. Apache-2

GitHub (👨‍💻 42 · 🔀 160 · 📦 240K · 📋 140 - 41% open · ⏱️ 09.10.2025):
```
 git clone https://github.com/Tinche/aiofiles
```
PyPi (📥 100M / month · 📦 5.3K · ⏱️ 09.10.2025):
```
 pip install aiofiles
```
Conda (📥 2.2M · ⏱️ 01.01.2026):
```
 conda install -c conda-forge aiofiles
```

pyfilesystem2 (🥉30 · ⭐ 2.1K · 💤) - Pythons Filesystem abstraction layer. MIT

GitHub (👨‍💻 47 · 🔀 190 · 📋 380 - 28% open · ⏱️ 17.05.2025):
```
 git clone https://github.com/pyfilesystem/pyfilesystem2
```
PyPi (📥 8.5M / month · 📦 410 · ⏱️ 20.07.2023):
```
 pip install fs
```
Conda (📥 1.3M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge fs
```

scandir (🥉25 · ⭐ 540 · 💤) - Better directory iterator and faster os.walk(). Archived, as this.. BSD-3

GitHub (👨‍💻 23 · 🔀 69 · ⏱️ 27.05.2025):
```
 git clone https://github.com/benhoyt/scandir
```
PyPi (📥 2.1M / month · 📦 220 · ⏱️ 09.03.2019):
```
 pip install scandir
```
Conda (📥 1.8M · ⏱️ 22.08.2025):
```
 conda install -c conda-forge scandir
```

Show 4 hidden projects...

appdirs (🥉32 · ⭐ 1.1K · 💀) - A small Python module for determining appropriate platform-specific.. MIT
path (🥉29 · ⭐ 1.1K · 💤) - Object-oriented file system path manipulation. ❗Unlicensed
zipp (🥉29 · ⭐ 67) - Backport of pathlib-compatible object wrapper for zip files. ❗Unlicensed
Unipath (🥉23 · ⭐ 510 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

six (🥇38 · ⭐ 1K) - Python 2 and 3 compatibility library. MIT

GitHub (👨‍💻 68 · 🔀 270 · 📦 2.7M · 📋 300 - 36% open · ⏱️ 23.02.2026):
```
 git clone https://github.com/benjaminp/six
```
PyPi (📥 820M / month · 📦 25K · ⏱️ 04.12.2024):
```
 pip install six
```
Conda (📥 88M · ⏱️ 22.07.2025):
```
 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 (👨‍💻 140 · 🔀 290 · 📋 890 - 21% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/python/typing
```
PyPi (📥 5.8M / month · 📦 3.3K · ⏱️ 01.05.2021):
```
 pip install typing
```
Conda (📥 3.8M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge typing
```

Show 5 hidden projects...

future (🥈37 · ⭐ 1.2K · 💀) - Easy, clean, reliable Python 2/3 compatibility. MIT
dataclasses (🥉27 · ⭐ 590 · 💀) - A backport of the dataclasses module for Python 3.6. Apache-2
pathlib2 (🥉27 · ⭐ 85 · 💀) - Backport of pathlib aiming to support the full stdlib Python API. MIT
futures (🥉26 · ⭐ 240 · 💀) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
contextlib2 (🥉26 · ⭐ 38) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

bcrypt (🥈40 · ⭐ 1.4K) - Modern(-ish) password hashing for your software and your servers. Apache-2

GitHub (👨‍💻 40 · 🔀 200 · 📦 350K · 📋 160 - 3% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/pyca/bcrypt
```
PyPi (📥 160M / month · 📦 2K · ⏱️ 25.09.2025):
```
 pip install bcrypt
```
Conda (📥 9.5M · ⏱️ 07.11.2025):
```
 conda install -c conda-forge bcrypt
```

pycryptodomex (🥉36 · ⭐ 3.2K) - A self-contained cryptographic library for Python. BSD-3

GitHub (👨‍💻 160 · 🔀 540 · 📥 2.4K · 📦 140K · 📋 640 - 12% open · ⏱️ 16.11.2025):
```
 git clone https://github.com/Legrandin/pycryptodome
```
PyPi (📥 49M / month · 📦 1.6K · ⏱️ 17.05.2025):
```
 pip install pycryptodomex
```

Conda (📥 2.6M · ⏱️ 13.09.2025):

 conda install -c conda-forge pycryptodomex

rsa (🥉29 · ⭐ 500 · 💤) - 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 (📥 400M / month · 📦 1.9K · ⏱️ 16.04.2025):
```
 pip install rsa
```
Conda (📥 18M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge rsa
```

Show 4 hidden projects...

cryptography (🥇45 · ⭐ 7.5K) - cryptography is a package designed to expose.. ❗Unlicensed
tink (🥈37 · ⭐ 14K · 💀) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
keyring (🥉35 · ⭐ 1.4K) - Store and access your passwords safely. ❗Unlicensed
asn1crypto (🥉32 · ⭐ 360 · 💀) - Python ASN.1 library with a focus on performance and a pythonic API. MIT

Infrastructure & DevOps

ansible (🥇48 · ⭐ 68K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0

GitHub (👨‍💻 6.9K · 🔀 24K · 📦 42K · 📋 34K - 2% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/ansible/ansible
```
PyPi (📥 11M / month · 📦 570 · ⏱️ 24.02.2026):
```
 pip install ansible
```
Conda (📥 1.8M · ⏱️ 10.09.2025):
```
 conda install -c conda-forge ansible
```

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

GitHub (👨‍💻 220 · 🔀 1.1K · 📦 430K · 📋 1.2K - 12% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/boto/botocore
```
PyPi (📥 1.1B / month · 📦 4.3K · ⏱️ 25.02.2026):
```
 pip install botocore
```
Conda (📥 41M · ⏱️ 26.02.2026):
```
 conda install -c conda-forge botocore
```

pulumi (🥈44 · ⭐ 25K) - Pulumi - Infrastructure as Code in any programming language. Apache-2

GitHub (👨‍💻 1K · 🔀 1.3K · 📥 3.7M · 📦 11K · 📋 9.1K - 27% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/pulumi/pulumi
```
PyPi (📥 5.2M / month · 📦 500 · ⏱️ 26.02.2026):
```
 pip install pulumi
```
npm (📥 5.3M / month · 📦 930 · ⏱️ 26.02.2026):
```
 npm install @pulumi/pulumi
```

awscli (🥈44 · ⭐ 17K) - Universal Command Line Interface for Amazon Web Services. Apache-2

GitHub (👨‍💻 480 · 🔀 4.5K · 📥 11K · 📦 5 · 📋 5K - 12% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/aws/aws-cli
```
PyPi (📥 350M / month · 📦 750 · ⏱️ 25.02.2026):
```
 pip install awscli
```
Conda (📥 52M · ⏱️ 26.02.2026):
```
 conda install -c conda-forge awscli
```

docker-compose (🥈41 · ⭐ 37K) - Define and run multi-container applications with Docker. Apache-2

GitHub (👨‍💻 620 · 🔀 5.7K · 📥 14M · 📦 1.4K · 📋 8.3K - 0% open · ⏱️ 24.02.2026):
```
 git clone https://github.com/docker/compose
```
PyPi (📥 1.4M / month · 📦 250 · ⏱️ 10.05.2021):
```
 pip install docker-compose
```

Conda (📥 790K · ⏱️ 25.02.2026):

 conda install -c conda-forge docker-compose

paramiko (🥈40 · ⭐ 9.7K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

GitHub (👨‍💻 190 · 🔀 2K · 📦 120K · 📋 2K - 57% open · ⏱️ 20.10.2025):
```
 git clone https://github.com/paramiko/paramiko
```
PyPi (📥 130M / month · 📦 3.8K · ⏱️ 04.08.2025):
```
 pip install paramiko
```
Conda (📥 7.6M · ⏱️ 13.08.2025):
```
 conda install -c conda-forge paramiko
```

kubernetes (🥈40 · ⭐ 7.5K) - Official Python client library for kubernetes. Apache-2

GitHub (👨‍💻 240 · 🔀 3.5K · 📋 1.5K - 6% open · ⏱️ 24.02.2026):
```
 git clone https://github.com/kubernetes-client/python
```
PyPi (📥 140M / month · 📦 2K · ⏱️ 16.01.2026):
```
 pip install kubernetes
```

Conda (📥 750K · ⏱️ 11.12.2025):

 conda install -c conda-forge kubernetes

docker (🥈40 · ⭐ 7.2K · 📈) - A Python library for the Docker Engine API. Apache-2

GitHub (👨‍💻 460 · 🔀 1.7K · 📥 1.9K · 📦 120K · 📋 1.8K - 30% open · ⏱️ 24.11.2025):
```
 git clone https://github.com/docker/docker-py
```
PyPi (📥 120M / month · 📦 3.7K · ⏱️ 23.05.2024):
```
 pip install docker
```

Conda (📥 6.4M · ⏱️ 22.04.2025):

 conda install -c conda-forge docker-py

netmiko (🥉37 · ⭐ 4.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT

GitHub (👨‍💻 270 · 🔀 1.4K · 📦 5.5K · 📋 2.2K - 4% open · ⏱️ 21.02.2026):
```
 git clone https://github.com/ktbyers/netmiko
```
PyPi (📥 760K / month · 📦 220 · ⏱️ 26.06.2025):
```
 pip install netmiko
```

plumbum (🥉36 · ⭐ 3K · 📈) - Plumbum: Shell Combinators. MIT

GitHub (👨‍💻 120 · 🔀 200 · 📦 9.2K · 📋 380 - 37% open · ⏱️ 18.02.2026):
```
 git clone https://github.com/tomerfiliba/plumbum
```
PyPi (📥 3.7M / month · 📦 360 · ⏱️ 31.10.2025):
```
 pip install plumbum
```
Conda (📥 1.3M · ⏱️ 31.10.2025):
```
 conda install -c conda-forge plumbum
```

fabric (🥉35 · ⭐ 15K · 💤) - Simple, Pythonic remote execution and deployment. BSD-2

GitHub (👨‍💻 140 · 🔀 2K · 📦 21 · 📋 1.8K - 26% open · ⏱️ 20.07.2025):
```
 git clone https://github.com/fabric/fabric
```
PyPi (📥 11M / month · 📦 400 · ⏱️ 31.08.2023):
```
 pip install fabric
```
Conda (📥 310K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge fabric
```

pyinfra (🥉33 · ⭐ 4.8K) - pyinfra turns Python code into shell commands and runs them on your.. MIT

GitHub (👨‍💻 180 · 🔀 460 · 📦 200 · 📋 890 - 19% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/Fizzadar/pyinfra
```
PyPi (📥 210K / month · 📦 29 · ⏱️ 02.02.2026):
```
 pip install pyinfra
```

sshtunnel (🥉32 · ⭐ 1.3K) - SSH tunnels to remote server. MIT

GitHub (👨‍💻 27 · 🔀 190 · 📦 9.6K · 📋 210 - 30% open · ⏱️ 27.08.2025):
```
 git clone https://github.com/pahaz/sshtunnel
```
PyPi (📥 31M / month · 📦 350 · ⏱️ 11.01.2021):
```
 pip install sshtunnel
```

Conda (📥 360K · ⏱️ 22.04.2025):

 conda install -c conda-forge sshtunnel

Show 7 hidden projects...

schedule (🥉35 · ⭐ 12K · 💀) - Python job scheduling for humans. MIT
parallel-ssh (🥉27 · ⭐ 1.3K) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
fabtools (🥉25 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files. BSD-2
storm (🥉23 · ⭐ 3.9K · 💀) - Manage your SSH like a boss. MIT
pypyr (🥉21 · ⭐ 640 · 💀) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2
wssh (🥉17 · ⭐ 1.4K · 💀) - SSH to WebSockets Bridge. MIT
Grai (🥉11 · ⭐ 310 · 💤) - Platform to programmatically manage, test, and debug data.. ❗️MIT-0

Process Utilities

supervisor (🥇37 · ⭐ 9K) - Supervisor process control system for Unix.. ❗️Repoze Public License

GitHub (👨‍💻 180 · 🔀 1.3K · 📦 13K · 📋 1.2K - 13% open · ⏱️ 21.12.2025):
```
 git clone https://github.com/Supervisor/supervisor
```
PyPi (📥 6.3M / month · 📦 160 · ⏱️ 23.08.2025):
```
 pip install supervisor
```

