Best-of Python

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

This curated list contains 400 awesome open-source projects with a total of 2.1M 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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Contents

• Data Serialization 16 projects
• Data Containers & Dataframes 31 projects
• Data Structures 15 projects
• Data Validation 15 projects
• Algorithms & Design Patterns 4 projects
• Date & Time Utilities 9 projects
• File & Path Utilities 10 projects
• Compatiblity 7 projects
• Cryptography 7 projects
• Infrastructure & DevOps 20 projects
• Process Utilities 4 projects
• Asynchronous Programming 7 projects
• Configuration 9 projects
• CLI Development 20 projects
• Development Tools 1 projects
• Data Caching 6 projects
• GUI Development 10 projects
• Computer & Machine Vision 2 projects
• Machine Learning & Data Engineering 1 projects
• Text Data 12 projects
• Web Development 1 projects
• Database Clients 64 projects
• Data Loading & Extraction 32 projects
• Data Pipelines & Streaming 44 projects
• File Formats 3 projects
• Code Inspection 4 projects
• General Utilities 15 projects
• Python Implementations 6 projects
• Others 21 projects

Explanation

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

Data Serialization

protobuf (🥇53 · ⭐ 71K) - Protocol Buffers - Googles data interchange format. BSD-3

- [GitHub](https://github.com/protocolbuffers/protobuf) (👨‍💻 1.4K · 🔀 16K · 📥 100M · 📦 990K · 📋 7K - 3% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/protobuf) (📥 810M / month · 📦 12K · ⏱️ 20.05.2026):

pip install protobuf

- [Conda](https://anaconda.org/conda-forge/protobuf) (📥 31M · ⏱️ 29.05.2026):

conda install -c conda-forge protobuf

- [npm](https://www.npmjs.com/package/google-protobuf) (📥 21M / month · 📦 3.8K · ⏱️ 24.02.2026):

npm install google-protobuf

flatbuffers (🥇44 · ⭐ 26K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

- [GitHub](https://github.com/google/flatbuffers) (👨‍💻 780 · 🔀 3.6K · 📥 2.1M · 📦 200K · 📋 2.7K - 8% open · ⏱️ 25.05.2026):

git clone https://github.com/google/flatbuffers

- [PyPi](https://pypi.org/project/flatbuffers) (📥 86M / month · 📦 700 · ⏱️ 19.12.2025):

pip install flatbuffers

- [Conda](https://anaconda.org/conda-forge/flatbuffers) (📥 2.1M · ⏱️ 22.12.2025):

conda install -c conda-forge flatbuffers

- [npm](https://www.npmjs.com/package/flatbuffers) (📥 22M / month · 📦 290 · ⏱️ 24.09.2025):

npm install flatbuffers

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

- [GitHub](https://github.com/marshmallow-code/marshmallow) (👨‍💻 230 · 🔀 690 · 📦 230K · 📋 1.3K - 10% open · ⏱️ 08.06.2026):

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

- [PyPi](https://pypi.org/project/marshmallow) (📥 130M / month · 📦 2.8K · ⏱️ 03.04.2026):

pip install marshmallow

- [Conda](https://anaconda.org/conda-forge/marshmallow) (📥 4M · ⏱️ 28.04.2026):

conda install -c conda-forge marshmallow

orjson (🥈38 · ⭐ 8.1K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

- [GitHub](https://github.com/ijl/orjson) (👨‍💻 24 · 🔀 300 · 📦 220K · ⏱️ 06.05.2026):

git clone https://github.com/ijl/orjson

- [PyPi](https://pypi.org/project/orjson) (📥 180M / month · 📦 6.3K · ⏱️ 06.05.2026):

pip install orjson

- [Conda](https://anaconda.org/conda-forge/orjson) (📥 5.7M · ⏱️ 13.05.2026):

conda install -c conda-forge orjson

dill (🥈38 · ⭐ 2.4K) - serialize all of Python. BSD-3

- [GitHub](https://github.com/uqfoundation/dill) (👨‍💻 47 · 🔀 190 · 📥 290K · 📦 250K · 📋 560 - 35% open · ⏱️ 23.05.2026):

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

- [PyPi](https://pypi.org/project/dill) (📥 190M / month · 📦 4.2K · ⏱️ 19.01.2026):

pip install dill

- [Conda](https://anaconda.org/conda-forge/dill) (📥 19M · ⏱️ 19.01.2026):

conda install -c conda-forge dill

simplejson (🥈38 · ⭐ 1.7K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

- [GitHub](https://github.com/simplejson/simplejson) (👨‍💻 49 · 🔀 360 · 📥 8.1K · 📦 150K · 📋 220 - 8% open · ⏱️ 24.04.2026):

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

- [PyPi](https://pypi.org/project/simplejson) (📥 61M / month · 📦 2.9K · ⏱️ 24.04.2026):

pip install simplejson

- [Conda](https://anaconda.org/conda-forge/simplejson) (📥 5.1M · ⏱️ 25.04.2026):

conda install -c conda-forge simplejson

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

- [GitHub](https://github.com/jsonpickle/jsonpickle) (👨‍💻 85 · 🔀 180 · 📦 50K · 📋 340 - 8% open · ⏱️ 05.06.2026):

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

- [PyPi](https://pypi.org/project/jsonpickle) (📥 19M / month · 📦 1.6K · ⏱️ 28.05.2026):

pip install jsonpickle

- [Conda](https://anaconda.org/conda-forge/jsonpickle) (📥 2.3M · ⏱️ 28.05.2026):

conda install -c conda-forge jsonpickle

ultrajson (🥉35 · ⭐ 4.5K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3

- [GitHub](https://github.com/ultrajson/ultrajson) (👨‍💻 96 · 🔀 380 · 📋 380 - 11% open · ⏱️ 09.06.2026):

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

- [PyPi](https://pypi.org/project/ujson) (📥 55M / month · 📦 2.8K · ⏱️ 05.05.2026):

pip install ujson

- [Conda](https://anaconda.org/conda-forge/ujson) (📥 8M · ⏱️ 22.05.2026):

conda install -c conda-forge ujson

cloudpickle (🥉32 · ⭐ 1.9K · 💤) - Extended pickling support for Python objects. BSD-3

- [GitHub](https://github.com/cloudpipe/cloudpickle) (👨‍💻 74 · 🔀 190 · 📥 160 · 📋 280 - 37% open · ⏱️ 05.11.2025):

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

- [PyPi](https://pypi.org/project/cloudpickle) (📥 130M / month · 📦 2.3K · ⏱️ 03.11.2025):

pip install cloudpickle

- [Conda](https://anaconda.org/conda-forge/cloudpickle) (📥 33M · ⏱️ 09.12.2025):

conda install -c conda-forge cloudpickle

python-rapidjson (🥉28 · ⭐ 530) - Python wrapper around rapidjson. MIT

- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (👨‍💻 25 · 🔀 53 · 📦 7.8K · 📋 120 - 13% open · ⏱️ 07.12.2025):

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

- [PyPi](https://pypi.org/project/python-rapidjson) (📥 5M / month · 📦 270 · ⏱️ 07.12.2025):

pip install python-rapidjson

- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (📥 4.7M · ⏱️ 03.02.2026):

conda install -c conda-forge python-rapidjson

hickle (🥉28 · ⭐ 500) - a HDF5-based python pickle replacement. MIT

- [GitHub](https://github.com/telegraphic/hickle) (👨‍💻 29 · 🔀 70 · 📦 1.1K · 📋 120 - 5% open · ⏱️ 30.04.2026):

git clone https://github.com/telegraphic/hickle

- [PyPi](https://pypi.org/project/hickle) (📥 67K / month · 📦 39 · ⏱️ 30.03.2024):

pip install hickle

- [Conda](https://anaconda.org/conda-forge/hickle) (📥 40K · ⏱️ 22.04.2025):

conda install -c conda-forge hickle

srsly (🥉28 · ⭐ 480) - Modern high-performance serialization utilities for Python (JSON,.. MIT

- [GitHub](https://github.com/explosion/srsly) (👨‍💻 16 · 🔀 38 · 📥 1.4K · 📦 69K · 📋 37 - 16% open · ⏱️ 23.03.2026):

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

- [PyPi](https://pypi.org/project/srsly) (📥 20M / month · 📦 270 · ⏱️ 23.03.2026):

pip install srsly

- [Conda](https://anaconda.org/conda-forge/srsly) (📥 2.6M · ⏱️ 24.03.2026):

conda install -c conda-forge srsly

rtoml (🥉23 · ⭐ 400 · 💤) - A fast TOML library for python implemented in rust. MIT

- [GitHub](https://github.com/samuelcolvin/rtoml) (👨‍💻 16 · 🔀 30 · 📦 920 · 📋 27 - 37% open · ⏱️ 19.10.2025):

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

- [PyPi](https://pypi.org/project/rtoml) (📥 810K / month · 📦 160 · ⏱️ 19.10.2025):

pip install rtoml

Show 3 hidden projects...