Conda (📥 610K · ⏱️ 17.02.2026):

 conda install -c conda-forge supervisor

pexpect (🥇37 · ⭐ 2.8K · 💤) - A Python module for controlling interactive programs in a pseudo-.. ISC

GitHub (👨‍💻 110 · 🔀 490 · 📥 4.5K · 📦 510K · 📋 510 - 32% open · ⏱️ 11.04.2025):
```
 git clone https://github.com/pexpect/pexpect
```
PyPi (📥 160M / month · 📦 1.8K · ⏱️ 25.11.2023):
```
 pip install pexpect
```
Conda (📥 36M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pexpect
```

sh (🥉34 · ⭐ 7.2K) - Python process launching. MIT

GitHub (👨‍💻 110 · 🔀 500 · 📥 100 · 📦 18K · 📋 500 - 2% open · ⏱️ 01.11.2025):
```
 git clone https://github.com/amoffat/sh
```
PyPi (📥 17M / month · 📦 760 · ⏱️ 24.02.2025):
```
 pip install sh
```
Conda (📥 390K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge sh
```

ptyprocess (🥉26 · ⭐ 240 · 💤) - Run a subprocess in a pseudo terminal. ISC

GitHub (👨‍💻 21 · 🔀 72 · 📋 40 - 50% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/pexpect/ptyprocess
```
PyPi (📥 160M / month · 📦 770 · ⏱️ 28.12.2020):
```
 pip install ptyprocess
```

Conda (📥 33M · ⏱️ 22.04.2025):

 conda install -c conda-forge ptyprocess

Asynchronous Programming

anyio (🥇41 · ⭐ 2.4K) - High level asynchronous concurrency and networking framework that works on.. MIT

GitHub (👨‍💻 68 · 🔀 180 · 📦 620K · 📋 440 - 17% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/agronholm/anyio
```
PyPi (📥 480M / month · 📦 4.7K · ⏱️ 06.01.2026):
```
 pip install anyio
```
Conda (📥 32M · ⏱️ 06.01.2026):
```
 conda install -c conda-forge anyio
```

uvloop (🥈40 · ⭐ 12K) - Ultra fast asyncio event loop. Apache-2

GitHub (👨‍💻 72 · 🔀 580 · 📥 640 · 📦 210K · 📋 430 - 34% open · ⏱️ 30.01.2026):
```
 git clone https://github.com/MagicStack/uvloop
```
PyPi (📥 100M / month · 📦 2K · ⏱️ 16.10.2025):
```
 pip install uvloop
```
Conda (📥 2.9M · ⏱️ 07.11.2025):
```
 conda install -c conda-forge uvloop
```

asyncer (🥉32 · ⭐ 2.4K) - Asyncer, async and await, focused on developer experience. MIT

GitHub (👨‍💻 22 · 🔀 83 · 📦 7.6K · 📋 6 - 16% open · ⏱️ 24.02.2026):
```
 git clone https://github.com/tiangolo/asyncer
```
PyPi (📥 5.8M / month · 📦 280 · ⏱️ 21.02.2026):
```
 pip install asyncer
```
Conda (📥 30K · ⏱️ 21.02.2026):
```
 conda install -c conda-forge asyncer
```

aiomisc (🥉25 · ⭐ 420) - aiomisc - miscellaneous utils for asyncio. MIT

GitHub (👨‍💻 21 · 🔀 27 · 📦 440 · 📋 27 - 33% open · ⏱️ 09.02.2026):
```
 git clone https://github.com/aiokitchen/aiomisc
```
PyPi (📥 58K / month · 📦 60 · ⏱️ 09.02.2026):
```
 pip install aiomisc
```

Show 3 hidden projects...

greenlet (🥈39 · ⭐ 1.8K) - Lightweight in-process concurrent programming. ❗Unlicensed
stopit (🥉23 · ⭐ 120 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT
unsync (🥉22 · ⭐ 900 · 💀) - Unsynchronize asyncio. MIT

Configuration

python-dotenv (🥇42 · ⭐ 8.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3

GitHub (👨‍💻 110 · 🔀 490 · 📦 1.7M · 📋 340 - 20% open · ⏱️ 12.01.2026):
```
 git clone https://github.com/theskumar/python-dotenv
```
PyPi (📥 350M / month · 📦 25K · ⏱️ 26.10.2025):
```
 pip install python-dotenv
```

Conda (📥 10M · ⏱️ 26.10.2025):

 conda install -c conda-forge python-dotenv

traitlets (🥈36 · ⭐ 650) - A lightweight Traits like module. BSD-3

GitHub (👨‍💻 120 · 🔀 210 · 📥 740 · 📦 600K · 📋 310 - 35% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/ipython/traitlets
```
PyPi (📥 99M / month · 📦 1.5K · ⏱️ 19.04.2024):
```
 pip install traitlets
```

Conda (📥 48M · ⏱️ 22.04.2025):

 conda install -c conda-forge traitlets

hydra (🥈33 · ⭐ 10K) - Hydra is a framework for elegantly configuring complex applications. MIT

GitHub (👨‍💻 120 · 🔀 800 · 📦 42K · 📋 1.5K - 22% open · ⏱️ 11.12.2025):
```
 git clone https://github.com/facebookresearch/hydra
```
PyPi (📥 9.2K / month · 📦 13 · ⏱️ 03.08.2016):
```
 pip install hydra
```

Conda (📥 1.5M · ⏱️ 22.04.2025):

 conda install -c conda-forge hydra-core

omegaconf (🥉31 · ⭐ 2.3K) - Flexible Python configuration system. The last one you will ever need. BSD-3

GitHub (👨‍💻 37 · 🔀 150 · 📦 60K · 📋 600 - 24% open · ⏱️ 29.11.2025):
```
 git clone https://github.com/omry/omegaconf
```
PyPi (📥 31M / month · 📦 1.8K · ⏱️ 30.10.2025):
```
 pip install omegaconf
```

Conda (📥 2.2M · ⏱️ 22.04.2025):

 conda install -c conda-forge omegaconf

gin-config (🥉28 · ⭐ 2.1K) - Gin provides a lightweight configuration framework for Python. Apache-2

GitHub (👨‍💻 26 · 🔀 120 · 📦 13K · 📋 100 - 58% open · ⏱️ 14.01.2026):
```
 git clone https://github.com/google/gin-config
```
PyPi (📥 540K / month · 📦 75 · ⏱️ 03.11.2021):
```
 pip install gin-config
```

Conda (📥 33K · ⏱️ 22.04.2025):

 conda install -c conda-forge gin-config

configobj (🥉28 · ⭐ 340 · 💤) - Python 3+ compatible port of the configobj library. BSD-3

GitHub (👨‍💻 13 · 🔀 82 · 📥 2.2K · 📦 49K · 📋 180 - 39% open · ⏱️ 06.06.2025):
```
 git clone https://github.com/DiffSK/configobj
```
PyPi (📥 7.2M / month · 📦 650 · ⏱️ 21.09.2024):
```
 pip install configobj
```

Conda (📥 1.1M · ⏱️ 22.04.2025):

 conda install -c conda-forge configobj

Dynaconf (🥉27 · ⭐ 4.2K · 💤) - dynaconf mirror (mainly for stats)- ORIGINAL REPO ON -.. MIT

GitHub (👨‍💻 130 · 🔀 310 · ⏱️ 07.05.2025):
```
 git clone https://github.com/rochacbruno/dynaconf
```
PyPi (📥 4.9M / month · 📦 640 · ⏱️ 10.10.2025):
```
 pip install dynaconf
```
Conda (📥 170K · ⏱️ 13.10.2025):
```
 conda install -c conda-forge dynaconf
```

everett (🥉22 · ⭐ 150) - configuration library for python projects. MPL-2.0

GitHub (👨‍💻 9 · 🔀 14 · 📋 96 - 4% open · ⏱️ 15.10.2025):
```
 git clone https://github.com/willkg/everett
```
PyPi (📥 750K / month · 📦 22 · ⏱️ 15.10.2025):
```
 pip install everett
```
Conda (📥 100K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge everett
```

Show 1 hidden projects...

python-decouple (🥈32 · ⭐ 3K · 💀) - Strict separation of config from code. MIT

CLI Development

rich (🥇47 · ⭐ 56K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

GitHub (👨‍💻 290 · 🔀 2K · 📦 500K · 📋 1.6K - 19% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/Textualize/rich
```
PyPi (📥 340M / month · 📦 35K · ⏱️ 19.02.2026):
```
 pip install rich
```
Conda (📥 18M · ⏱️ 20.02.2026):
```
 conda install -c conda-forge rich
```

click (🥇47 · ⭐ 17K) - Python composable command line interface toolkit. BSD-3

GitHub (👨‍💻 420 · 🔀 1.5K · 📥 4.3K · 📦 2.3M · 📋 1.8K - 8% open · ⏱️ 31.12.2025):
```
 git clone https://github.com/pallets/click
```
PyPi (📥 570M / month · 📦 54K · ⏱️ 15.11.2025):
```
 pip install click
```
Conda (📥 58M · ⏱️ 30.11.2025):
```
 conda install -c conda-forge click
```

Typer (🥈42 · ⭐ 19K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

GitHub (👨‍💻 100 · 🔀 850 · 📦 240K · 📋 340 - 4% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/tiangolo/typer
```
PyPi (📥 170M / month · 📦 18K · ⏱️ 21.02.2026):
```
 pip install typer
```
Conda (📥 9.2M · ⏱️ 17.02.2026):
```
 conda install -c conda-forge typer
```

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

GitHub (👨‍💻 67 · 🔀 1.5K · 📦 52K · 📋 360 - 42% open · ⏱️ 16.08.2025):
```
 git clone https://github.com/google/python-fire
```
PyPi (📥 16M / month · 📦 3K · ⏱️ 16.08.2025):
```
 pip install fire
```
Conda (📥 1.4M · ⏱️ 12.09.2025):
```
 conda install -c conda-forge fire
```

python-prompt-toolkit (🥈37 · ⭐ 10K) - Library for building powerful interactive command line.. BSD-3

GitHub (👨‍💻 240 · 🔀 750 · 📋 1.3K - 54% open · ⏱️ 17.11.2025):
```
 git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
PyPi (📥 140M / month · 📦 4.2K · ⏱️ 27.08.2025):
```
 pip install prompt_toolkit
```

Conda (📥 41M · ⏱️ 27.08.2025):

 conda install -c conda-forge prompt-toolkit

colorama (🥈36 · ⭐ 3.8K · 💤) - Simple cross-platform colored terminal text in Python. BSD-3

GitHub (👨‍💻 52 · 🔀 270 · 📦 1.4M · 📋 270 - 47% open · ⏱️ 09.07.2025):
```
 git clone https://github.com/tartley/colorama
```
PyPi (📥 330M / month · 📦 15K · ⏱️ 25.10.2022):
```
 pip install colorama
```
Conda (📥 62M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge colorama
```

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

GitHub (👨‍💻 34 · 🔀 560 · 📦 150K · 📋 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 (📥 2.7M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge docopt
```

argcomplete (🥉34 · ⭐ 1.6K) - Python and tab completion, better together. Apache-2

GitHub (👨‍💻 83 · 🔀 140 · 📥 1.4K · 📦 71K · 📋 300 - 22% open · ⏱️ 20.10.2025):
```
 git clone https://github.com/kislyuk/argcomplete
```
PyPi (📥 64M / month · 📦 1.8K · ⏱️ 20.10.2025):
```
 pip install argcomplete
```

Conda (📥 3.1M · ⏱️ 20.10.2025):

 conda install -c conda-forge argcomplete

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

GitHub (👨‍💻 38 · 🔀 87 · 📦 29K · 📋 120 - 30% open · ⏱️ 20.12.2025):
```
 git clone https://github.com/sdispater/cleo
```
PyPi (📥 65M / month · 📦 390 · ⏱️ 18.11.2024):
```
 pip install cleo
```
Conda (📥 6.5M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge cleo
```

questionary (🥉32 · ⭐ 2K) - Python library to build pretty command line user prompts Easy to use.. MIT

GitHub (👨‍💻 53 · 🔀 100 · 📦 21K · 📋 190 - 38% open · ⏱️ 12.02.2026):
```
 git clone https://github.com/tmbo/questionary
```
PyPi (📥 14M / month · 📦 1.4K · ⏱️ 28.08.2025):
```
 pip install questionary
```