- msgpack (🥉35 · ⭐ 2.1K) - MessagePack serializer implementation for Python.. ❗Unlicensed - pyasn1 (🥉34 · ⭐ 250 · 💀) - Generic ASN.1 library for Python. BSD-2 - pysimdjson (🥉24 · ⭐ 770 · 💤) - Python bindings for the simdjson project. ❗Unlicensed

Data Containers & Dataframes

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

pandas (🥇54 · ⭐ 49K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

- [GitHub](https://github.com/pandas-dev/pandas) (👨‍💻 4.2K · 🔀 20K · 📥 4.1M · 📦 2.8M · 📋 29K - 11% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/pandas) (📥 700M / month · 📦 120K · ⏱️ 11.05.2026):

pip install pandas

- [Conda](https://anaconda.org/conda-forge/pandas) (📥 84M · ⏱️ 12.05.2026):

conda install -c conda-forge pandas

polars (🥇46 · ⭐ 39K) - Extremely fast Query Engine for DataFrames, written in Rust. MIT

- [GitHub](https://github.com/pola-rs/polars) (👨‍💻 720 · 🔀 2.9K · 📥 27K · 📦 34K · 📋 13K - 21% open · ⏱️ 11.06.2026):

git clone https://github.com/pola-rs/polars

- [PyPi](https://pypi.org/project/polars) (📥 58M / month · 📦 6.4K · ⏱️ 29.05.2026):

pip install polars

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

- [GitHub](https://github.com/h5py/h5py) (👨‍💻 220 · 🔀 560 · 📥 6.7K · 📦 360K · 📋 1.7K - 19% open · ⏱️ 29.05.2026):

git clone https://github.com/h5py/h5py

- [PyPi](https://pypi.org/project/h5py) (📥 37M / month · 📦 11K · ⏱️ 06.03.2026):

pip install h5py

- [Conda](https://anaconda.org/conda-forge/h5py) (📥 26M · ⏱️ 07.04.2026):

conda install -c conda-forge h5py

xarray (🥈40 · ⭐ 4.2K) - N-D labeled arrays and datasets in Python. Apache-2

- [GitHub](https://github.com/pydata/xarray) (👨‍💻 610 · 🔀 1.3K · 📦 45K · 📋 5.3K - 25% open · ⏱️ 05.06.2026):

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

- [PyPi](https://pypi.org/project/xarray) (📥 19M / month · 📦 5.7K · ⏱️ 13.04.2026):

pip install xarray

- [Conda](https://anaconda.org/conda-forge/xarray) (📥 15M · ⏱️ 13.04.2026):

conda install -c conda-forge xarray

pandera (🥈38 · ⭐ 4.4K) - A light-weight, flexible, and expressive statistical data testing.. MIT

- [GitHub](https://github.com/unionai-oss/pandera) (👨‍💻 200 · 🔀 400 · 📦 3.6K · 📋 1.1K - 38% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/pandera) (📥 8M / month · 📦 480 · ⏱️ 15.04.2026):

pip install pandera

- [Conda](https://anaconda.org/conda-forge/pandera-core) (📥 110K · ⏱️ 15.04.2026):

conda install -c conda-forge pandera-core

zarr (🥈38 · ⭐ 2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

- [GitHub](https://github.com/zarr-developers/zarr-python) (👨‍💻 170 · 🔀 410 · 📦 8.4K · 📋 1.6K - 32% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/zarr) (📥 11M / month · 📦 2.1K · ⏱️ 05.05.2026):

pip install zarr

- [Conda](https://anaconda.org/conda-forge/zarr) (📥 5.7M · ⏱️ 05.05.2026):

conda install -c conda-forge zarr

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

- [GitHub](https://github.com/pydata/bottleneck) (👨‍💻 42 · 🔀 110 · 📦 60K · 📋 280 - 17% open · ⏱️ 09.06.2026):

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

- [PyPi](https://pypi.org/project/Bottleneck) (📥 9.6M / month · 📦 620 · ⏱️ 08.09.2025):

pip install Bottleneck

- [Conda](https://anaconda.org/conda-forge/bottleneck) (📥 6.9M · ⏱️ 10.11.2025):

conda install -c conda-forge bottleneck

numexpr (🥈35 · ⭐ 2.5K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT

- [GitHub](https://github.com/pydata/numexpr) (👨‍💻 86 · 🔀 220 · 📥 4K · 📦 100K · 📋 410 - 0% open · ⏱️ 02.03.2026):

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

- [PyPi](https://pypi.org/project/numexpr) (📥 15M / month · 📦 1.2K · ⏱️ 13.10.2025):

pip install numexpr

- [Conda](https://anaconda.org/conda-forge/numexpr) (📥 13M · ⏱️ 11.05.2026):

conda install -c conda-forge numexpr

PyTables (🥈34 · ⭐ 1.4K · 📉) - A Python package to manage extremely large amounts of data. BSD-3

- [GitHub](https://github.com/PyTables/PyTables) (👨‍💻 140 · 🔀 280 · 📥 210 · 📋 760 - 20% open · ⏱️ 22.05.2026):

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

- [PyPi](https://pypi.org/project/tables) (📥 2.8M / month · 📦 1.8K · ⏱️ 01.03.2026):

pip install tables

- [Conda](https://anaconda.org/conda-forge/pytables) (📥 12M · ⏱️ 29.05.2026):

conda install -c conda-forge pytables

Modin (🥈33 · ⭐ 10K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2

- [GitHub](https://github.com/modin-project/modin) (👨‍💻 140 · 🔀 670 · 📥 200K · 📦 2.3K · 📋 4.4K - 16% open · ⏱️ 10.02.2026):

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

- [PyPi](https://pypi.org/project/modin) (📥 2.3M / month · 📦 66 · ⏱️ 02.10.2025):

pip install modin

- [Conda](https://anaconda.org/conda-forge/modin-core) (📥 940K · ⏱️ 22.04.2025):

conda install -c conda-forge modin-core

datasketch (🥈33 · ⭐ 2.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

- [GitHub](https://github.com/ekzhu/datasketch) (👨‍💻 38 · 🔀 320 · 📥 40 · 📦 2.5K · 📋 180 - 30% open · ⏱️ 18.04.2026):

git clone https://github.com/ekzhu/datasketch

- [PyPi](https://pypi.org/project/datasketch) (📥 6.6M / month · 📦 180 · ⏱️ 17.04.2026):

pip install datasketch

Vaex (🥈32 · ⭐ 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT

- [GitHub](https://github.com/vaexio/vaex) (👨‍💻 76 · 🔀 600 · 📥 340 · 📦 1K · 📋 1.3K - 41% open · ⏱️ 05.02.2026):

git clone https://github.com/vaexio/vaex

- [PyPi](https://pypi.org/project/vaex) (📥 25K / month · 📦 68 · ⏱️ 03.02.2026):

pip install vaex

- [Conda](https://anaconda.org/conda-forge/vaex) (📥 540K · ⏱️ 22.04.2025):

conda install -c conda-forge vaex

TinyDB (🥈32 · ⭐ 7.5K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

- [GitHub](https://github.com/msiemens/tinydb) (👨‍💻 97 · 🔀 600 · 📦 16K · 📋 330 - 3% open · ⏱️ 28.05.2026):

git clone https://github.com/msiemens/tinydb

- [PyPi](https://pypi.org/project/tinydb) (📥 3M / month · 📦 690 · ⏱️ 12.10.2024):

pip install tinydb

- [Conda](https://anaconda.org/conda-forge/tinydb) (📥 900K · ⏱️ 22.04.2025):

conda install -c conda-forge tinydb

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

- [GitHub](https://github.com/static-frame/static-frame) (👨‍💻 29 · 🔀 38 · 📦 31 · 📋 750 - 4% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/static-frame) (📥 15K / month · 📦 6 · ⏱️ 10.06.2026):

pip install static-frame

- [Conda](https://anaconda.org/conda-forge/static-frame) (📥 610K · ⏱️ 10.06.2026):

conda install -c conda-forge static-frame

pickleDB (🥉24 · ⭐ 1.1K) - pickleDB is an in memory key-value store using Pythons orjson module.. BSD-3

- [GitHub](https://github.com/patx/pickledb) (👨‍💻 17 · 🔀 130 · 📦 3.4K · 📋 90 - 20% open · ⏱️ 10.05.2026):

git clone https://github.com/patx/pickledb

- [PyPi](https://pypi.org/project/pickledb) (📥 36K / month · 📦 8 · ⏱️ 05.01.2026):

pip install pickledb

Pandas Summary (🥉24 · ⭐ 530) - Engine for AI/ML/Data tracking, visualization,.. Apache-2

- [GitHub](https://github.com/polyaxon/traceml) (👨‍💻 100 · 🔀 47 · 📋 15 - 40% open · ⏱️ 10.06.2026):

git clone https://github.com/polyaxon/datatile

- [PyPi](https://pypi.org/project/pandas-summary) (📥 110K / month · 📦 21 · ⏱️ 25.11.2021):

pip install pandas-summary

Show 15 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 - docarray (🥉31 · ⭐ 3.1K · 💀) - Represent, send, store and search multimodal data. Apache-2 - 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 - datatable (🥉28 · ⭐ 1.9K · 💀) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 - Pandaral·lel (🥉27 · ⭐ 3.8K · 💀) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - Arctic (🥉27 · ⭐ 3.1K · 💀) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - pandasql (🥉25 · ⭐ 1.3K · 💀) - sqldf for pandas. MIT - bcolz (🥉25 · ⭐ 960 · 💀) - A columnar data container that can be compressed. BSD-3 - fletcher (🥉20 · ⭐ 230 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - daffy (🥉18 · ⭐ 58) - 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 (🥇36 · ⭐ 2.2K) - Persistent/Immutable/Functional data structures for Python. MIT

- [GitHub](https://github.com/tobgu/pyrsistent) (👨‍💻 77 · 🔀 160 · 📦 370K · 📋 180 - 15% open · ⏱️ 31.01.2026):

git clone https://github.com/tobgu/pyrsistent

- [PyPi](https://pypi.org/project/pyrsistent) (📥 40M / month · 📦 1K · ⏱️ 25.10.2023):

pip install pyrsistent

- [Conda](https://anaconda.org/conda-forge/pyrsistent) (📥 22M · ⏱️ 04.10.2025):

conda install -c conda-forge pyrsistent

multidict (🥇35 · ⭐ 490) - The multidict implementation. Apache-2

- [GitHub](https://github.com/aio-libs/multidict) (👨‍💻 65 · 🔀 120 · 📥 2.2K · 📋 190 - 12% open · ⏱️ 08.06.2026):

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

- [PyPi](https://pypi.org/project/multidict) (📥 550M / month · 📦 2.1K · ⏱️ 26.01.2026):

pip install multidict

- [Conda](https://anaconda.org/conda-forge/multidict) (📥 25M · ⏱️ 20.02.2026):

conda install -c conda-forge multidict

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

- [GitHub](https://github.com/jab/bidict) (👨‍💻 24 · 🔀 67 · 📥 180 · 📦 45K · ⏱️ 26.05.2026):

git clone https://github.com/jab/bidict

- [PyPi](https://pypi.org/project/bidict) (📥 24M / month · 📦 480 · ⏱️ 18.02.2024):

pip install bidict

- [Conda](https://anaconda.org/conda-forge/bidict) (📥 800K · ⏱️ 22.04.2025):

conda install -c conda-forge bidict

glom (🥉29 · ⭐ 2.2K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3

- [GitHub](https://github.com/mahmoud/glom) (👨‍💻 23 · 🔀 73 · 📦 3.4K · 📋 200 - 59% open · ⏱️ 15.05.2026):

git clone https://github.com/mahmoud/glom

- [PyPi](https://pypi.org/project/glom) (📥 18M / month · 📦 250 · ⏱️ 29.12.2025):

pip install glom

- [Conda](https://anaconda.org/conda-forge/glom) (📥 64K · ⏱️ 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](https://github.com/fabiocaccamo/python-benedict) (👨‍💻 13 · 🔀 48 · 📥 40 · 📦 2K · 📋 120 - 4% open · ⏱️ 09.05.2026):

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

- [PyPi](https://pypi.org/project/python-benedict) (📥 1.4M / month · 📦 110 · ⏱️ 09.05.2026):

pip install python-benedict

- [Conda](https://anaconda.org/conda-forge/python-benedict) (📥 260K · ⏱️ 22.04.2025):

conda install -c conda-forge python-benedict

python-box (🥉28 · ⭐ 2.8K) - Python dictionaries with advanced dot notation access. MIT

- [GitHub](https://github.com/cdgriffith/Box) (👨‍💻 1 · 🔀 120 · 📥 56 · 📋 190 - 18% open · ⏱️ 21.02.2026):

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

- [PyPi](https://pypi.org/project/python-box) (📥 6.9M / month · 📦 590 · ⏱️ 21.02.2026):

pip install python-box

- [Conda](https://anaconda.org/conda-forge/python-box) (📥 1.2M · ⏱️ 29.04.2026):

conda install -c conda-forge python-box

janus (🥉27 · ⭐ 960) - Thread-safe asyncio-aware queue for Python. Apache-2

- [GitHub](https://github.com/aio-libs/janus) (👨‍💻 30 · 🔀 53 · 📥 44 · 📋 52 - 21% open · ⏱️ 28.05.2026):

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

- [PyPi](https://pypi.org/project/janus) (📥 3.7M / month · 📦 130 · ⏱️ 13.12.2024):

pip install janus

- [Conda](https://anaconda.org/conda-forge/janus) (📥 43K · ⏱️ 22.04.2025):

conda install -c conda-forge janus

Show 8 hidden projects...

- python-sortedcontainers (🥈33 · ⭐ 4K · 💀) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - anytree (🥈32 · ⭐ 1.1K · 💀) - Python tree data library. Apache-2 - addict (🥈31 · ⭐ 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 (🥉26 · ⭐ 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 · ⭐ 28K) - Data validation using Python type hints. MIT

- [GitHub](https://github.com/pydantic/pydantic) (👨‍💻 770 · 🔀 2.7K · 📥 27 · 📦 1M · 📋 5.6K - 9% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/pydantic) (📥 1B / month · 📦 83K · ⏱️ 22.05.2026):

pip install pydantic

- [Conda](https://anaconda.org/conda-forge/pydantic) (📥 23M · ⏱️ 06.05.2026):

conda install -c conda-forge pydantic

jsonschema (🥇42 · ⭐ 5K) - An implementation of the JSON Schema specification for Python. MIT

- [GitHub](https://github.com/python-jsonschema/jsonschema) (👨‍💻 120 · 🔀 620 · 📥 1.4K · 📦 840K · 📋 890 - 4% open · ⏱️ 09.06.2026):

git clone https://github.com/Julian/jsonschema

- [PyPi](https://pypi.org/project/jsonschema) (📥 520M / month · 📦 9.6K · ⏱️ 07.01.2026):

pip install jsonschema

- [Conda](https://anaconda.org/conda-forge/jsonschema) (📥 47M · ⏱️ 08.01.2026):

conda install -c conda-forge jsonschema

cerberus (🥈34 · ⭐ 3.3K) - Lightweight, extensible data validation library for Python. ISC

- [GitHub](https://github.com/pyeve/cerberus) (👨‍💻 67 · 🔀 240 · 📦 18K · 📋 360 - 3% open · ⏱️ 01.01.2026):

git clone https://github.com/pyeve/cerberus

- [PyPi](https://pypi.org/project/cerberus) (📥 8.1M / month · 📦 770 · ⏱️ 06.11.2025):

pip install cerberus

- [Conda](https://anaconda.org/conda-forge/cerberus) (📥 800K · ⏱️ 22.04.2025):

conda install -c conda-forge cerberus

validators (🥈34 · ⭐ 1.1K) - Python Data Validation for Humans. MIT

- [GitHub](https://github.com/python-validators/validators) (👨‍💻 64 · 🔀 170 · 📥 260 · 📦 150K · 📋 190 - 2% open · ⏱️ 14.03.2026):

git clone https://github.com/kvesteri/validators

- [PyPi](https://pypi.org/project/validators) (📥 32M / month · 📦 7.6K · ⏱️ 01.05.2025):

pip install validators

- [Conda](https://anaconda.org/conda-forge/validators) (📥 1.4M · ⏱️ 03.05.2025):

conda install -c conda-forge validators

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

- [GitHub](https://github.com/keleshev/schema) (👨‍💻 73 · 🔀 220 · 📦 17K · 📋 200 - 52% open · ⏱️ 04.03.2026):

git clone https://github.com/keleshev/schema

- [PyPi](https://pypi.org/project/schema) (📥 26M / month · 📦 890 · ⏱️ 11.10.2025):

pip install schema

- [Conda](https://anaconda.org/conda-forge/schema) (📥 640K · ⏱️ 22.04.2025):

conda install -c conda-forge schema

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

- [GitHub](https://github.com/alecthomas/voluptuous) (👨‍💻 100 · 🔀 220 · 📦 21K · 📋 260 - 16% open · ⏱️ 18.12.2025):

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

- [PyPi](https://pypi.org/project/voluptuous) (📥 7.3M / month · 📦 620 · ⏱️ 18.12.2025):

pip install voluptuous

- [Conda](https://anaconda.org/conda-forge/voluptuous) (📥 860K · ⏱️ 19.12.2025):

conda install -c conda-forge voluptuous

python-email-validator (🥉32 · ⭐ 1.4K) - A robust email syntax and deliverability validation.. Unlicense

- [GitHub](https://github.com/JoshData/python-email-validator) (👨‍💻 27 · 🔀 140 · 📋 110 - 12% open · ⏱️ 19.05.2026):

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

- [PyPi](https://pypi.org/project/email-validator) (📥 190M / month · 📦 1.2K · ⏱️ 26.08.2025):

pip install email-validator

- [Conda](https://anaconda.org/conda-forge/email-validator) (📥 2.7M · ⏱️ 26.08.2025):

conda install -c conda-forge email-validator

param (🥉32 · ⭐ 520) - Declarative parameters for robust Python classes and a rich API for.. BSD-3

- [GitHub](https://github.com/holoviz/param) (👨‍💻 45 · 🔀 83 · 📥 23 · 📦 18K · 📋 530 - 33% open · ⏱️ 09.06.2026):

git clone https://github.com/holoviz/param

- [PyPi](https://pypi.org/project/param) (📥 2.7M / month · 📦 240 · ⏱️ 09.06.2026):

pip install param

- [Conda](https://anaconda.org/conda-forge/param) (📥 2.7M · ⏱️ 21.05.2026):

conda install -c conda-forge param

dirty-equals (🥉24 · ⭐ 990 · 💤) - Doing dirty (but extremely useful) things with equals. MIT

- [GitHub](https://github.com/samuelcolvin/dirty-equals) (👨‍💻 20 · 🔀 46 · 📦 950 · 📋 45 - 35% open · ⏱️ 17.11.2025):

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

- [PyPi](https://pypi.org/project/dirty-equals) (📥 2.3M / month · 📦 100 · ⏱️ 17.11.2025):

pip install dirty-equals

- [Conda](https://anaconda.org/conda-forge/dirty-equals) (📥 130K · ⏱️ 18.11.2025):

conda install -c conda-forge dirty-equals

valideer (🥉20 · ⭐ 260) - Lightweight data validation and adaptation Python library. MIT

- [GitHub](https://github.com/podio/valideer) (👨‍💻 10 · 🔀 27 · 📦 80 · 📋 20 - 45% open · ⏱️ 25.03.2026):

git clone https://github.com/podio/valideer

- [PyPi](https://pypi.org/project/valideer) (📥 7.9K / month · 📦 3 · ⏱️ 20.12.2015):

pip install valideer

- [Conda](https://anaconda.org/conda-forge/valideer) (📥 87K · ⏱️ 22.04.2025):

conda install -c conda-forge valideer

Show 5 hidden projects...