Conda (📥 290K · ⏱️ 08.09.2025):

 conda install -c conda-forge questionary

asciimatics (🥉30 · ⭐ 4.3K · 💤) - A cross platform package to do curses-like operations, plus.. Apache-2

GitHub (👨‍💻 45 · 🔀 260 · 📦 1.2K · 📋 310 - 7% open · ⏱️ 31.05.2025):
```
 git clone https://github.com/peterbrittain/asciimatics
```
PyPi (📥 60K / month · 📦 120 · ⏱️ 25.10.2023):
```
 pip install asciimatics
```

Conda (📥 250K · ⏱️ 22.04.2025):

 conda install -c conda-forge asciimatics

ConfigArgParse (🥉30 · ⭐ 760) - Drop-in replacement for argparse with added support for config.. MIT

GitHub (👨‍💻 56 · 🔀 120 · 📦 25K · 📋 220 - 39% open · ⏱️ 06.08.2025):
```
 git clone https://github.com/bw2/ConfigArgParse
```
PyPi (📥 14M / month · 📦 670 · ⏱️ 13.06.2025):
```
 pip install configargparse
```

Conda (📥 1.7M · ⏱️ 26.05.2025):

 conda install -c conda-forge configargparse

blessings (🥉28 · ⭐ 1.5K) - A thin, practical wrapper around terminal capabilities in Python. MIT

GitHub (👨‍💻 17 · 🔀 140 · 📦 11K · 📋 90 - 38% open · ⏱️ 28.08.2025):
```
 git clone https://github.com/erikrose/blessings
```
PyPi (📥 1.1M / month · 📦 460 · ⏱️ 21.06.2018):
```
 pip install blessings
```

Conda (📥 440K · ⏱️ 26.08.2025):

 conda install -c conda-forge blessings

Click Extra (🥉24 · ⭐ 110) - Drop-in replacement for Click to make user-friendly and.. ❗️GPL-2.0

GitHub (👨‍💻 14 · 🔀 8 · 📥 500 · 📦 110 · 📋 110 - 11% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/kdeldycke/click-extra
```
PyPi (📥 100K / month · 📦 42 · ⏱️ 26.02.2026):
```
 pip install click-extra
```

Show 6 hidden projects...

wcwidth (🥈35 · ⭐ 440) - Python library that measures the width of strings in a terminal. ❗Unlicensed
docopt-ng (🥉24 · ⭐ 220 · 💀) - Humane command line arguments parser. Now with maintenance,.. MIT
clint (🥉23 · ⭐ 97 · 💀) - Python Command-line Application Tools. ISC
bashplotlib (🥉22 · ⭐ 1.9K · 💀) - plotting in the terminal. MIT
colout (🥉18 · ⭐ 1.2K · 💀) - Color text streams with a polished command line interface. ❗️GPL-3.0
onecite (🥉14 · ⭐ 56 · 🐣) - An intelligent toolkit to automatically parse, complete, and format.. MIT

Development Tools

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

Data Caching

cachetools (🥇39 · ⭐ 2.7K) - Extensible memoizing collections and decorators. MIT

GitHub (👨‍💻 19 · 🔀 180 · 📦 690K · 📋 270 - 0% open · ⏱️ 10.02.2026):
```
 git clone https://github.com/tkem/cachetools
```
PyPi (📥 240M / month · 📦 4.4K · ⏱️ 10.02.2026):
```
 pip install cachetools
```

Conda (📥 19M · ⏱️ 11.02.2026):

 conda install -c conda-forge cachetools

aiocache (🥈32 · ⭐ 1.4K) - Asyncio cache manager for redis, memcached and memory. BSD-3

GitHub (👨‍💻 51 · 🔀 170 · 📥 75 · 📦 4.7K · 📋 340 - 18% open · ⏱️ 28.11.2025):
```
 git clone https://github.com/aio-libs/aiocache
```
PyPi (📥 8.8M / month · 📦 150 · ⏱️ 25.09.2024):
```
 pip install aiocache
```

beaker (🥉28 · ⭐ 550) - WSGI middleware for sessions and caching. BSD-3

GitHub (👨‍💻 93 · 🔀 140 · 📦 6.2K · 📋 150 - 51% open · ⏱️ 03.12.2025):
```
 git clone https://github.com/bbangert/beaker
```
PyPi (📥 130K / month · 📦 90 · ⏱️ 11.04.2024):
```
 pip install beaker
```
Conda (📥 130K · ⏱️ 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 · 📥 1.4K · 📦 5.8K · 📋 200 - 13% open · ⏱️ 12.04.2025):
```
 git clone https://github.com/lericson/pylibmc
```
PyPi (📥 320K / month · 📦 79 · ⏱️ 30.08.2022):
```
 pip install pylibmc
```
Conda (📥 400K · ⏱️ 28.08.2025):
```
 conda install -c conda-forge pylibmc
```

cachier (🥉26 · ⭐ 650) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

GitHub (👨‍💻 28 · 🔀 72 · 📥 120 · 📦 590 · 📋 99 - 18% open · ⏱️ 22.02.2026):
```
 git clone https://github.com/shaypal5/cachier
```
PyPi (📥 300K / month · 📦 51 · ⏱️ 15.07.2025):
```
 pip install cachier
```

Show 1 hidden projects...

cached-property (🥈29 · ⭐ 700 · 💀) - A decorator for caching properties in classes. BSD-3

GUI Development

🔗 best-of-web-python - Web UI ( ⭐ 2.7K) - Collection of libraries to implement web-based UIs.

kivy (🥇40 · ⭐ 19K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT

GitHub (👨‍💻 630 · 🔀 3.1K · 📥 44K · 📦 18K · 📋 5.3K - 16% open · ⏱️ 19.02.2026):
```
 git clone https://github.com/kivy/kivy
```
PyPi (📥 260K / month · 📦 360 · ⏱️ 26.12.2024):
```
 pip install kivy
```
Conda (📥 620K · ⏱️ 03.11.2025):
```
 conda install -c conda-forge kivy
```

DearPyGui (🥈37 · ⭐ 15K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

GitHub (👨‍💻 73 · 🔀 760 · 📦 4.4K · 📋 1.5K - 26% open · ⏱️ 04.02.2026):
```
 git clone https://github.com/hoffstadt/DearPyGui
```
PyPi (📥 190K / month · 📦 190 · ⏱️ 17.02.2026):
```
 pip install dearpygui
```

toga (🥈34 · ⭐ 5.3K) - A Python native, OS native GUI toolkit. BSD-3

GitHub (👨‍💻 330 · 🔀 790 · 📥 9.7K · 📦 3 · 📋 1.3K - 23% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/beeware/toga
```
PyPi (📥 19K / month · 📦 41 · ⏱️ 03.12.2025):
```
 pip install toga
```
npm (📥 34 / month · 📦 5 · ⏱️ 23.04.2017):
```
 npm install @pybee/toga
```

Eel (🥉27 · ⭐ 6.8K · 💤) - 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 (📥 95K / 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 (🥉30 · ⭐ 22K · 💀) - Turn (almost) any Python command line program into a full GUI.. MIT
Phoenix (🥉28 · ⭐ 2.6K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
enaml (🥉27 · ⭐ 1.6K) - Declarative User Interfaces for Python. ❗Unlicensed
flexx (🥉26 · ⭐ 3.3K · 💀) - Write desktop and web apps in pure Python. BSD-2

Computer & Machine Vision

🔗 best-of-ml-python - Computer Vision ( ⭐ 23K) - Collection of computer vision and image processing..

Show 1 hidden projects...

Pipeless (🥇15 · ⭐ 840 · 💀) - An open-source framework to create and deploy computer vision.. Apache-2

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 23K) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

🔗 best-of-ml-python - NLP ( ⭐ 23K) - Collection of text processing and NLP libraries.

chardet (🥇36 · ⭐ 2.3K) - Python character encoding detector. ❗️LGPL-2.1

GitHub (👨‍💻 51 · 🔀 270 · 📦 960K · 📋 160 - 44% open · ⏱️ 24.02.2026):
```
 git clone https://github.com/chardet/chardet
```
PyPi (📥 130M / month · 📦 6.9K · ⏱️ 22.02.2026):
```
 pip install chardet
```
Conda (📥 31M · ⏱️ 23.02.2026):
```
 conda install -c conda-forge chardet
```
npm (📥 180 / month · 📦 7 · ⏱️ 20.08.2017):
```
 npm install @pypi/chardet
```

emoji (🥇35 · ⭐ 2K) - emoji terminal output for Python. BSD-3

GitHub (👨‍💻 70 · 🔀 290 · 📦 91K · 📋 180 - 11% open · ⏱️ 21.09.2025):
```
 git clone https://github.com/carpedm20/emoji
```
PyPi (📥 18M / month · 📦 1.3K · ⏱️ 21.09.2025):
```
 pip install emoji
```
Conda (📥 230K · ⏱️ 21.09.2025):
```
 conda install -c conda-forge emoji
```

python-slugify (🥇35 · ⭐ 1.6K) - Returns unicode slugs. MIT

GitHub (👨‍💻 40 · 🔀 110 · 📦 120K · 📋 82 - 6% open · ⏱️ 07.01.2026):
```
 git clone https://github.com/un33k/python-slugify
```
PyPi (📥 57M / month · 📦 1.5K · ⏱️ 08.02.2024):
```
 pip install python-slugify
```

Conda (📥 3.4M · ⏱️ 22.04.2025):

 conda install -c conda-forge python-slugify

phonenumbers (🥈34 · ⭐ 3.7K) - Python port of Googles libphonenumber. Apache-2

GitHub (👨‍💻 33 · 🔀 440 · 📋 200 - 6% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 24M / month · 📦 820 · ⏱️ 26.02.2026):
```
 pip install phonenumbers
```

Conda (📥 1.8M · ⏱️ 13.02.2026):

 conda install -c conda-forge phonenumbers

inflect (🥉32 · ⭐ 1.1K · 💤) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT

GitHub (👨‍💻 59 · 🔀 110 · 📦 35K · 📋 130 - 29% open · ⏱️ 14.05.2025):
```
 git clone https://github.com/jaraco/inflect
```
PyPi (📥 25M / month · 📦 720 · ⏱️ 28.12.2024):
```
 pip install inflect
```
Conda (📥 700K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge inflect
```

pyahocorasick (🥉30 · ⭐ 1.1K) - Python module (C extension and plain python) implementing Aho-.. BSD-3

GitHub (👨‍💻 33 · 🔀 140 · 📥 820 · 📦 4.1K · 📋 140 - 21% open · ⏱️ 17.12.2025):
```
 git clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 5.2M / month · 📦 220 · ⏱️ 17.12.2025):
```
 pip install pyahocorasick
```

Conda (📥 460K · ⏱️ 18.12.2025):

 conda install -c conda-forge pyahocorasick

coolname (🥉29 · ⭐ 170) - Random Name and Slug Generator. BSD-2

GitHub (👨‍💻 6 · 🔀 14 · 📦 4K · 📋 12 - 16% open · ⏱️ 22.02.2026):
```
 git clone https://github.com/alexanderlukanin13/coolname
```
PyPi (📥 3.8M / month · 📦 150 · ⏱️ 22.02.2026):
```
 pip install coolname
```
Conda (📥 190K · ⏱️ 30.01.2026):
```
 conda install -c conda-forge coolname
```

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

GitHub (👨‍💻 18 · 🔀 53 · 📦 530 · 📋 42 - 61% open · ⏱️ 12.02.2026):
```
 git clone https://github.com/scrapinghub/price-parser
```
PyPi (📥 410K / month · 📦 39 · ⏱️ 06.10.2025):
```
 pip install price-parser
```

Show 3 hidden projects...

humanize (🥈33 · ⭐ 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 ( ⭐ 2.7K) - A ranked list of awesome python libraries for web development. Updated..