- schematics (🥉31 · ⭐ 2.6K · 💀) - Python Data Structures for Humans. BSD-3 - strictyaml (🥉30 · ⭐ 1.6K · 💀) - Type-safe YAML parser and validator. MIT - 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 (🥇32 · ⭐ 25K) - Minimal examples of data structures and algorithms in Python. MIT

- [GitHub](https://github.com/keon/algorithms) (👨‍💻 220 · 🔀 4.7K · 📦 140 · 📋 190 - 0% open · ⏱️ 25.05.2026):

git clone https://github.com/keon/algorithms

- [PyPi](https://pypi.org/project/algorithms) (📥 1.7K / month · 📦 5 · ⏱️ 18.02.2026):

pip install algorithms

- [Conda](https://anaconda.org/conda-forge/algorithms) (📥 4.7K · ⏱️ 22.04.2025):

conda install -c conda-forge algorithms

transitions (🥇32 · ⭐ 6.5K · 💤) - A lightweight, object-oriented finite state machine.. MIT

- [GitHub](https://github.com/pytransitions/transitions) (👨‍💻 82 · 🔀 550 · 📦 4.3K · 📋 500 - 3% open · ⏱️ 09.09.2025):

git clone https://github.com/pytransitions/transitions

- [PyPi](https://pypi.org/project/transitions) (📥 2.8M / month · 📦 220 · ⏱️ 02.07.2025):

pip install transitions

- [Conda](https://anaconda.org/conda-forge/transitions) (📥 870K · ⏱️ 02.07.2025):

conda install -c conda-forge transitions

Show 1 hidden projects...

- PyPattyrn (🥉18 · ⭐ 2.3K · 💀) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

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

- [GitHub](https://github.com/scrapinghub/dateparser) (👨‍💻 160 · 🔀 490 · 📦 39K · 📋 770 - 45% open · ⏱️ 09.06.2026):

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

- [PyPi](https://pypi.org/project/dateparser) (📥 40M / month · 📦 1.6K · ⏱️ 26.03.2026):

pip install dateparser

- [Conda](https://anaconda.org/conda-forge/dateparser) (📥 1.4M · ⏱️ 26.03.2026):

conda install -c conda-forge dateparser

holidays (🥇39 · ⭐ 1.9K) - Open World Holidays Framework. MIT

- [GitHub](https://github.com/vacanza/holidays) (👨‍💻 330 · 🔀 690 · 📥 370 · 📦 27K · 📋 810 - 8% open · ⏱️ 10.06.2026):

git clone https://github.com/vacanza/holidays

- [PyPi](https://pypi.org/project/holidays) (📥 28M / month · 📦 590 · ⏱️ 01.06.2026):

pip install holidays

- [Conda](https://anaconda.org/conda-forge/holidays) (📥 4.6M · ⏱️ 02.06.2026):

conda install -c conda-forge holidays

arrow (🥈38 · ⭐ 9K) - Better dates & times for Python. Apache-2

- [GitHub](https://github.com/arrow-py/arrow) (👨‍💻 290 · 🔀 740 · 📦 180K · 📋 550 - 24% open · ⏱️ 30.04.2026):

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

- [PyPi](https://pypi.org/project/arrow) (📥 73M / month · 📦 2.3K · ⏱️ 18.10.2025):

pip install arrow

- [Conda](https://anaconda.org/conda-forge/arrow) (📥 13M · ⏱️ 18.10.2025):

conda install -c conda-forge arrow

python-dateutil (🥈36 · ⭐ 2.6K) - Useful extensions to the standard Python datetime features. Apache-2

- [GitHub](https://github.com/dateutil/dateutil) (👨‍💻 130 · 🔀 550 · 📥 36K · 📋 870 - 49% open · ⏱️ 19.05.2026):

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

- [PyPi](https://pypi.org/project/python-dateutil) (📥 1.1B / month · 📦 12K · ⏱️ 01.03.2024):

pip install python-dateutil

- [Conda](https://anaconda.org/conda-forge/python-dateutil) (📥 97M · ⏱️ 28.06.2025):

conda install -c conda-forge python-dateutil

pendulum (🥉35 · ⭐ 6.7K) - Python datetimes made easy. MIT

- [GitHub](https://github.com/python-pendulum/pendulum) (👨‍💻 130 · 🔀 420 · 📥 4.7K · 📦 40K · 📋 570 - 35% open · ⏱️ 14.05.2026):

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

- [PyPi](https://pypi.org/project/pendulum) (📥 72M / month · 📦 1.6K · ⏱️ 30.01.2026):

pip install pendulum

- [Conda](https://anaconda.org/conda-forge/pendulum) (📥 2.1M · ⏱️ 31.01.2026):

conda install -c conda-forge pendulum

pytz (🥉35 · ⭐ 390) - pytz Python historical timezone library and database. MIT

- [GitHub](https://github.com/stub42/pytz) (👨‍💻 23 · 🔀 100 · 📥 860 · 📦 2.5M · 📋 100 - 40% open · ⏱️ 04.05.2026):

git clone https://github.com/stub42/pytz

- [PyPi](https://pypi.org/project/pytz) (📥 500M / month · 📦 16K · ⏱️ 04.05.2026):

pip install pytz

- [Conda](https://anaconda.org/conda-forge/pytz) (📥 89M · ⏱️ 04.05.2026):

conda install -c conda-forge pytz

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

- [GitHub](https://github.com/regebro/tzlocal) (👨‍💻 31 · 🔀 64 · 📦 220K · 📋 90 - 1% open · ⏱️ 08.07.2025):

git clone https://github.com/regebro/tzlocal

- [PyPi](https://pypi.org/project/tzlocal) (📥 170M / month · 📦 1.9K · ⏱️ 05.03.2025):

pip install tzlocal

- [Conda](https://anaconda.org/conda-forge/tzlocal) (📥 5.7M · ⏱️ 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](https://github.com/fsspec/filesystem_spec) (👨‍💻 320 · 🔀 450 · 📦 300K · 📋 860 - 40% open · ⏱️ 08.06.2026):

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

- [PyPi](https://pypi.org/project/fsspec) (📥 750M / month · 📦 3.6K · ⏱️ 29.04.2026):

pip install fsspec

- [Conda](https://anaconda.org/conda-forge/fsspec) (📥 34M · ⏱️ 30.04.2026):

conda install -c conda-forge fsspec

watchdog (🥈37 · ⭐ 7.4K) - Python library and shell utilities to monitor filesystem events. Apache-2

- [GitHub](https://github.com/gorakhargosh/watchdog) (👨‍💻 170 · 🔀 730 · 📦 270K · 📋 710 - 30% open · ⏱️ 07.05.2026):

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

- [PyPi](https://pypi.org/project/watchdog) (📥 100M / month · 📦 2.7K · ⏱️ 01.11.2024):

pip install watchdog

- [Conda](https://anaconda.org/conda-forge/watchdog) (📥 5.7M · ⏱️ 04.03.2026):

conda install -c conda-forge watchdog

filelock (🥈37 · ⭐ 960) - A platform-independent file lock for Python. MIT

- [GitHub](https://github.com/tox-dev/filelock) (👨‍💻 64 · 🔀 130 · 📦 720K · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/filelock) (📥 580M / month · 📦 5K · ⏱️ 10.06.2026):

pip install filelock

- [Conda](https://anaconda.org/conda-forge/filelock) (📥 43M · ⏱️ 11.06.2026):

conda install -c conda-forge filelock

aiofiles (🥈34 · ⭐ 3.2K · 💤) - File support for asyncio. Apache-2

- [GitHub](https://github.com/Tinche/aiofiles) (👨‍💻 42 · 🔀 170 · 📦 250K · 📋 140 - 40% open · ⏱️ 09.10.2025):

git clone https://github.com/Tinche/aiofiles

- [PyPi](https://pypi.org/project/aiofiles) (📥 140M / month · 📦 7.7K · ⏱️ 09.10.2025):

pip install aiofiles

- [Conda](https://anaconda.org/conda-forge/aiofiles) (📥 2.4M · ⏱️ 01.01.2026):

conda install -c conda-forge aiofiles

Show 6 hidden projects...

- appdirs (🥉32 · ⭐ 1.1K · 💀) - A small Python module for determining appropriate platform-specific.. MIT - zipp (🥉32 · ⭐ 67) - Backport of pathlib-compatible object wrapper for zip files. ❗Unlicensed - pyfilesystem2 (🥉30 · ⭐ 2.1K · 💀) - Pythons Filesystem abstraction layer. MIT - path (🥉30 · ⭐ 1.1K) - Object-oriented file system path manipulation. ❗Unlicensed - scandir (🥉24 · ⭐ 540 · 💀) - Better directory iterator and faster os.walk(). Archived, as this.. BSD-3 - Unipath (🥉23 · ⭐ 510 · 💀) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

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

- [GitHub](https://github.com/benjaminp/six) (👨‍💻 68 · 🔀 270 · 📦 2.8M · 📋 300 - 36% open · ⏱️ 23.02.2026):

git clone https://github.com/benjaminp/six

- [PyPi](https://pypi.org/project/six) (📥 1.1B / month · 📦 25K · ⏱️ 04.12.2024):

pip install six

- [Conda](https://anaconda.org/conda-forge/six) (📥 95M · ⏱️ 22.07.2025):

conda install -c conda-forge six

typing (🥈34 · ⭐ 1.8K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0

- [GitHub](https://github.com/python/typing) (👨‍💻 150 · 🔀 300 · 📋 920 - 23% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/typing) (📥 4.7M / month · 📦 3.3K · ⏱️ 01.05.2021):

pip install typing

- [Conda](https://anaconda.org/conda-forge/typing) (📥 4.1M · ⏱️ 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 · ⭐ 84 · 💀) - 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 · ⭐ 39 · 💤) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

Cryptography

bcrypt (🥈39 · ⭐ 1.5K) - Modern(-ish) password hashing for your software and your servers. Apache-2

- [GitHub](https://github.com/pyca/bcrypt) (👨‍💻 40 · 🔀 210 · 📦 360K · 📋 160 - 3% open · ⏱️ 08.06.2026):

git clone https://github.com/pyca/bcrypt

- [PyPi](https://pypi.org/project/bcrypt) (📥 190M / month · 📦 2K · ⏱️ 25.09.2025):

pip install bcrypt

- [Conda](https://anaconda.org/conda-forge/bcrypt) (📥 11M · ⏱️ 07.11.2025):

conda install -c conda-forge bcrypt

pycryptodomex (🥈37 · ⭐ 3.2K) - A self-contained cryptographic library for Python. BSD-3

- [GitHub](https://github.com/Legrandin/pycryptodome) (👨‍💻 160 · 🔀 560 · 📥 2.8K · 📦 140K · 📋 650 - 13% open · ⏱️ 29.03.2026):

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

- [PyPi](https://pypi.org/project/pycryptodomex) (📥 59M / month · 📦 1.6K · ⏱️ 17.05.2025):

pip install pycryptodomex

- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (📥 2.8M · ⏱️ 13.09.2025):

conda install -c conda-forge pycryptodomex

Show 5 hidden projects...

- cryptography (🥇45 · ⭐ 7.6K) - cryptography is a package designed to expose.. ❗Unlicensed - keyring (🥉36 · ⭐ 1.5K) - Store and access your passwords safely. ❗Unlicensed - tink (🥉35 · ⭐ 14K · 💀) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 - asn1crypto (🥉33 · ⭐ 360 · 💀) - Python ASN.1 library with a focus on performance and a pythonic API. MIT - rsa (🥉28 · ⭐ 500 · 💀) - Python-RSA is a pure-Python RSA implementation. Apache-2

Infrastructure & DevOps

ansible (🥇48 · ⭐ 69K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0

- [GitHub](https://github.com/ansible/ansible) (👨‍💻 6.9K · 🔀 24K · 📦 42K · 📋 34K - 2% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/ansible) (📥 11M / month · 📦 600 · ⏱️ 02.06.2026):

pip install ansible

- [Conda](https://anaconda.org/conda-forge/ansible) (📥 1.9M · ⏱️ 02.06.2026):

conda install -c conda-forge ansible

pulumi (🥇45 · ⭐ 25K) - Pulumi - Infrastructure as Code in any programming language. Apache-2

- [GitHub](https://github.com/pulumi/pulumi) (👨‍💻 2.6K · 🔀 1.4K · 📥 6.3M · 📦 11K · 📋 9.6K - 25% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/pulumi) (📥 7.4M / month · 📦 550 · ⏱️ 11.06.2026):

pip install pulumi

- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (📥 9.8M / month · 📦 930 · ⏱️ 11.06.2026):

npm install @pulumi/pulumi

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

- [GitHub](https://github.com/aws/aws-cli) (👨‍💻 500 · 🔀 4.6K · 📥 11K · 📦 5 · 📋 5.1K - 12% open · ⏱️ 11.06.2026):

git clone https://github.com/aws/aws-cli

- [PyPi](https://pypi.org/project/awscli) (📥 330M / month · 📦 780 · ⏱️ 10.06.2026):

pip install awscli

- [Conda](https://anaconda.org/conda-forge/awscli) (📥 57M · ⏱️ 10.06.2026):

conda install -c conda-forge awscli

botocore (🥈43 · ⭐ 1.6K · 📉) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2

- [GitHub](https://github.com/boto/botocore) (👨‍💻 220 · 🔀 1.2K · 📦 440K · 📋 1.3K - 13% open · ⏱️ 10.06.2026):

git clone https://github.com/boto/botocore

- [PyPi](https://pypi.org/project/botocore) (📦 4.6K · ⏱️ 10.06.2026):

pip install botocore

- [Conda](https://anaconda.org/conda-forge/botocore) (📥 45M · ⏱️ 10.06.2026):

conda install -c conda-forge botocore

docker (🥈42 · ⭐ 7.2K) - A Python library for the Docker Engine API. Apache-2

- [GitHub](https://github.com/docker/docker-py) (👨‍💻 460 · 🔀 1.7K · 📥 3.4K · 📦 120K · 📋 1.8K - 30% open · ⏱️ 03.06.2026):

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

- [PyPi](https://pypi.org/project/docker) (📥 220M / month · 📦 3.7K · ⏱️ 23.05.2024):

pip install docker

- [Conda](https://anaconda.org/conda-forge/docker-py) (📥 6.9M · ⏱️ 22.04.2025):

conda install -c conda-forge docker-py

docker-compose (🥈41 · ⭐ 38K) - Define and run multi-container applications with Docker. Apache-2

- [GitHub](https://github.com/docker/compose) (👨‍💻 620 · 🔀 5.9K · 📥 21M · 📦 1.5K · 📋 8.4K - 1% open · ⏱️ 10.06.2026):

git clone https://github.com/docker/compose

- [PyPi](https://pypi.org/project/docker-compose) (📥 1.2M / month · 📦 250 · ⏱️ 10.05.2021):

pip install docker-compose

- [Conda](https://anaconda.org/conda-forge/docker-compose) (📥 850K · ⏱️ 21.05.2026):

conda install -c conda-forge docker-compose

paramiko (🥈41 · ⭐ 9.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

- [GitHub](https://github.com/paramiko/paramiko) (👨‍💻 190 · 🔀 2K · 📦 120K · 📋 2K - 57% open · ⏱️ 09.05.2026):

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

- [PyPi](https://pypi.org/project/paramiko) (📥 140M / month · 📦 4.6K · ⏱️ 09.05.2026):

pip install paramiko

- [Conda](https://anaconda.org/conda-forge/paramiko) (📥 8.3M · ⏱️ 19.05.2026):

conda install -c conda-forge paramiko

kubernetes (🥈40 · ⭐ 7.6K) - Official Python client library for kubernetes. Apache-2

- [GitHub](https://github.com/kubernetes-client/python) (👨‍💻 240 · 🔀 3.5K · 📋 1.5K - 6% open · ⏱️ 01.06.2026):

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

- [PyPi](https://pypi.org/project/kubernetes) (📥 160M / month · 📦 2.4K · ⏱️ 01.06.2026):

pip install kubernetes

- [Conda](https://anaconda.org/conda-forge/kubernetes) (📥 810K · ⏱️ 11.12.2025):

conda install -c conda-forge kubernetes

netmiko (🥈40 · ⭐ 4.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT

- [GitHub](https://github.com/ktbyers/netmiko) (👨‍💻 280 · 🔀 1.4K · 📦 5.6K · 📋 2.2K - 2% open · ⏱️ 28.05.2026):

git clone https://github.com/ktbyers/netmiko

- [PyPi](https://pypi.org/project/netmiko) (📥 1M / month · 📦 270 · ⏱️ 12.05.2026):

pip install netmiko

fabric (🥉38 · ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2

- [GitHub](https://github.com/fabric/fabric) (👨‍💻 140 · 🔀 2K · 📦 24 · 📋 1.8K - 27% open · ⏱️ 10.04.2026):

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

- [PyPi](https://pypi.org/project/fabric) (📥 15M / month · 📦 450 · ⏱️ 06.04.2026):

pip install fabric

- [Conda](https://anaconda.org/conda-forge/fabric) (📥 440K · ⏱️ 06.04.2026):

conda install -c conda-forge fabric

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

- [GitHub](https://github.com/tomerfiliba/plumbum) (👨‍💻 120 · 🔀 200 · 📦 9.5K · 📋 380 - 35% open · ⏱️ 08.06.2026):

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

- [PyPi](https://pypi.org/project/plumbum) (📥 4.9M / month · 📦 390 · ⏱️ 08.06.2026):

pip install plumbum

- [Conda](https://anaconda.org/conda-forge/plumbum) (📥 1.5M · ⏱️ 31.10.2025):

conda install -c conda-forge plumbum

pyinfra (🥉34 · ⭐ 5.7K) - pyinfra turns Python code into shell commands and runs them on your.. MIT

- [GitHub](https://github.com/pyinfra-dev/pyinfra) (👨‍💻 200 · 🔀 510 · 📦 230 · 📋 950 - 15% open · ⏱️ 11.06.2026):

git clone https://github.com/Fizzadar/pyinfra

- [PyPi](https://pypi.org/project/pyinfra) (📥 240K / month · 📦 44 · ⏱️ 07.06.2026):

pip install pyinfra

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

- [GitHub](https://github.com/pahaz/sshtunnel) (👨‍💻 27 · 🔀 200 · 📦 9.8K · 📋 210 - 30% open · ⏱️ 27.08.2025):

git clone https://github.com/pahaz/sshtunnel

- [PyPi](https://pypi.org/project/sshtunnel) (📥 27M / month · 📦 350 · ⏱️ 11.01.2021):

pip install sshtunnel

- [Conda](https://anaconda.org/conda-forge/sshtunnel) (📥 440K · ⏱️ 22.04.2025):

conda install -c conda-forge sshtunnel

Show 7 hidden projects...