Database Clients

Libraries for connecting to, operating, and querying databases.

boto3 (🥇49 · ⭐ 9.7K) - Boto3, an AWS SDK for Python. Apache-2

GitHub (👨‍💻 170 · 🔀 2K · 📦 590K · 📋 3.6K - 4% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/boto/boto3
```
PyPi (📥 1.7B / month · 📦 18K · ⏱️ 25.02.2026):
```
 pip install boto3
```
Conda (📥 30M · ⏱️ 26.02.2026):
```
 conda install -c conda-forge boto3
```

peewee (🥇44 · ⭐ 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT

GitHub (👨‍💻 160 · 🔀 1.4K · 📦 51K · ⏱️ 22.02.2026):
```
 git clone https://github.com/coleifer/peewee
```
PyPi (📥 25M / month · 📦 1.2K · ⏱️ 20.02.2026):
```
 pip install peewee
```
Conda (📥 1.7M · ⏱️ 08.01.2026):
```
 conda install -c conda-forge peewee
```

azure-storage-blob (🥇44 · ⭐ 5.5K) - This repository is for active development of the Azure SDK.. MIT

GitHub (👨‍💻 890 · 🔀 3.2K · 📦 2.7K · 📋 12K - 8% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/Azure/azure-sdk-for-python
```
PyPi (📥 110M / month · 📦 1.6K · ⏱️ 27.01.2026):
```
 pip install azure-storage-blob
```

Conda (📥 1.6M · ⏱️ 07.01.2026):

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

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

GitHub (👨‍💻 530 · 🔀 2.7K · 📋 1.9K - 5% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/redis/redis-py
```
PyPi (📥 160M / month · 📦 9.9K · ⏱️ 25.02.2026):
```
 pip install redis
```
Conda (📥 1.8M · ⏱️ 26.02.2026):
```
 conda install -c conda-forge redis-py
```

google-cloud-storage (🥇43 · ⭐ 5.2K) - Google Cloud Client Library for Python. Apache-2

GitHub (👨‍💻 630 · 🔀 1.6K · 📋 4.5K - 13% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/googleapis/google-cloud-python
```
PyPi (📥 200M / month · 📦 2.7K · ⏱️ 02.02.2026):
```
 pip install google-cloud-storage
```

Conda (📥 6.5M · ⏱️ 02.02.2026):

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

elasticsearch (🥇42 · ⭐ 4.4K) - Official Python client for Elasticsearch. Apache-2

GitHub (👨‍💻 230 · 🔀 1.2K · 📥 5.7K · 📦 64K · 📋 1.2K - 5% open · ⏱️ 24.02.2026):
```
 git clone https://github.com/elastic/elasticsearch-py
```
PyPi (📥 50M / month · 📦 2K · ⏱️ 03.02.2026):
```
 pip install elasticsearch
```

Conda (📥 1.6M · ⏱️ 04.02.2026):

 conda install -c conda-forge elasticsearch

kafka-python (🥇40 · ⭐ 5.9K) - Python client for Apache Kafka. Apache-2

GitHub (👨‍💻 230 · 🔀 1.4K · 📥 1.9K · 📦 36K · 📋 1.5K - 2% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/dpkp/kafka-python
```
PyPi (📥 21M / month · 📦 890 · ⏱️ 21.11.2025):
```
 pip install kafka-python
```

Conda (📥 510K · ⏱️ 21.11.2025):

 conda install -c conda-forge kafka-python

Ibis (🥈39 · ⭐ 6.4K) - the portable Python dataframe library. Apache-2

GitHub (👨‍💻 520 · 🔀 700 · 📥 480 · 📦 5.2K · 📋 3.6K - 12% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/ibis-project/ibis
```
PyPi (📥 1.8M / month · 📦 130 · ⏱️ 07.02.2026):
```
 pip install ibis-framework
```

Conda (📥 760K · ⏱️ 07.02.2026):

 conda install -c conda-forge ibis-framework

pymongo (🥈39 · ⭐ 4.3K) - PyMongo - the Official MongoDB Python driver. Apache-2

GitHub (👨‍💻 240 · 🔀 1.1K · 📥 4.9K · ⏱️ 23.02.2026):
```
 git clone https://github.com/mongodb/mongo-python-driver
```
PyPi (📥 81M / month · 📦 5.9K · ⏱️ 07.01.2026):
```
 pip install pymongo
```
Conda (📥 5.7M · ⏱️ 11.01.2026):
```
 conda install -c conda-forge pymongo
```

alembic (🥈39 · ⭐ 4K) - A database migrations tool for SQLAlchemy. MIT

GitHub (👨‍💻 220 · 🔀 310 · 📦 340K · 📋 1.2K - 9% open · ⏱️ 22.02.2026):
```
 git clone https://github.com/sqlalchemy/alembic
```
PyPi (📥 140M / month · 📦 3K · ⏱️ 10.02.2026):
```
 pip install alembic
```
Conda (📥 9.5M · ⏱️ 11.02.2026):
```
 conda install -c conda-forge alembic
```

sqlmodel (🥈38 · ⭐ 18K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic

GitHub (👨‍💻 100 · 🔀 810 · 📦 31K · 📋 340 - 16% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/tiangolo/sqlmodel
```
PyPi (📥 11M / month · 📦 1.4K · ⏱️ 21.02.2026):
```
 pip install sqlmodel
```
Conda (📥 130K · ⏱️ 23.02.2026):
```
 conda install -c conda-forge sqlmodel
```

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

GitHub (👨‍💻 130 · 🔀 1.4K · 📦 290K · 📋 680 - 3% open · ⏱️ 24.08.2025):
```
 git clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 78M / month · 📦 1.8K · ⏱️ 24.08.2025):
```
 pip install PyMySQL
```
Conda (📥 2.1M · ⏱️ 25.08.2025):
```
 conda install -c conda-forge pymysql
```

AWS Data Wrangler (🥈38 · ⭐ 4.1K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2

GitHub (👨‍💻 180 · 🔀 720 · 📥 440K · 📦 2.5K · 📋 1.3K - 2% open · ⏱️ 05.02.2026):
```
 git clone https://github.com/awslabs/aws-data-wrangler
```
PyPi (📥 81M / month · 📦 140 · ⏱️ 05.02.2026):
```
 pip install awswrangler
```

Conda (📥 800K · ⏱️ 09.02.2026):

 conda install -c conda-forge awswrangler

python-bigquery (🥈38 · ⭐ 800) - Google BigQuery API client library. Apache-2

GitHub (👨‍💻 180 · 🔀 320 · 📦 52K · 📋 750 - 8% open · ⏱️ 12.02.2026):
```
 git clone https://github.com/googleapis/python-bigquery
```
PyPi (📥 120M / month · 📦 1.5K · ⏱️ 12.02.2026):
```
 pip install google-cloud-bigquery
```

Conda (📥 3.7M · ⏱️ 13.02.2026):

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

confluent-kafka-python (🥈38 · ⭐ 450) - Confluents Kafka Python Client. Apache-2

GitHub (👨‍💻 140 · 🔀 940 · 📦 17K · 📋 1.3K - 14% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/confluentinc/confluent-kafka-python
```
PyPi (📥 48M / month · 📦 800 · ⏱️ 05.01.2026):
```
 pip install confluent-kafka
```

Conda (📥 1.8M · ⏱️ 06.01.2026):

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

tortoise-orm (🥈37 · ⭐ 5.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

GitHub (👨‍💻 170 · 🔀 460 · 📥 18 · 📦 10K · 📋 1.3K - 38% open · ⏱️ 19.02.2026):
```
 git clone https://github.com/tortoise/tortoise-orm
```
PyPi (📥 470K / month · 📦 330 · ⏱️ 19.02.2026):
```
 pip install tortoise-orm
```

Conda (📥 54K · ⏱️ 20.02.2026):

 conda install -c conda-forge tortoise-orm

s3fs (🥈37 · ⭐ 1K) - S3 Filesystem. BSD-3

GitHub (👨‍💻 160 · 🔀 290 · 📦 27K · 📋 530 - 31% open · ⏱️ 18.02.2026):
```
 git clone https://github.com/fsspec/s3fs
```
PyPi (📥 580M / month · 📦 1.7K · ⏱️ 05.02.2026):
```
 pip install s3fs
```
Conda (📥 9.5M · ⏱️ 06.02.2026):
```
 conda install -c conda-forge s3fs
```

MongoEngine (🥈36 · ⭐ 4.4K) - A Python Object-Document-Mapper for working with MongoDB. MIT

GitHub (👨‍💻 400 · 🔀 1.2K · 📦 28K · 📋 1.8K - 21% open · ⏱️ 02.09.2025):
```
 git clone https://github.com/MongoEngine/mongoengine
```
PyPi (📥 2.1M / month · 📦 400 · ⏱️ 19.09.2024):
```
 pip install mongoengine
```

Conda (📥 560K · ⏱️ 09.07.2025):

 conda install -c conda-forge mongoengine

mysqlclient (🥈36 · ⭐ 2.5K) - MySQL/MariaDB connector for Python. ❗️GPL-2.0

GitHub (👨‍💻 90 · 🔀 450 · 📥 5.4K · 📦 210K · 📋 340 - 2% open · ⏱️ 12.02.2026):
```
 git clone https://github.com/PyMySQL/mysqlclient
```
PyPi (📥 23M / month · 📦 1.1K · ⏱️ 10.02.2026):
```
 pip install mysqlclient
```

Conda (📥 820K · ⏱️ 16.02.2026):

 conda install -c conda-forge mysqlclient

s3transfer (🥈36 · ⭐ 230 · 📉) - Amazon S3 Transfer Manager for Python. Apache-2

GitHub (👨‍💻 45 · 🔀 150 · 📦 380K · 📋 110 - 61% open · ⏱️ 18.02.2026):
```
 git clone https://github.com/boto/s3transfer
```
PyPi (📥 690M / month · 📦 880 · ⏱️ 01.12.2025):
```
 pip install s3transfer
```

Conda (📥 26M · ⏱️ 01.12.2025):

 conda install -c conda-forge s3transfer

SQLAlchemy (🥈35 · ⭐ 12K · 📉) - The Database Toolkit for Python. MIT

GitHub (👨‍💻 620 · 🔀 1.6K):

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

PyPi (📥 300M / month · 📦 18K · ⏱️ 24.02.2026):
```
 pip install SQLAlchemy
```

Conda (📥 26M · ⏱️ 24.02.2026):

 conda install -c conda-forge sqlalchemy

Prometheus Client (🥈35 · ⭐ 4.3K) - Prometheus instrumentation library for Python.. Apache-2

GitHub (👨‍💻 180 · 🔀 840 · 📋 610 - 22% open · ⏱️ 18.02.2026):
```
 git clone https://github.com/prometheus/client_python
```
PyPi (📥 130M / month · 📦 3K · ⏱️ 14.01.2026):
```
 pip install prometheus_client
```

Conda (📥 24M · ⏱️ 15.01.2026):

 conda install -c conda-forge prometheus_client

Elasticsearch DSL (🥈35 · ⭐ 3.9K · 💤) - High level Python client for Elasticsearch. Apache-2

GitHub (👨‍💻 140 · 🔀 800 · 📥 310 · 📦 12K · 📋 1.3K - 3% open · ⏱️ 18.04.2025):
```
 git clone https://github.com/elastic/elasticsearch-dsl-py
```
PyPi (📥 8.2M / month · 📦 380 · ⏱️ 16.04.2025):
```
 pip install elasticsearch-dsl
```

Conda (📥 14K · ⏱️ 22.04.2025):

 conda install -c anaconda elasticsearch-dsl

PyPika (🥈35 · ⭐ 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2

GitHub (👨‍💻 120 · 🔀 320 · 📦 45K · 📋 500 - 46% open · ⏱️ 04.02.2026):
```
 git clone https://github.com/kayak/pypika
```
PyPi (📥 9.2M / month · 📦 230 · ⏱️ 04.02.2026):
```
 pip install pypika
```
Conda (📥 97K · ⏱️ 02.02.2026):
```
 conda install -c conda-forge pypika
```

Motor (🥈35 · ⭐ 2.5K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

GitHub (👨‍💻 65 · 🔀 210 · 📥 120 · 📦 130K · ⏱️ 17.02.2026):
```
 git clone https://github.com/mongodb/motor
```
PyPi (📥 8.1M / month · 📦 750 · ⏱️ 14.05.2025):
```
 pip install motor
```
Conda (📥 130K · ⏱️ 15.05.2025):
```
 conda install -c conda-forge motor
```

Cassandra Driver (🥈35 · ⭐ 1.4K) - Python Driver for Apache Cassandra. Apache-2

GitHub (👨‍💻 210 · 🔀 560 · 📦 10K · ⏱️ 24.02.2026):
```
 git clone https://github.com/datastax/python-driver
```
PyPi (📥 5.7M / month · 📦 260 · ⏱️ 22.10.2025):
```
 pip install cassandra-driver
```

Conda (📥 540K · ⏱️ 22.10.2025):

 conda install -c conda-forge cassandra-driver

libcloud (🥉34 · ⭐ 2.1K) - Apache Libcloud is a Python library that hides differences between.. Apache-2

GitHub (👨‍💻 490 · 🔀 930 · 📋 230 - 41% open · ⏱️ 18.02.2026):
```
 git clone https://github.com/apache/libcloud
```
PyPi (📥 490K / month · 📦 190 · ⏱️ 09.02.2026):
```
 pip install apache-libcloud
```

minio (🥉33 · ⭐ 1K) - MinIO Client SDK for Python. Apache-2

GitHub (👨‍💻 140 · 🔀 360 · 📦 15K · 📋 610 - 0% open · ⏱️ 07.12.2025):
```
 git clone https://github.com/minio/minio-py
```
PyPi (📥 8.1M / month · 📦 820 · ⏱️ 27.11.2025):
```
 pip install minio
```
Conda (📥 320K · ⏱️ 27.11.2025):
```
 conda install -c conda-forge minio
```

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

GitHub (👨‍💻 17 · 🔀 360 · 📦 9.1K · 📋 650 - 3% open · ⏱️ 26.05.2025):
```
 git clone https://github.com/oracle/python-cx_Oracle
```
PyPi (📥 5.2M / month · 📦 430 · ⏱️ 20.07.2023):
```
 pip install cx-Oracle
```

Conda (📥 1M · ⏱️ 15.01.2026):

 conda install -c conda-forge cx_oracle

pandas-gbq (🥉32 · ⭐ 490) - Google BigQuery connector for pandas. BSD-3

GitHub (👨‍💻 57 · 🔀 130 · 📥 590 · 📋 400 - 0% open · ⏱️ 20.02.2026):
```
 git clone https://github.com/googleapis/python-bigquery-pandas
```
PyPi (📥 31M / month · 📦 270 · ⏱️ 05.01.2026):
```
 pip install pandas-gbq
```

Conda (📥 2.3M · ⏱️ 01.05.2025):

 conda install -c conda-forge pandas-gbq

dataset (🥉31 · ⭐ 4.9K · 💤) - Easy-to-use data handling for SQL data stores with support for.. MIT

GitHub (👨‍💻 79 · 🔀 300 · 📦 5.1K · 📋 300 - 13% open · ⏱️ 05.02.2025):
```
 git clone https://github.com/pudo/dataset
```
PyPi (📥 1.4M / month · 📦 130 · ⏱️ 12.07.2023):
```
 pip install dataset
```
Conda (📥 18K · ⏱️ 17.09.2025):
```
 conda install -c conda-forge dataset
```

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

GitHub (👨‍💻 33 · 🔀 250 · 📥 230 · 📦 4.6K · 📋 670 - 49% open · ⏱️ 03.07.2025):
```
 git clone https://github.com/ponyorm/pony
```
PyPi (📥 170K / month · 📦 170 · ⏱️ 27.08.2024):
```
 pip install pony
```
Conda (📥 200K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pony
```

PynamoDB (🥉31 · ⭐ 2.6K) - A pythonic interface to Amazons DynamoDB. MIT

GitHub (👨‍💻 110 · 🔀 430 · 📦 2K · 📋 700 - 45% open · ⏱️ 06.01.2026):
```
 git clone https://github.com/pynamodb/PynamoDB
```
PyPi (📥 4.5M / month · 📦 86 · ⏱️ 02.06.2025):
```
 pip install pynamodb
```
Conda (📥 3M · ⏱️ 02.06.2025):
```
 conda install -c conda-forge pynamodb
```

pygsheets (🥉31 · ⭐ 1.5K · 💤) - Google Sheets Python API v4. MIT

GitHub (👨‍💻 97 · 🔀 220 · 📦 3.1K · 📋 410 - 16% open · ⏱️ 10.06.2025):
```
 git clone https://github.com/nithinmurali/pygsheets
```
PyPi (📥 2.4M / month · 📦 77 · ⏱️ 30.11.2022):
```
 pip install pygsheets
```

pysolr (🥉31 · ⭐ 700) - Pysolr Python Solr client. BSD-3

GitHub (👨‍💻 74 · 🔀 340 · 📦 3.9K · 📋 170 - 19% open · ⏱️ 21.02.2026):
```
 git clone https://github.com/django-haystack/pysolr
```
PyPi (📥 320K / month · 📦 87 · ⏱️ 18.11.2025):
```
 pip install pysolr
```
Conda (📥 75K · ⏱️ 18.11.2025):
```
 conda install -c conda-forge pysolr
```

Records (🥉30 · ⭐ 7.2K) - SQL for Humans. ISC

GitHub (👨‍💻 52 · 🔀 570 · 📦 1.3K · 📋 130 - 31% open · ⏱️ 09.02.2026):
```
 git clone https://github.com/kennethreitz/records
```
PyPi (📥 350K / month · 📦 47 · ⏱️ 29.03.2024):
```
 pip install records
```
Conda (📥 72K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge records
```

piccolos (🥉30 · ⭐ 1.9K) - A fast, user friendly ORM and query builder which supports asyncio. MIT

GitHub (👨‍💻 53 · 🔀 98 · 📦 520 · 📋 550 - 11% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/piccolo-orm/piccolo
```
PyPi (📥 200K / month · 📦 17 · ⏱️ 11.02.2026):
```
 pip install piccolo
```

neo4j-driver (🥉30 · ⭐ 1K) - Neo4j Bolt driver for Python. Apache-2

GitHub (👨‍💻 44 · 🔀 200 · 📋 260 - 0% open · ⏱️ 10.02.2026):
```
 git clone https://github.com/neo4j/neo4j-python-driver
```
PyPi (📥 140K / month · 📦 63 · ⏱️ 12.01.2026):
```
 pip install neo4j-driver
```

Conda (📥 400K · ⏱️ 13.01.2026):

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

ODMantic (🥉29 · ⭐ 1.2K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC

GitHub (👨‍💻 23 · 🔀 92 · 📦 3.6K · 📋 200 - 55% open · ⏱️ 25.01.2026):
```
 git clone https://github.com/art049/odmantic
```
PyPi (📥 86K / month · 📦 24 · ⏱️ 24.01.2026):
```
 pip install odmantic
```

HappyBase (🥉29 · ⭐ 610) - [UNMAINTAINED] A developer-friendly Python library to interact with.. MIT

GitHub (👨‍💻 22 · 🔀 160 · 📦 1K · 📋 220 - 15% open · ⏱️ 23.02.2026):
```
 git clone https://github.com/python-happybase/happybase
```
PyPi (📥 62K / month · 📦 44 · ⏱️ 26.09.2025):
```
 pip install happybase
```

Conda (📥 270K · ⏱️ 22.04.2025):

 conda install -c conda-forge happybase

umongo (🥉28 · ⭐ 450) - sync/async MongoDB ODM, yes. MIT

GitHub (👨‍💻 19 · 🔀 66 · 📦 26K · 📋 210 - 23% open · ⏱️ 02.12.2025):
```
 git clone https://github.com/Scille/umongo
```
PyPi (📥 41K / month · 📦 9 · ⏱️ 06.10.2025):
```
 pip install umongo
```
Conda (📥 13K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge umongo
```

prisma (🥉25 · ⭐ 2.1K · 💤) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2

GitHub (👨‍💻 31 · 🔀 88 · 📋 440 - 53% open · ⏱️ 23.03.2025):
```
 git clone https://github.com/RobertCraigie/prisma-client-py
```
PyPi (📥 750K / month · 📦 24 · ⏱️ 16.08.2024):
```
 pip install prisma
```

PugSQL (🥉23 · ⭐ 770) - A HugSQL-inspired database library for Python. Apache-2

GitHub (👨‍💻 14 · 🔀 28 · 📥 41 · 📦 84 · 📋 54 - 48% open · ⏱️ 04.12.2025):
```
 git clone https://github.com/mcfunley/pugsql
```
PyPi (📥 23K / month · 📦 3 · ⏱️ 04.12.2025):
```
 pip install pugsql
```

psycopg3 (🥉19 · ⭐ 2.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

GitHub (👨‍💻 93 · 🔀 220 · 📋 670 - 6% open · ⏱️ 18.02.2026):
```
 git clone https://github.com/psycopg/psycopg
```

Show 20 hidden projects...

psycopg2 (🥈39 · ⭐ 3.6K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
pyodbc (🥈35 · ⭐ 3.1K) - Python ODBC bridge. ❗️MIT-0
SQLAlchemy-Utils (🥉34 · ⭐ 1.3K) - Various utility functions and datatypes for SQLAlchemy. ❗Unlicensed
influxdb (🥉30 · ⭐ 1.7K · 💀) - Python client for InfluxDB. MIT
redis-py-cluster (🥉30 · ⭐ 1.1K · 💀) - Python cluster client for the official redis cluster... MIT
google-cloud-bigtable (🥉30 · ⭐ 74) - Google Cloud Bigtable API client library. Apache-2
Databases (🥉29 · ⭐ 4K · 💀) - Async database support for Python. BSD-3
gino (🥉29 · ⭐ 2.8K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
mongo-connector (🥉28 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
pyhdb (🥉24 · ⭐ 320 · 💀) - SAP HANA Connector in pure Python. Apache-2
filedepot (🥉24 · ⭐ 160 · 💀) - Toolkit for storing files and attachments in web applications. MIT
cloudant (🥉24 · ⭐ 160 · 💀) - A Python library for Cloudant and CouchDB. Apache-2
aioprometheus (🥉22 · ⭐ 190 · 💀) - A Prometheus Python client library for asyncio-based.. MIT
py2neo (🥉22 · ⭐ 31 · 💀) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
Queries (🥉21 · ⭐ 260 · 💀) - PostgreSQL database access simplified. BSD-3
db.py (🥉20 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
gsheets-db-api (🥉20 · ⭐ 220 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
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 (🥉15 · ⭐ 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 (🥇45 · ⭐ 21K) - The largest hub of ready-to-use datasets for AI models with fast,.. Apache-2

GitHub (👨‍💻 650 · 🔀 3.1K · 📦 120K · 📋 3.4K - 30% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/huggingface/datasets
```
PyPi (📥 59M / month · 📦 5K · ⏱️ 25.02.2026):
```
 pip install datasets
```
Conda (📥 2.7M · ⏱️ 22.01.2026):
```
 conda install -c conda-forge datasets
```

Faker (🥇44 · ⭐ 19K) - Faker is a Python package that generates fake data for you. MIT

GitHub (👨‍💻 650 · 🔀 2K · 📦 290K · 📋 830 - 2% open · ⏱️ 23.02.2026):
```
 git clone https://github.com/joke2k/faker
```
PyPi (📥 54M / month · 📦 3K · ⏱️ 23.02.2026):
```
 pip install Faker
```
Conda (📥 1.7M · ⏱️ 25.02.2026):
```
 conda install -c conda-forge faker
```

xmltodict (🥇37 · ⭐ 5.7K) - Python module that makes working with XML feel like you are working.. MIT

GitHub (👨‍💻 57 · 🔀 470 · 📥 58 · 📦 85K · 📋 260 - 0% open · ⏱️ 22.02.2026):
```
 git clone https://github.com/martinblech/xmltodict
```
PyPi (📥 100M / month · 📦 3.9K · ⏱️ 22.02.2026):
```
 pip install xmltodict
```