- schedule (🥉35 · ⭐ 12K · 💀) - Python job scheduling for humans. MIT - parallel-ssh (🥉26 · ⭐ 1.3K · 💤) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - fabtools (🥉25 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files. BSD-2 - storm (🥉21 · ⭐ 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 (🥉12 · ⭐ 320 · 💀) - Platform to programmatically manage, test, and debug data.. ❗️MIT-0

Process Utilities

sh (🥈37 · ⭐ 7.2K · 📈) - Python process launching. MIT

- [GitHub](https://github.com/amoffat/sh) (👨‍💻 110 · 🔀 510 · 📥 160 · 📦 18K · 📋 500 - 0% open · ⏱️ 11.06.2026):

git clone https://github.com/amoffat/sh

- [PyPi](https://pypi.org/project/sh) (📥 19M / month · 📦 860 · ⏱️ 09.06.2026):

pip install sh

- [Conda](https://anaconda.org/conda-forge/sh) (📥 450K · ⏱️ 06.06.2026):

conda install -c conda-forge sh

supervisor (🥉36 · ⭐ 9.1K) - Supervisor process control system for Unix.. ❗️Repoze Public License

- [GitHub](https://github.com/Supervisor/supervisor) (👨‍💻 180 · 🔀 1.3K · 📦 14K · 📋 1.2K - 13% open · ⏱️ 21.12.2025):

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

- [PyPi](https://pypi.org/project/supervisor) (📥 21M / month · 📦 160 · ⏱️ 23.08.2025):

pip install supervisor

- [Conda](https://anaconda.org/conda-forge/supervisor) (📥 700K · ⏱️ 27.02.2026):

conda install -c conda-forge supervisor

ptyprocess (🥉27 · ⭐ 240 · 💤) - Run a subprocess in a pseudo terminal. ISC

- [GitHub](https://github.com/pexpect/ptyprocess) (👨‍💻 21 · 🔀 73 · 📋 40 - 50% open · ⏱️ 17.07.2025):

git clone https://github.com/pexpect/ptyprocess

- [PyPi](https://pypi.org/project/ptyprocess) (📥 220M / month · 📦 770 · ⏱️ 28.12.2020):

pip install ptyprocess

- [Conda](https://anaconda.org/conda-forge/ptyprocess) (📥 35M · ⏱️ 22.04.2025):

conda install -c conda-forge ptyprocess

Show 1 hidden projects...

- pexpect (🥇38 · ⭐ 2.8K · 💀) - A Python module for controlling interactive programs in a pseudo-.. ISC

Asynchronous Programming

anyio (🥇42 · ⭐ 2.5K) - High level asynchronous concurrency and networking framework that works on.. MIT

- [GitHub](https://github.com/agronholm/anyio) (👨‍💻 80 · 🔀 210 · 📦 650K · 📋 470 - 17% open · ⏱️ 10.06.2026):

git clone https://github.com/agronholm/anyio

- [PyPi](https://pypi.org/project/anyio) (📥 850M / month · 📦 5.6K · ⏱️ 24.03.2026):

pip install anyio

- [Conda](https://anaconda.org/conda-forge/anyio) (📥 35M · ⏱️ 24.03.2026):

conda install -c conda-forge anyio

uvloop (🥈39 · ⭐ 12K) - Ultra fast asyncio event loop. Apache-2

- [GitHub](https://github.com/MagicStack/uvloop) (👨‍💻 79 · 🔀 580 · 📥 650 · 📦 220K · 📋 440 - 33% open · ⏱️ 04.05.2026):

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

- [PyPi](https://pypi.org/project/uvloop) (📥 210M / month · 📦 2K · ⏱️ 16.10.2025):

pip install uvloop

- [Conda](https://anaconda.org/conda-forge/uvloop) (📥 3.7M · ⏱️ 07.11.2025):

conda install -c conda-forge uvloop

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

- [GitHub](https://github.com/fastapi/asyncer) (👨‍💻 23 · 🔀 87 · 📦 8.1K · 📋 6 - 16% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/asyncer) (📥 7.4M / month · 📦 280 · ⏱️ 21.02.2026):

pip install asyncer

- [Conda](https://anaconda.org/conda-forge/asyncer) (📥 37K · ⏱️ 21.02.2026):

conda install -c conda-forge asyncer

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

- [GitHub](https://github.com/aiokitchen/aiomisc) (👨‍💻 21 · 🔀 27 · 📦 440 · 📋 29 - 34% open · ⏱️ 01.06.2026):

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

- [PyPi](https://pypi.org/project/aiomisc) (📥 55K / month · 📦 61 · ⏱️ 01.06.2026):

pip install aiomisc

Show 3 hidden projects...

- greenlet (🥈40 · ⭐ 1.8K) - Lightweight in-process concurrent programming. ❗Unlicensed - unsync (🥉22 · ⭐ 900 · 💀) - Unsynchronize asyncio. MIT - stopit (🥉21 · ⭐ 130 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

Configuration

python-dotenv (🥇41 · ⭐ 8.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3

- [GitHub](https://github.com/theskumar/python-dotenv) (👨‍💻 110 · 🔀 520 · 📦 1.7M · 📋 370 - 24% open · ⏱️ 08.06.2026):

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

- [PyPi](https://pypi.org/project/python-dotenv) (📥 610M / month · 📦 37K · ⏱️ 01.03.2026):

pip install python-dotenv

- [Conda](https://anaconda.org/conda-forge/python-dotenv) (📥 12M · ⏱️ 01.03.2026):

conda install -c conda-forge python-dotenv

omegaconf (🥈38 · ⭐ 2.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3

- [GitHub](https://github.com/omry/omegaconf) (👨‍💻 44 · 🔀 160 · 📦 63K · 📋 620 - 11% open · ⏱️ 11.06.2026):

git clone https://github.com/omry/omegaconf

- [PyPi](https://pypi.org/project/omegaconf) (📥 37M / month · 📦 2.5K · ⏱️ 11.06.2026):

pip install omegaconf

- [Conda](https://anaconda.org/conda-forge/omegaconf) (📥 2.4M · ⏱️ 22.04.2025):

conda install -c conda-forge omegaconf

hydra (🥈37 · ⭐ 10K) - Hydra is a framework for elegantly configuring complex applications. MIT

- [GitHub](https://github.com/facebookresearch/hydra) (👨‍💻 130 · 🔀 860 · 📦 44K · 📋 1.5K - 20% open · ⏱️ 10.06.2026):

git clone https://github.com/facebookresearch/hydra

- [PyPi](https://pypi.org/project/hydra) (📥 7.4K / month · 📦 13 · ⏱️ 03.08.2016):

pip install hydra

- [Conda](https://anaconda.org/conda-forge/hydra-core) (📥 1.7M · ⏱️ 22.04.2025):

conda install -c conda-forge hydra-core

traitlets (🥈37 · ⭐ 650) - A lightweight Traits like module. BSD-3

- [GitHub](https://github.com/ipython/traitlets) (👨‍💻 120 · 🔀 210 · 📥 860 · 📦 610K · 📋 310 - 34% open · ⏱️ 03.06.2026):

git clone https://github.com/ipython/traitlets

- [PyPi](https://pypi.org/project/traitlets) (📥 150M / month · 📦 2.2K · ⏱️ 03.06.2026):

pip install traitlets

- [Conda](https://anaconda.org/conda-forge/traitlets) (📥 51M · ⏱️ 03.06.2026):

conda install -c conda-forge traitlets

configobj (🥉29 · ⭐ 340 · 💤) - Python 3+ compatible port of the configobj library. BSD-3

- [GitHub](https://github.com/DiffSK/configobj) (👨‍💻 13 · 🔀 83 · 📥 2.4K · 📦 50K · 📋 180 - 39% open · ⏱️ 06.06.2025):

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

- [PyPi](https://pypi.org/project/configobj) (📥 6.9M / month · 📦 650 · ⏱️ 21.09.2024):

pip install configobj

- [Conda](https://anaconda.org/conda-forge/configobj) (📥 1.2M · ⏱️ 22.04.2025):

conda install -c conda-forge configobj

gin-config (🥉28 · ⭐ 2.2K) - Gin provides a lightweight configuration framework for Python. Apache-2

- [GitHub](https://github.com/google/gin-config) (👨‍💻 26 · 🔀 120 · 📦 13K · 📋 100 - 58% open · ⏱️ 22.04.2026):

git clone https://github.com/google/gin-config

- [PyPi](https://pypi.org/project/gin-config) (📥 530K / month · 📦 75 · ⏱️ 03.11.2021):

pip install gin-config

- [Conda](https://anaconda.org/conda-forge/gin-config) (📥 34K · ⏱️ 22.04.2025):

conda install -c conda-forge gin-config

everett (🥉20 · ⭐ 150 · 💤) - configuration library for python projects. MPL-2.0

- [GitHub](https://github.com/willkg/everett) (👨‍💻 9 · 🔀 14 · 📋 96 - 4% open · ⏱️ 15.10.2025):

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

- [PyPi](https://pypi.org/project/everett) (📥 760K / month · 📦 22 · ⏱️ 15.10.2025):

pip install everett

- [Conda](https://anaconda.org/conda-forge/everett) (📥 110K · ⏱️ 22.04.2025):

conda install -c conda-forge everett

Show 2 hidden projects...