Conda (📥 6.3M · ⏱️ 22.02.2026):

 conda install -c conda-forge xmltodict

Tablib (🥇37 · ⭐ 4.8K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub (👨‍💻 130 · 🔀 590 · 📦 130K · 📋 270 - 12% open · ⏱️ 15.10.2025):
```
 git clone https://github.com/jazzband/tablib
```
PyPi (📥 4M / month · 📦 210 · ⏱️ 15.10.2025):
```
 pip install tablib
```
Conda (📥 250K · ⏱️ 15.10.2025):
```
 conda install -c conda-forge tablib
```

xlwings (🥇37 · ⭐ 3.3K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3

GitHub (👨‍💻 66 · 🔀 520 · 📥 13K · 📦 34K · 📋 2K - 20% open · ⏱️ 26.01.2026):
```
 git clone https://github.com/xlwings/xlwings
```
PyPi (📥 600K / month · 📦 250 · ⏱️ 21.01.2026):
```
 pip install xlwings
```
Conda (📥 1.7M · ⏱️ 23.01.2026):
```
 conda install -c conda-forge xlwings
```

smart-open (🥈35 · ⭐ 3.4K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

GitHub (👨‍💻 130 · 🔀 390 · 📥 72 · 📋 420 - 3% open · ⏱️ 23.02.2026):
```
 git clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 62M / month · 📦 670 · ⏱️ 23.02.2026):
```
 pip install smart-open
```

Conda (📥 4.1M · ⏱️ 23.02.2026):

 conda install -c conda-forge smart_open

python-magic (🥈34 · ⭐ 2.9K) - A python wrapper for libmagic. MIT

GitHub (👨‍💻 65 · 🔀 300 · 📦 84K · 📋 230 - 11% open · ⏱️ 02.12.2025):
```
 git clone https://github.com/ahupp/python-magic
```
PyPi (📥 23M / month · 📦 1.5K · ⏱️ 07.06.2022):
```
 pip install python-magic
```

Conda (📥 690K · ⏱️ 22.04.2025):

 conda install -c conda-forge python-magic

csvkit (🥈33 · ⭐ 6.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

GitHub (👨‍💻 110 · 🔀 680 · 📦 2K · 📋 950 - 3% open · ⏱️ 10.02.2026):
```
 git clone https://github.com/wireservice/csvkit
```
PyPi (📥 350K / month · 📦 49 · ⏱️ 15.12.2025):
```
 pip install csvkit
```
Conda (📥 250K · ⏱️ 15.12.2025):
```
 conda install -c conda-forge csvkit
```

gdown (🥈33 · ⭐ 5.1K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT

GitHub (👨‍💻 25 · 🔀 410 · 📦 59K · 📋 200 - 31% open · ⏱️ 11.01.2026):
```
 git clone https://github.com/wkentaro/gdown
```
PyPi (📥 4M / month · 📦 1.3K · ⏱️ 11.01.2026):
```
 pip install gdown
```
Conda (📥 490K · ⏱️ 11.01.2026):
```
 conda install -c conda-forge gdown
```

xlrd (🥈33 · ⭐ 2.2K · 💤) - Please use openpyxl where you can... BSD-3

GitHub (👨‍💻 52 · 🔀 440 · 📦 250K · ⏱️ 14.06.2025):
```
 git clone https://github.com/python-excel/xlrd
```
PyPi (📥 51M / month · 📦 3.5K · ⏱️ 14.06.2025):
```
 pip install xlrd
```
Conda (📥 5M · ⏱️ 26.08.2025):
```
 conda install -c conda-forge xlrd
```

pandas-datareader (🥈32 · ⭐ 3.2K · 💤) - Extract data from a wide range of Internet sources.. BSD-3

GitHub (👨‍💻 92 · 🔀 680 · 📦 31K · 📋 560 - 26% open · ⏱️ 03.04.2025):
```
 git clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 620K / month · 📦 270 · ⏱️ 13.07.2021):
```
 pip install pandas-datareader
```

Conda (📥 580K · ⏱️ 22.04.2025):

 conda install -c conda-forge pandas-datareader

Intake (🥉31 · ⭐ 1.1K) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub (👨‍💻 94 · 🔀 150 · 📦 3.6K · 📋 400 - 28% open · ⏱️ 10.02.2026):
```
 git clone https://github.com/intake/intake
```
PyPi (📥 500K / month · 📦 180 · ⏱️ 14.01.2025):
```
 pip install intake
```
Conda (📥 840K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge intake
```

camelot (🥉30 · ⭐ 3.6K) - A Python library to extract tabular data from PDFs. MIT

GitHub (👨‍💻 74 · 🔀 500 · 📥 490 · 📦 3.6K · 📋 390 - 57% open · ⏱️ 10.01.2026):
```
 git clone https://github.com/camelot-dev/camelot
```
PyPi (📥 5.9K / month · 📦 6 · ⏱️ 15.12.2021):
```
 pip install camelot
```

Singer (🥉28 · ⭐ 1.3K) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0

GitHub (👨‍💻 32 · 🔀 150 · 📋 48 - 60% open · ⏱️ 08.08.2025):
```
 git clone https://github.com/singer-io/getting-started
```
PyPi (📥 5.6M / month · 📦 300 · ⏱️ 10.02.2026):
```
 pip install singer-python
```

textract (🥉27 · ⭐ 4.5K) - extract text from any document. no muss. no fuss. MIT

GitHub (👨‍💻 46 · 🔀 630 · 📋 280 - 50% open · ⏱️ 04.02.2026):
```
 git clone https://github.com/deanmalmgren/textract
```
PyPi (📥 360K / month · 📦 63 · ⏱️ 10.03.2022):
```
 pip install textract
```
Conda (📥 110K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge textract
```

img2dataset (🥉27 · ⭐ 4.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT

GitHub (👨‍💻 36 · 🔀 370 · 📥 2.7K · 📦 280 · 📋 300 - 47% open · ⏱️ 16.08.2025):
```
 git clone https://github.com/rom1504/img2dataset
```
PyPi (📥 53K / month · 📦 6 · ⏱️ 09.08.2025):
```
 pip install img2dataset
```

pyexcel-xlsx (🥉24 · ⭐ 120 · 💤) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3

GitHub (👨‍💻 6 · 🔀 33 · 📥 92 · 📦 3.2K · 📋 43 - 20% open · ⏱️ 03.05.2025):
```
 git clone https://github.com/pyexcel/pyexcel-xlsx
```
PyPi (📥 1.2M / month · 📦 75 · ⏱️ 05.03.2025):
```
 pip install pyexcel-xlsx
```

Conda (📥 46K · ⏱️ 22.04.2025):

 conda install -c conda-forge pyexcel-xlsx

rows (🥉23 · ⭐ 880) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

GitHub (👨‍💻 32 · 🔀 140 · 📥 45 · 📦 180 · 📋 320 - 52% open · ⏱️ 05.02.2026):
```
 git clone https://github.com/turicas/rows
```
PyPi (📥 750 / month · 📦 6 · ⏱️ 15.12.2021):
```
 pip install rows
```

Upgini (🥉20 · ⭐ 350) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3

GitHub (👨‍💻 14 · 🔀 26 · 📦 11 · ⏱️ 07.02.2026):
```
 git clone https://github.com/upgini/upgini
```
PyPi (📥 8.9K / month · ⏱️ 26.12.2025):
```
 pip install upgini
```

csvs-to-sqlite (🥉15 · ⭐ 930 · 💤) - 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 (📥 620 / month · 📦 2 · ⏱️ 10.04.2025):
```
 pip install csvs-to-sqlite
```

Show 10 hidden projects...

SDV (🥈33 · ⭐ 3.4K) - Synthetic data generation for tabular data. ❗Unlicensed
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
borb (🥉27 · ⭐ 3.6K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
tabulator-py (🥉26 · ⭐ 240 · 💀) - Python library for reading and writing tabular data via streams. MIT
messytables (🥉24 · ⭐ 390 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
excalibur (🥉23 · ⭐ 1.8K · 💀) - A web interface to extract tabular data from PDFs. MIT
deepdish (🥉23 · ⭐ 270 · 💀) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
datatest (🥉22 · ⭐ 300 · 💀) - Tools for test driven data-wrangling and data validation. Apache-2
Squirrel (🥉12 · ⭐ 280 · 💀) - A Python library that enables ML teams to share, load, and.. Apache-2

Data Pipelines & Streaming

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

Airflow (🥇49 · ⭐ 45K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2

GitHub (👨‍💻 4.2K · 🔀 17K · 📥 630K · 📦 19K · 📋 14K - 12% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/apache/airflow
```
PyPi (📥 18M / month · 📦 780 · ⏱️ 16.02.2026):
```
 pip install apache-airflow
```
Conda (📥 1.9M · ⏱️ 05.02.2026):
```
 conda install -c conda-forge airflow
```
Docker Hub (📥 1.6B · ⭐ 620 · ⏱️ 23.02.2026):
```
 docker pull apache/airflow
```

Celery (🥇47 · ⭐ 28K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub (👨‍💻 1.5K · 🔀 4.9K · 📦 180K · 📋 5.3K - 14% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/celery/celery
```
PyPi (📥 41M / month · 📦 2.4K · ⏱️ 04.01.2026):
```
 pip install celery
```
Conda (📥 2.4M · ⏱️ 04.06.2025):
```
 conda install -c conda-forge celery
```

Beam (🥇46 · ⭐ 8.5K) - Unified programming model to define and execute data processing.. Apache-2

GitHub (👨‍💻 1.9K · 🔀 4.5K · 📥 380K · 📦 9.5K · 📋 8.3K - 50% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/apache/beam
```
PyPi (📥 39M / month · 📦 180 · ⏱️ 22.01.2026):
```
 pip install apache-beam
```

Conda (📥 300K · ⏱️ 25.01.2026):

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

Prefect (🥇45 · ⭐ 22K · 📈) - Prefect is a workflow orchestration framework for building.. Apache-2

GitHub (👨‍💻 660 · 🔀 2.1K · 📦 8.1K · 📋 6.8K - 15% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 9.4M / month · 📦 440 · ⏱️ 26.02.2026):
```
 pip install prefect
```
Conda (📥 1.1M · ⏱️ 30.01.2026):
```
 conda install -c conda-forge prefect
```

Dagster (🥇43 · ⭐ 15K) - An orchestration platform for the development, production, and.. Apache-2

GitHub (👨‍💻 650 · 🔀 2K · 📥 3.5K · 📦 4.6K · 📋 8.7K - 31% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/dagster-io/dagster
```
PyPi (📥 4.8M / month · 📦 320 · ⏱️ 20.02.2026):
```
 pip install dagster
```
Conda (📥 2.7M · ⏱️ 21.02.2026):
```
 conda install -c conda-forge dagster
```

rq (🥈41 · ⭐ 11K) - Simple job queues for Python. BSD-3

GitHub (👨‍💻 350 · 🔀 1.5K · 📦 21K · 📋 1.2K - 19% open · ⏱️ 22.02.2026):
```
 git clone https://github.com/rq/rq
```
PyPi (📥 6.4M / month · 📦 330 · ⏱️ 22.02.2026):
```
 pip install rq
```
Conda (📥 230K · ⏱️ 21.07.2025):
```
 conda install -c conda-forge rq
```

joblib (🥈41 · ⭐ 4.3K) - Computing with Python functions. BSD-3

GitHub (👨‍💻 150 · 🔀 440 · 📥 180 · 📦 720K · 📋 1K - 42% open · ⏱️ 06.02.2026):
```
 git clone https://github.com/joblib/joblib
```
PyPi (📥 160M / month · 📦 9.6K · ⏱️ 15.12.2025):
```
 pip install joblib
```
Conda (📥 43M · ⏱️ 15.12.2025):
```
 conda install -c conda-forge joblib
```

Great Expectations (🥈40 · ⭐ 11K) - Always know what to expect from your data. Apache-2

GitHub (👨‍💻 460 · 🔀 1.7K · 📋 2.1K - 3% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 26M / month · 📦 140 · ⏱️ 13.02.2026):
```
 pip install great_expectations
```

Conda (📥 1.4M · ⏱️ 14.02.2026):

 conda install -c conda-forge great-expectations

luigi (🥈38 · ⭐ 19K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2

GitHub (👨‍💻 630 · 🔀 2.4K · 📦 2.8K · 📋 1.1K - 14% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/spotify/luigi
```
PyPi (📥 1.8M / month · 📦 170 · ⏱️ 12.02.2026):
```
 pip install luigi
```
Conda (📥 22K · 📦 3 · ⏱️ 24.02.2026):
```
 conda install -c anaconda luigi
```

Kedro (🥈38 · ⭐ 11K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2

GitHub (👨‍💻 270 · 🔀 990 · 📦 3.2K · 📋 2.5K - 6% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/kedro-org/kedro
```
PyPi (📥 660K / month · 📦 150 · ⏱️ 29.01.2026):
```
 pip install kedro
```

Activeloop (🥈35 · ⭐ 9K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. Apache-2

GitHub (👨‍💻 140 · 🔀 700 · 📥 660 · 📦 3.4K · 📋 480 - 10% open · ⏱️ 16.02.2026):
```
 git clone https://github.com/activeloopai/Hub
```
PyPi (📥 12K / month · 📦 4 · ⏱️ 02.02.2023):
```
 pip install hub
```

zenml (🥈35 · ⭐ 5.2K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2

GitHub (👨‍💻 140 · 🔀 580 · 📦 1.4K · 📋 590 - 19% open · ⏱️ 20.02.2026):
```
 git clone https://github.com/zenml-io/zenml
```
PyPi (📥 71K / month · 📦 8 · ⏱️ 19.02.2026):
```
 pip install zenml
```

huey (🥈34 · ⭐ 5.9K) - a little task queue for python. MIT

GitHub (👨‍💻 71 · 🔀 390 · 📦 2.2K · ⏱️ 04.02.2026):
```
 git clone https://github.com/coleifer/huey
```
PyPi (📥 10M / month · 📦 120 · ⏱️ 06.01.2026):
```
 pip install huey
```
Conda (📥 79K · ⏱️ 06.01.2026):
```
 conda install -c conda-forge huey
```

arq (🥈32 · ⭐ 2.8K) - Fast job queuing and RPC in python with asyncio and redis. MIT

GitHub (👨‍💻 67 · 🔀 200 · 📦 1.1K · 📋 250 - 34% open · ⏱️ 30.01.2026):
```
 git clone https://github.com/samuelcolvin/arq
```
PyPi (📥 1M / month · 📦 50 · ⏱️ 02.02.2026):
```
 pip install arq
```
Conda (📥 22K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge arq
```

petl (🥈32 · ⭐ 1.3K) - Python Extract Transform and Load Tables of Data. MIT

GitHub (👨‍💻 67 · 🔀 200 · 📦 4.2K · 📋 470 - 18% open · ⏱️ 13.08.2025):
```
 git clone https://github.com/petl-developers/petl
```
PyPi (📥 870K / month · 📦 48 · ⏱️ 10.07.2025):
```
 pip install petl
```
Conda (📥 410K · ⏱️ 11.07.2025):
```
 conda install -c conda-forge petl
```

mleap (🥈31 · ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2

GitHub (👨‍💻 86 · 🔀 320 · 📦 240 · 📋 490 - 23% open · ⏱️ 12.01.2026):
```
 git clone https://github.com/combust/mleap
```
PyPi (📥 2.1M / month · 📦 11 · ⏱️ 12.01.2026):
```
 pip install mleap
```
Conda (📥 110K · ⏱️ 13.01.2026):
```
 conda install -c conda-forge mleap
```

CocoIndex (🥉30 · ⭐ 6.2K) - Data transformation framework for AI. Ultra performant, with.. Apache-2

GitHub (👨‍💻 56 · 🔀 460 · 📦 32 · 📋 290 - 21% open · ⏱️ 22.02.2026):
```
 git clone https://github.com/cocoindex-io/cocoindex
```
PyPi (📥 52K / month · 📦 5 · ⏱️ 26.02.2026):
```
 pip install cocoindex
```

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

GitHub (👨‍💻 33 · 🔀 130 · 📦 970 · 📋 140 - 9% open · ⏱️ 13.03.2025):
```
 git clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 430K / 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 · 📋 880 - 12% open · ⏱️ 29.05.2025):
```
 git clone https://github.com/ploomber/ploomber
```
PyPi (📥 6.1K / month · 📦 13 · ⏱️ 18.09.2024):
```
 pip install ploomber
```
Conda (📥 180K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge ploomber
```

TaskTiger (🥉25 · ⭐ 1.5K) - Python task queue using Redis. MIT

GitHub (👨‍💻 34 · 🔀 88 · 📦 33 · 📋 87 - 50% open · ⏱️ 15.01.2026):
```
 git clone https://github.com/closeio/tasktiger
```
PyPi (📥 6.2K / month · 📦 2 · ⏱️ 15.01.2026):
```
 pip install tasktiger
```

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

GitHub (👨‍💻 93 · 🔀 33 · 📦 42 · 📋 30 - 86% open · ⏱️ 04.03.2025):
```
 git clone https://github.com/databand-ai/dbnd
```
PyPi (📥 120K / month · 📦 27 · ⏱️ 07.10.2025):
```
 pip install dbnd
```

flupy (🥉23 · ⭐ 200 · 💤) - Fluent data pipelines for python and your shell. MIT

GitHub (👨‍💻 8 · 🔀 15 · 📦 690 · 📋 21 - 19% open · ⏱️ 18.07.2025):
```
 git clone https://github.com/olirice/flupy
```
PyPi (📥 1.3M / month · 📦 4 · ⏱️ 15.07.2025):
```
 pip install flupy
```

BatchFlow (🥉22 · ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2

GitHub (👨‍💻 39 · 🔀 45 · 📦 15 · 📋 120 - 28% open · ⏱️ 24.02.2026):
```
 git clone https://github.com/analysiscenter/batchflow
```
PyPi (📥 1K / month · ⏱️ 24.02.2026):
```
 pip install batchflow
```

pdpipe (🥉21 · ⭐ 720) - Easy pipelines for pandas DataFrames. MIT

GitHub (👨‍💻 13 · 🔀 46 · 📥 11 · 📦 67 · 📋 54 - 29% open · ⏱️ 02.11.2025):
```
 git clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 1K / month · 📦 14 · ⏱️ 01.07.2025):
```
 pip install pdpipe
```
Conda (📥 57K · ⏱️ 02.07.2025):
```
 conda install -c conda-forge pdpipe
```

kale (🥉20 · ⭐ 670) - Kubeflows superfood for Data Scientists. Apache-2 jupyter

GitHub (👨‍💻 23 · 🔀 150 · 📋 250 - 16% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/kubeflow-kale/kale
```
PyPi (📥 300 / month · ⏱️ 19.05.2021):
```
 pip install kubeflow-kale
```

Botflow (🥉16 · ⭐ 1.2K) - Python Fast Dataflow programming framework for Data pipeline work( Web.. BSD-3

GitHub (👨‍💻 11 · 🔀 100 · 📦 4 · 📋 5 - 60% open · ⏱️ 03.02.2026):
```
 git clone https://github.com/kkyon/botflow
```
PyPi (📥 86 / month · ⏱️ 14.09.2018):
```
 pip install botflow
```

Show 18 hidden projects...

dbt (🥈37 · ⭐ 12K) - dbt enables data analysts and engineers to transform their data using.. ❗Unlicensed
mrjob (🥈31 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
faust (🥉29 · ⭐ 6.8K · 💀) - Python Stream Processing. BSD-3
whylogs (🥉27 · ⭐ 2.8K · 💀) - Open standard for end-to-end data and ML monitoring for any.. Apache-2
bonobo (🥉25 · ⭐ 1.6K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
Pypeline (🥉25 · ⭐ 1.6K · 💀) - Concurrent data pipelines in Python . MIT
streamparse (🥉25 · ⭐ 1.5K · 💀) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
pysparkling (🥉24 · ⭐ 270 · 💀) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
Optimus (🥉23 · ⭐ 1.5K · 💀) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark
dpark (🥉22 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
spark-deep-learning (🥉20 · ⭐ 2K · 💀) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
mrq (🥉20 · ⭐ 900 · 💀) - 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
bodywork-core (🥉16 · ⭐ 440 · 💀) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0
datajob (🥉15 · ⭐ 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

PyYAML (🥇40 · ⭐ 2.9K) - Canonical source repository for PyYAML. MIT

GitHub (👨‍💻 40 · 🔀 560 · 📦 1.8M · 📋 680 - 47% open · ⏱️ 25.09.2025):
```
 git clone https://github.com/yaml/pyyaml
```
PyPi (📥 700M / month · 📦 55K · ⏱️ 25.09.2025):
```
 pip install pyyaml
```
Conda (📥 76M · ⏱️ 04.02.2026):
```
 conda install -c conda-forge pyyaml
```

XlsxWriter (🥉38 · ⭐ 3.9K) - A Python module for creating Excel XLSX files. BSD-2

GitHub (👨‍💻 58 · 🔀 650 · 📦 110K · 📋 1K - 1% open · ⏱️ 28.01.2026):
```
 git clone https://github.com/jmcnamara/XlsxWriter
```
PyPi (📥 60M / month · 📦 470 · ⏱️ 16.09.2025):
```
 pip install xlsxwriter
```

Conda (📥 4.5M · ⏱️ 12.10.2025):

 conda install -c conda-forge xlsxwriter

jmespath (🥉35 · ⭐ 2.4K) - JMESPath is a query language for JSON. MIT

GitHub (👨‍💻 32 · 🔀 190 · 📋 150 - 39% open · ⏱️ 22.01.2026):
```
 git clone https://github.com/jmespath/jmespath.py
```
PyPi (📥 470M / month · 📦 2K · ⏱️ 22.01.2026):
```
 pip install jmespath
```
Conda (📥 29M · ⏱️ 23.01.2026):
```
 conda install -c conda-forge jmespath
```

Code Inspection

deepdiff (🥇36 · ⭐ 2.5K) - DeepDiff: Deep Difference and search of any Python object/data... MIT

GitHub (👨‍💻 98 · 🔀 260 · 📦 20K · 📋 370 - 27% open · ⏱️ 03.09.2025):
```
 git clone https://github.com/seperman/deepdiff
```
PyPi (📥 64M / month · 📦 1.3K · ⏱️ 03.09.2025):
```
 pip install deepdiff
```
Conda (📥 790K · ⏱️ 04.09.2025):
```
 conda install -c conda-forge deepdiff
```

typing_inspect (🥉26 · ⭐ 380) - Runtime inspection utilities for Python typing module. MIT

GitHub (👨‍💻 21 · 🔀 41 · 📋 61 - 39% open · ⏱️ 18.01.2026):
```
 git clone https://github.com/ilevkivskyi/typing_inspect
```
PyPi (📥 80M / month · 📦 720 · ⏱️ 24.05.2023):
```
 pip install typing_inspect
```

Conda (📥 3M · ⏱️ 22.04.2025):

 conda install -c conda-forge typing_inspect

Show 2 hidden projects...

importlib-resources (🥈29 · ⭐ 71 · 💤) - Backport of the importlib.resources module. Apache-2
entrypoints (🥉24 · ⭐ 77 · 💀) - Discover and load entry points from installed packages. MIT

General Utilities

tenacity (🥇42 · ⭐ 8.4K) - Retrying library for Python. Apache-2

GitHub (👨‍💻 100 · 🔀 300 · 📦 390K · 📋 400 - 31% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/jd/tenacity
```
PyPi (📥 250M / month · 📦 6.3K · ⏱️ 07.02.2026):
```
 pip install tenacity
```
Conda (📥 13M · ⏱️ 08.02.2026):
```
 conda install -c conda-forge tenacity
```

attrs (🥇42 · ⭐ 5.7K) - Python Classes Without Boilerplate. MIT

GitHub (👨‍💻 180 · 🔀 420 · 📦 1.4M · 📋 790 - 17% open · ⏱️ 23.02.2026):
```
 git clone https://github.com/python-attrs/attrs
```
PyPi (📥 520M / month · 📦 10K · ⏱️ 06.10.2025):
```
 pip install attrs
```
Conda (📥 62M · ⏱️ 04.12.2025):
```
 conda install -c conda-forge attrs
```

more-itertools (🥈40 · ⭐ 4K · 📉) - More routines for operating on iterables, beyond itertools. MIT

GitHub (👨‍💻 140 · 🔀 310 · 📥 3.6K · 📦 290K · 📋 430 - 7% open · ⏱️ 10.02.2026):
```
 git clone https://github.com/more-itertools/more-itertools
```
PyPi (📥 220M / month · 📦 4.5K · ⏱️ 02.09.2025):
```
 pip install more-itertools
```

Conda (📥 31M · ⏱️ 30.11.2025):

 conda install -c conda-forge more-itertools

python-dependency-injector (🥈35 · ⭐ 4.8K) - Dependency injection framework for Python. BSD-3