- python-decouple (🥉32 · ⭐ 3K · 💀) - Strict separation of config from code. MIT - Dynaconf (🥉27 · ⭐ 4.3K · 💀) - dynaconf mirror (mainly for stats)- ORIGINAL REPO ON -.. MIT

CLI Development

click (🥇49 · ⭐ 18K) - Python composable command line interface toolkit. BSD-3

- [GitHub](https://github.com/pallets/click) (👨‍💻 450 · 🔀 1.8K · 📥 5.5K · 📦 2.4M · 📋 1.8K - 5% open · ⏱️ 07.06.2026):

git clone https://github.com/pallets/click

- [PyPi](https://pypi.org/project/click) (📥 960M / month · 📦 68K · ⏱️ 22.05.2026):

pip install click

- [Conda](https://anaconda.org/conda-forge/click) (📥 64M · ⏱️ 27.05.2026):

conda install -c conda-forge click

rich (🥇47 · ⭐ 57K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

- [GitHub](https://github.com/Textualize/rich) (👨‍💻 290 · 🔀 2.2K · 📦 540K · 📋 1.6K - 20% open · ⏱️ 12.04.2026):

git clone https://github.com/Textualize/rich

- [PyPi](https://pypi.org/project/rich) (📥 590M / month · 📦 44K · ⏱️ 12.04.2026):

pip install rich

- [Conda](https://anaconda.org/conda-forge/rich) (📥 21M · ⏱️ 12.04.2026):

conda install -c conda-forge rich

Typer (🥈43 · ⭐ 20K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

- [GitHub](https://github.com/fastapi/typer) (👨‍💻 100 · 🔀 900 · 📦 260K · 📋 340 - 0% open · ⏱️ 08.06.2026):

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

- [PyPi](https://pypi.org/project/typer) (📥 380M / month · 📦 27K · ⏱️ 03.06.2026):

pip install typer

- [Conda](https://anaconda.org/conda-forge/typer) (📥 11M · ⏱️ 03.06.2026):

conda install -c conda-forge typer

python-prompt-toolkit (🥈38 · ⭐ 10K) - Library for building powerful interactive command line.. BSD-3

- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (👨‍💻 250 · 🔀 780 · 📋 1.3K - 53% open · ⏱️ 14.05.2026):

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

- [PyPi](https://pypi.org/project/prompt_toolkit) (📥 210M / month · 📦 4.2K · ⏱️ 27.08.2025):

pip install prompt_toolkit

- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (📥 44M · ⏱️ 27.08.2025):

conda install -c conda-forge prompt-toolkit

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

- [GitHub](https://github.com/google/python-fire) (👨‍💻 67 · 🔀 1.5K · 📦 53K · 📋 360 - 42% open · ⏱️ 16.08.2025):

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

- [PyPi](https://pypi.org/project/fire) (📥 24M / month · 📦 3K · ⏱️ 16.08.2025):

pip install fire

- [Conda](https://anaconda.org/conda-forge/fire) (📥 1.5M · ⏱️ 12.09.2025):

conda install -c conda-forge fire

colorama (🥈37 · ⭐ 3.8K) - Simple cross-platform colored terminal text in Python. BSD-3

- [GitHub](https://github.com/tartley/colorama) (👨‍💻 53 · 🔀 270 · 📦 1.4M · 📋 270 - 47% open · ⏱️ 13.05.2026):

git clone https://github.com/tartley/colorama

- [PyPi](https://pypi.org/project/colorama) (📥 420M / month · 📦 15K · ⏱️ 25.10.2022):

pip install colorama

- [Conda](https://anaconda.org/conda-forge/colorama) (📥 67M · ⏱️ 22.04.2025):

conda install -c conda-forge colorama

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

- [GitHub](https://github.com/docopt/docopt) (👨‍💻 34 · 🔀 560 · 📦 150K · 📋 450 - 58% open · ⏱️ 23.06.2025):

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

- [PyPi](https://pypi.org/project/docopt) (📥 17M / month · 📦 3.4K · ⏱️ 16.06.2014):

pip install docopt

- [Conda](https://anaconda.org/conda-forge/docopt) (📥 2.8M · ⏱️ 22.04.2025):

conda install -c conda-forge docopt

argcomplete (🥉33 · ⭐ 1.6K) - Python and tab completion, better together. Apache-2

- [GitHub](https://github.com/kislyuk/argcomplete) (👨‍💻 83 · 🔀 140 · 📥 1.5K · 📦 74K · 📋 300 - 22% open · ⏱️ 02.04.2026):

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

- [PyPi](https://pypi.org/project/argcomplete) (📥 73M / month · 📦 1.8K · ⏱️ 20.10.2025):

pip install argcomplete

- [Conda](https://anaconda.org/conda-forge/argcomplete) (📥 3.5M · ⏱️ 20.10.2025):

conda install -c conda-forge argcomplete

questionary (🥉32 · ⭐ 2.1K) - Python library to build pretty command line user prompts Easy to use.. MIT

- [GitHub](https://github.com/tmbo/questionary) (👨‍💻 58 · 🔀 110 · 📦 23K · 📋 200 - 36% open · ⏱️ 02.06.2026):

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

- [PyPi](https://pypi.org/project/questionary) (📥 19M / month · 📦 1.4K · ⏱️ 28.08.2025):

pip install questionary

- [Conda](https://anaconda.org/conda-forge/questionary) (📥 380K · ⏱️ 08.09.2025):

conda install -c conda-forge questionary

cleo (🥉32 · ⭐ 1.3K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT

- [GitHub](https://github.com/python-poetry/cleo) (👨‍💻 38 · 🔀 89 · 📦 29K · 📋 120 - 30% open · ⏱️ 30.03.2026):

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

- [PyPi](https://pypi.org/project/cleo) (📥 74M / month · 📦 390 · ⏱️ 18.11.2024):

pip install cleo

- [Conda](https://anaconda.org/conda-forge/cleo) (📥 6.8M · ⏱️ 22.04.2025):

conda install -c conda-forge cleo

ConfigArgParse (🥉31 · ⭐ 760) - Drop-in replacement for argparse with added support for config.. MIT

- [GitHub](https://github.com/bw2/ConfigArgParse) (👨‍💻 56 · 🔀 120 · 📦 25K · ⏱️ 05.05.2026):

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

- [PyPi](https://pypi.org/project/configargparse) (📥 19M / month · 📦 770 · ⏱️ 11.03.2026):

pip install configargparse

- [Conda](https://anaconda.org/conda-forge/configargparse) (📥 1.9M · ⏱️ 11.03.2026):

conda install -c conda-forge configargparse

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

- [GitHub](https://github.com/erikrose/blessings) (👨‍💻 17 · 🔀 150 · 📦 11K · 📋 90 - 35% open · ⏱️ 28.08.2025):

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

- [PyPi](https://pypi.org/project/blessings) (📥 1M / month · 📦 460 · ⏱️ 21.06.2018):

pip install blessings

- [Conda](https://anaconda.org/conda-forge/blessings) (📥 470K · ⏱️ 26.08.2025):

conda install -c conda-forge blessings

Click Extra (🥉24 · ⭐ 120) - Drop-in replacement for Click to make user-friendly and.. ❗️GPL-2.0

- [GitHub](https://github.com/kdeldycke/click-extra) (👨‍💻 14 · 🔀 8 · 📥 510 · 📦 130 · 📋 120 - 10% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/click-extra) (📥 66K / month · 📦 47 · ⏱️ 29.05.2026):

pip install click-extra

Show 7 hidden projects...

- wcwidth (🥈34 · ⭐ 460) - Python library that measures the width of strings in a terminal. ❗Unlicensed - asciimatics (🥉30 · ⭐ 4.3K · 💀) - A cross platform package to do curses-like operations, plus.. Apache-2 - docopt-ng (🥉25 · ⭐ 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 (🥉15 · ⭐ 59) - An intelligent toolkit to automatically parse, complete, and format.. MIT

Development Tools

🔗 best-of-python-dev ( ⭐ 1.3K) - A ranked list of awesome python developer tools and libraries. Updated..

Data Caching

cachetools (🥇40 · ⭐ 2.8K) - Extensible memoizing collections and decorators. MIT

- [GitHub](https://github.com/tkem/cachetools) (👨‍💻 22 · 🔀 190 · 📦 700K · 📋 270 - 0% open · ⏱️ 21.05.2026):

git clone https://github.com/tkem/cachetools

- [PyPi](https://pypi.org/project/cachetools) (📥 320M / month · 📦 4.9K · ⏱️ 21.05.2026):

pip install cachetools

- [Conda](https://anaconda.org/conda-forge/cachetools) (📥 21M · ⏱️ 22.05.2026):

conda install -c conda-forge cachetools

aiocache (🥈31 · ⭐ 1.4K) - Asyncio cache manager for redis, memcached and memory. BSD-3

- [GitHub](https://github.com/aio-libs/aiocache) (👨‍💻 51 · 🔀 170 · 📥 86 · 📦 4.9K · 📋 340 - 18% open · ⏱️ 26.05.2026):

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

- [PyPi](https://pypi.org/project/aiocache) (📥 7.7M / month · 📦 150 · ⏱️ 25.09.2024):

pip install aiocache

beaker (🥈29 · ⭐ 550) - WSGI middleware for sessions and caching. BSD-3

- [GitHub](https://github.com/bbangert/beaker) (👨‍💻 94 · 🔀 140 · 📦 6.2K · 📋 150 - 50% open · ⏱️ 30.05.2026):

git clone https://github.com/bbangert/beaker

- [PyPi](https://pypi.org/project/beaker) (📥 170K / month · 📦 94 · ⏱️ 30.05.2026):

pip install beaker

- [Conda](https://anaconda.org/conda-forge/beaker) (📥 160K · ⏱️ 30.05.2026):

conda install -c conda-forge beaker

cachier (🥉27 · ⭐ 660) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

- [GitHub](https://github.com/python-cachier/cachier) (👨‍💻 28 · 🔀 73 · 📥 160 · 📦 600 · 📋 110 - 13% open · ⏱️ 07.06.2026):

git clone https://github.com/shaypal5/cachier

- [PyPi](https://pypi.org/project/cachier) (📥 130K / month · 📦 58 · ⏱️ 26.03.2026):

pip install cachier

Show 2 hidden projects...