GitHub (👨‍💻 41 · 🔀 340 · 📦 5.4K · 📋 650 - 32% open · ⏱️ 04.12.2025):
```
 git clone https://github.com/ets-labs/python-dependency-injector
```
PyPi (📥 6.1M / month · 📦 340 · ⏱️ 04.12.2025):
```
 pip install dependency-injector
```

Conda (📥 120K · ⏱️ 04.12.2025):

 conda install -c conda-forge dependency_injector

boltons (🥈33 · ⭐ 6.9K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3

GitHub (👨‍💻 97 · 🔀 380 · 📥 50 · 📦 11K · 📋 190 - 36% open · ⏱️ 28.01.2026):
```
 git clone https://github.com/mahmoud/boltons
```
PyPi (📥 16M / month · 📦 380 · ⏱️ 03.02.2025):
```
 pip install boltons
```
Conda (📥 13M · ⏱️ 11.06.2025):
```
 conda install -c conda-forge boltons
```

returns (🥉32 · ⭐ 4.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2

GitHub (👨‍💻 67 · 🔀 140 · 📦 960 · 📋 450 - 18% open · ⏱️ 24.02.2026):
```
 git clone https://github.com/dry-python/returns
```
PyPi (📥 820K / month · 📦 210 · ⏱️ 24.07.2025):
```
 pip install returns
```
Conda (📥 53K · ⏱️ 29.07.2025):
```
 conda install -c conda-forge returns
```

funcy (🥉31 · ⭐ 3.5K) - A fancy and practical functional tools. BSD-3

GitHub (👨‍💻 34 · 🔀 150 · 📦 15K · 📋 90 - 14% open · ⏱️ 14.02.2026):
```
 git clone https://github.com/Suor/funcy
```
PyPi (📥 4.9M / month · 📦 390 · ⏱️ 28.03.2023):
```
 pip install funcy
```
Conda (📥 810K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge funcy
```

natsort (🥉30 · ⭐ 1K) - Simple yet flexible natural sorting in Python. MIT

GitHub (👨‍💻 24 · 🔀 58 · 📦 46K · 📋 100 - 3% open · ⏱️ 01.08.2025):
```
 git clone https://github.com/SethMMorton/natsort
```
PyPi (📥 18M / month · 📦 1.5K · ⏱️ 20.06.2023):
```
 pip install natsort
```
Conda (📥 2.5M · ⏱️ 12.02.2026):
```
 conda install -c conda-forge natsort
```

ratelimit (🥉26 · ⭐ 830 · 💤) - API Rate Limit Decorator. MIT

GitHub (👨‍💻 9 · 🔀 160 · 📦 6K · 📋 48 - 60% open · ⏱️ 31.05.2025):
```
 git clone https://github.com/tomasbasham/ratelimit
```
PyPi (📥 12M / month · 📦 360 · ⏱️ 17.12.2018):
```
 pip install ratelimit
```

Conda (📥 26K · ⏱️ 22.04.2025):

 conda install -c conda-forge ratelimit

ubelt (🥉25 · ⭐ 740) - A Python utility library with a stdlib like feel and extra batteries... Apache-2

GitHub (👨‍💻 5 · 🔀 50 · 📥 130 · 📋 25 - 36% open · ⏱️ 20.02.2026):
```
 git clone https://github.com/Erotemic/ubelt
```
PyPi (📥 66K / month · 📦 130 · ⏱️ 08.02.2026):
```
 pip install ubelt
```
Conda (📥 370K · ⏱️ 09.02.2026):
```
 conda install -c conda-forge ubelt
```

Show 5 hidden projects...

toolz (🥈36 · ⭐ 5.1K) - A functional standard library for Python. ❗Unlicensed
retrying (🥉28 · ⭐ 1.9K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
pinject (🥉24 · ⭐ 1.3K · 💀) - A pythonic dependency injection library. Apache-2
CommonRegex (🥉23 · ⭐ 1.6K · 💀) - A collection of common regular expressions bundled with an easy.. MIT
pampy (🥉22 · ⭐ 3.5K · 💀) - Pampy: The Pattern Matching for Python you always dreamed of. MIT

Python Implementations

cpython (🥇51 · ⭐ 72K) - The Python programming language. MIT

GitHub (👨‍💻 3.7K · 🔀 34K · 📦 630K · 📋 77K - 11% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/python/cpython
```
PyPi (📥 22 / month · 📦 21 · ⏱️ 22.07.2020):
```
 pip install cpython
```
Conda (📥 3.8M · ⏱️ 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 (👨‍💻 720 · 🔀 8.7K · 📥 110K · 📦 16 · 📋 6.4K - 28% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/micropython/micropython
```
PyPi (⏱️ 10.10.2016):
```
 pip install micropython-_markupbase
```

Show 4 hidden projects...

grumpy (🥈22 · ⭐ 11K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
pyston (🥈22 · ⭐ 2.5K · 💀) - (No longer maintained) A faster and highly-compatible.. Apache-2
stackless (🥉17 · ⭐ 1.1K · 💤) - The Stackless Python programming language. ❗Unlicensed
cl-python (🥉11 · ⭐ 390 · 💀) - An implementation of Python in Common Lisp. ❗Unlicensed

Others

Pygments (🥇43 · ⭐ 2.1K) - Pygments is a generic syntax highlighter written in Python. BSD-2

GitHub (👨‍💻 910 · 🔀 760 · 📦 1.1M · 📋 2.1K - 29% open · ⏱️ 22.02.2026):
```
 git clone https://github.com/pygments/pygments
```
PyPi (📥 580M / month · 📦 9.6K · ⏱️ 21.06.2025):
```
 pip install pygments
```
Conda (📥 56M · ⏱️ 22.06.2025):
```
 conda install -c conda-forge pygments
```

pyparsing (🥇42 · ⭐ 2.5K) - Python library for creating PEG parsers. MIT

GitHub (👨‍💻 75 · 🔀 300 · 📥 15K · 📦 1.3M · 📋 380 - 10% open · ⏱️ 22.02.2026):
```
 git clone https://github.com/pyparsing/pyparsing
```
PyPi (📥 270M / month · 📦 6.3K · ⏱️ 21.01.2026):
```
 pip install pyparsing
```

Conda (📥 66M · ⏱️ 21.01.2026):

 conda install -c conda-forge pyparsing

cookiecutter (🥇40 · ⭐ 25K) - A cross-platform command-line utility that creates projects from.. BSD-3

GitHub (👨‍💻 330 · 🔀 2.2K · 📦 37K · 📋 930 - 29% open · ⏱️ 01.02.2026):
```
 git clone https://github.com/cookiecutter/cookiecutter
```
PyPi (📥 7.9M / month · 📦 1.1K · ⏱️ 21.02.2024):
```
 pip install cookiecutter
```

Conda (📥 1.8M · ⏱️ 22.04.2025):

 conda install -c conda-forge cookiecutter

wrapt (🥇40 · ⭐ 2.3K) - A Python module for decorators, wrappers and monkey patching. BSD-2

GitHub (👨‍💻 36 · 🔀 240 · 📦 620K · 📋 220 - 20% open · ⏱️ 03.02.2026):
```
 git clone https://github.com/GrahamDumpleton/wrapt
```
PyPi (📥 300M / month · 📦 3K · ⏱️ 03.02.2026):
```
 pip install wrapt
```
Conda (📥 32M · ⏱️ 03.02.2026):
```
 conda install -c conda-forge wrapt
```

diagrams (🥈37 · ⭐ 42K) - Diagram as Code for prototyping cloud system architectures. MIT

GitHub (👨‍💻 180 · 🔀 2.7K · 📦 2.3K · 📋 600 - 62% open · ⏱️ 07.02.2026):
```
 git clone https://github.com/mingrammer/diagrams
```
PyPi (📥 5.5M / month · 📦 110 · ⏱️ 22.11.2025):
```
 pip install diagrams
```
Conda (📥 330K · ⏱️ 24.11.2025):
```
 conda install -c conda-forge diagrams
```

pluggy (🥈37 · ⭐ 1.6K) - A minimalist production ready plugin system. MIT

GitHub (👨‍💻 58 · 🔀 140 · 📦 780K · 📋 200 - 26% open · ⏱️ 25.02.2026):
```
 git clone https://github.com/pytest-dev/pluggy
```
PyPi (📥 610M / month · 📦 2.6K · ⏱️ 15.05.2025):
```
 pip install pluggy
```
Conda (📥 47M · ⏱️ 05.12.2025):
```
 conda install -c conda-forge pluggy
```

fastcore (🥈36 · ⭐ 1.1K) - Python supercharged for the fastai library. Apache-2

GitHub (👨‍💻 83 · 🔀 290 · 📦 13K · 📋 500 - 4% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/fastai/fastcore
```
PyPi (📥 8.9M / month · 📦 1.1K · ⏱️ 25.02.2026):
```
 pip install fastcore
```
Conda (📥 230K · ⏱️ 25.02.2026):
```
 conda install -c conda-forge fastcore
```

Copier (🥈34 · ⭐ 3.2K) - Library and command-line utility for rendering projects templates. MIT

GitHub (👨‍💻 120 · 🔀 240 · 📦 1.8K · 📋 640 - 20% open · ⏱️ 24.02.2026):
```
 git clone https://github.com/copier-org/copier
```
PyPi (📥 1.2M / month · 📦 300 · ⏱️ 21.02.2026):
```
 pip install copier
```

py4j (🥈34 · ⭐ 1.3K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3

GitHub (👨‍💻 43 · 🔀 230 · 📦 55K · 📋 440 - 36% open · ⏱️ 11.12.2025):
```
 git clone https://github.com/bartdag/py4j
```
PyPi (📥 97M / month · 📦 340 · ⏱️ 15.01.2025):
```
 pip install py4j
```
Conda (📥 13M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge py4j
```

decorator (🥈34 · ⭐ 900) - Decorators for Humans. BSD-2

GitHub (👨‍💻 32 · 🔀 120 · 📦 760K · 📋 110 - 9% open · ⏱️ 12.12.2025):
```
 git clone https://github.com/micheles/decorator
```
PyPi (📥 180M / month · 📦 2.5K · ⏱️ 24.02.2025):
```
 pip install decorator
```

Conda (📥 44M · ⏱️ 22.04.2025):

 conda install -c conda-forge decorator

Send2Trash (🥉33 · ⭐ 300) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3

GitHub (👨‍💻 20 · 🔀 48 · 📦 320K · 📋 68 - 51% open · ⏱️ 27.01.2026):
```
 git clone https://github.com/arsenetar/send2trash
```
PyPi (📥 41M / month · 📦 710 · ⏱️ 14.01.2026):
```
 pip install send2trash
```

Conda (📥 20M · ⏱️ 12.02.2026):

 conda install -c conda-forge send2trash

python-mss (🥉28 · ⭐ 1.2K) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

GitHub (👨‍💻 28 · 🔀 110 · 📋 160 - 24% open · ⏱️ 26.02.2026):
```
 git clone https://github.com/BoboTiG/python-mss
```
PyPi (📥 2.2M / month · 📦 360 · ⏱️ 16.08.2025):
```
 pip install mss
```

Conda (📥 91K · ⏱️ 16.08.2025):

 conda install -c conda-forge python-mss

Show 9 hidden projects...

pycparser (🥈38 · ⭐ 3.5K) - Complete C99 parser in pure Python. ❗Unlicensed
keyboard (🥉29 · ⭐ 4K · 💀) - Hook and simulate global keyboard events on Windows and Linux. MIT
pyscaffold (🥉29 · ⭐ 2.3K · 💀) - Python project template generator with batteries included. MIT
powerline-shell (🥉28 · ⭐ 6.3K · 💀) - A beautiful and useful prompt for your shell. MIT
pyscreenshot (🥉26 · ⭐ 510 · 💀) - Python screenshot library, replacement for the Pillow.. BSD-2
catalogue (🥉26 · ⭐ 180 · 💀) - Super lightweight function registries for your library. MIT
pluginbase (🥉25 · ⭐ 1.1K · 💀) - A simple but flexible plugin system for Python. BSD-3
openpyxl (🥉24 · ⭐ 13) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
macropy (🥉23 · ⭐ 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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If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.

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

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config		config
history		history
.gitignore		.gitignore
CONTRIBUTING.md		CONTRIBUTING.md
LICENSE		LICENSE
README.md		README.md
latest-changes.md		latest-changes.md
projects.yaml		projects.yaml

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