- cached-property (🥈29 · ⭐ 700 · 💀) - A decorator for caching properties in classes. BSD-3 - pylibmc (🥉27 · ⭐ 490 · 💀) - A Python wrapper around the libmemcached interface from TangentOrg. 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](https://github.com/kivy/kivy) (👨‍💻 640 · 🔀 3.1K · 📥 45K · 📦 18K · 📋 5.3K - 15% open · ⏱️ 03.06.2026):

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

- [PyPi](https://pypi.org/project/kivy) (📥 250K / month · 📦 360 · ⏱️ 26.12.2024):

pip install kivy

- [Conda](https://anaconda.org/conda-forge/kivy) (📥 660K · ⏱️ 29.03.2026):

conda install -c conda-forge kivy

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

- [GitHub](https://github.com/hoffstadt/DearPyGui) (👨‍💻 76 · 🔀 780 · 📦 4.4K · 📋 1.6K - 24% open · ⏱️ 13.05.2026):

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

- [PyPi](https://pypi.org/project/dearpygui) (📥 180K / month · 📦 210 · ⏱️ 01.05.2026):

pip install dearpygui

toga (🥈33 · ⭐ 5.4K) - A Python native, OS native GUI toolkit. BSD-3

- [GitHub](https://github.com/beeware/toga) (👨‍💻 340 · 🔀 810 · 📥 10K · 📦 3 · 📋 1.3K - 22% open · ⏱️ 09.06.2026):

git clone https://github.com/beeware/toga

- [PyPi](https://pypi.org/project/toga) (📥 10K / month · 📦 46 · ⏱️ 06.05.2026):

pip install toga

- [npm](https://www.npmjs.com/package/@pybee/toga) (📥 43 / month · 📦 5 · ⏱️ 23.04.2017):

npm install @pybee/toga

Gooey (🥉30 · ⭐ 22K) - Turn (almost) any Python command line program into a full GUI application.. MIT

- [GitHub](https://github.com/chriskiehl/Gooey) (👨‍💻 100 · 🔀 1K · 📥 980 · 📦 1.1K · 📋 640 - 26% open · ⏱️ 12.03.2026):

git clone https://github.com/chriskiehl/Gooey

- [PyPi](https://pypi.org/project/gooey) (📥 6.6K / month · 📦 100 · ⏱️ 29.01.2022):

pip install gooey

- [Conda](https://anaconda.org/conda-forge/gooey) (📥 140K · ⏱️ 26.03.2026):

conda install -c conda-forge gooey

Eel (🥉26 · ⭐ 6.8K · 💤) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT

- [GitHub](https://github.com/python-eel/Eel) (👨‍💻 49 · 🔀 610 · 📋 550 - 34% open · ⏱️ 22.06.2025):

git clone https://github.com/ChrisKnott/Eel

- [PyPi](https://pypi.org/project/eel) (📥 73K / month · 📦 110 · ⏱️ 22.06.2025):

pip install eel

Show 4 hidden projects...

- PySimpleGUI (🥈35 · ⭐ 14K) - PySimpleGUI is a Python package that enables Python.. ❗️PySimpleGUI License - 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 ( ⭐ 24K) - Collection of computer vision and image processing..

Show 1 hidden projects...

- Pipeless (🥇16 · ⭐ 850 · 💀) - An open-source framework to create and deploy computer vision.. Apache-2

Machine Learning & Data Engineering

🔗 best-of-ml-python ( ⭐ 24K) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

🔗 best-of-ml-python - NLP ( ⭐ 24K) - Collection of text processing and NLP libraries.

chardet (🥇40 · ⭐ 2.6K) - Python character encoding detector. ❗️0BSD

- [GitHub](https://github.com/chardet/chardet) (👨‍💻 55 · 🔀 300 · 📦 970K · ⏱️ 05.05.2026):

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

- [PyPi](https://pypi.org/project/chardet) (📥 180M / month · 📦 7.1K · ⏱️ 13.04.2026):

pip install chardet

- [Conda](https://anaconda.org/conda-forge/chardet) (📥 33M · ⏱️ 14.04.2026):

conda install -c conda-forge chardet

- [npm](https://www.npmjs.com/package/@pypi/chardet) (📥 110 / month · 📦 7 · ⏱️ 20.08.2017):

npm install @pypi/chardet

phonenumbers (🥇36 · ⭐ 3.7K) - Python port of Googles libphonenumber. Apache-2

- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (👨‍💻 33 · 🔀 440 · 📋 200 - 6% open · ⏱️ 05.06.2026):

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

- [PyPi](https://pypi.org/project/phonenumbers) (📥 33M / month · 📦 900 · ⏱️ 05.06.2026):

pip install phonenumbers

- [Conda](https://anaconda.org/conda-forge/phonenumbers) (📥 2.2M · ⏱️ 05.06.2026):

conda install -c conda-forge phonenumbers

emoji (🥈34 · ⭐ 2K · 💤) - emoji terminal output for Python. BSD-3

- [GitHub](https://github.com/carpedm20/emoji) (👨‍💻 70 · 🔀 290 · 📦 92K · 📋 180 - 12% open · ⏱️ 21.09.2025):

git clone https://github.com/carpedm20/emoji

- [PyPi](https://pypi.org/project/emoji) (📥 16M / month · 📦 1.3K · ⏱️ 21.09.2025):

pip install emoji

- [Conda](https://anaconda.org/conda-forge/emoji) (📥 250K · ⏱️ 21.09.2025):

conda install -c conda-forge emoji

python-slugify (🥈34 · ⭐ 1.6K) - Returns unicode slugs. MIT

- [GitHub](https://github.com/un33k/python-slugify) (👨‍💻 40 · 🔀 120 · 📦 120K · 📋 88 - 12% open · ⏱️ 07.01.2026):

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

- [PyPi](https://pypi.org/project/python-slugify) (📥 79M / month · 📦 1.5K · ⏱️ 08.02.2024):

pip install python-slugify

- [Conda](https://anaconda.org/conda-forge/python-slugify) (📥 3.7M · ⏱️ 22.04.2025):

conda install -c conda-forge python-slugify

inflect (🥈33 · ⭐ 1.1K) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT

- [GitHub](https://github.com/jaraco/inflect) (👨‍💻 60 · 🔀 110 · 📦 36K · 📋 130 - 29% open · ⏱️ 13.04.2026):

git clone https://github.com/jaraco/inflect

- [PyPi](https://pypi.org/project/inflect) (📥 26M / month · 📦 720 · ⏱️ 28.12.2024):

pip install inflect

- [Conda](https://anaconda.org/conda-forge/inflect) (📥 770K · ⏱️ 22.04.2025):

conda install -c conda-forge inflect

pyahocorasick (🥉31 · ⭐ 1.1K) - Python module (C extension and plain python) implementing Aho-.. BSD-3

- [GitHub](https://github.com/WojciechMula/pyahocorasick) (👨‍💻 33 · 🔀 140 · 📥 970 · 📦 4.3K · 📋 150 - 21% open · ⏱️ 27.04.2026):

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

- [PyPi](https://pypi.org/project/pyahocorasick) (📥 7.3M / month · 📦 270 · ⏱️ 27.04.2026):

pip install pyahocorasick

- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (📥 530K · ⏱️ 18.12.2025):

conda install -c conda-forge pyahocorasick

coolname (🥉29 · ⭐ 180) - Random Name and Slug Generator. BSD-2

- [GitHub](https://github.com/alexanderlukanin13/coolname) (👨‍💻 7 · 🔀 16 · 📦 4.2K · 📋 12 - 8% open · ⏱️ 23.04.2026):

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

- [PyPi](https://pypi.org/project/coolname) (📥 7.5M / month · 📦 170 · ⏱️ 23.04.2026):

pip install coolname

- [Conda](https://anaconda.org/conda-forge/coolname) (📥 210K · ⏱️ 29.05.2026):

conda install -c conda-forge coolname

price-parser (🥉20 · ⭐ 350) - Extract price amount and currency symbol from a raw text string. BSD-3

- [GitHub](https://github.com/scrapinghub/price-parser) (👨‍💻 19 · 🔀 54 · 📋 42 - 61% open · ⏱️ 19.03.2026):

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

- [PyPi](https://pypi.org/project/price-parser) (📥 630K / month · 📦 40 · ⏱️ 19.03.2026):

pip install price-parser

Show 3 hidden projects...

- humanize (🥉31 · ⭐ 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 · ⭐ 9.8K) - Boto3, an AWS SDK for Python. Apache-2

- [GitHub](https://github.com/boto/boto3) (👨‍💻 170 · 🔀 2K · 📦 600K · 📋 3.7K - 5% open · ⏱️ 10.06.2026):

git clone https://github.com/boto/boto3

- [PyPi](https://pypi.org/project/boto3) (📥 3.2B / month · 📦 21K · ⏱️ 10.06.2026):

pip install boto3

- [Conda](https://anaconda.org/conda-forge/boto3) (📥 32M · ⏱️ 10.06.2026):

conda install -c conda-forge boto3

google-cloud-storage (🥇47 · ⭐ 5.3K) - Google Cloud Client Libraries for Python. Apache-2

- [GitHub](https://github.com/googleapis/google-cloud-python) (👨‍💻 1.1K · 🔀 1.7K · 📦 2.6K · 📋 5.3K - 9% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/google-cloud-storage) (📥 240M / month · 📦 3.1K · ⏱️ 03.06.2026):

pip install google-cloud-storage

- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (📥 7M · ⏱️ 04.06.2026):

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

redis (🥇44 · ⭐ 14K) - Redis Python client. MIT

- [GitHub](https://github.com/redis/redis-py) (👨‍💻 550 · 🔀 2.7K · 📋 1.9K - 3% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/redis) (📥 240M / month · 📦 12K · ⏱️ 05.06.2026):

pip install redis

- [Conda](https://anaconda.org/conda-forge/redis-py) (📥 2.2M · ⏱️ 29.05.2026):

conda install -c conda-forge redis-py

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

- [GitHub](https://github.com/coleifer/peewee) (👨‍💻 160 · 🔀 1.4K · 📦 52K · 📋 2.5K - 0% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/peewee) (📥 36M / month · 📦 1.3K · ⏱️ 11.06.2026):

pip install peewee

- [Conda](https://anaconda.org/conda-forge/peewee) (📥 2M · ⏱️ 20.05.2026):

conda install -c conda-forge peewee

azure-storage-blob (🥇44 · ⭐ 5.6K) - This repository is for active development of the Azure SDK.. MIT

- [GitHub](https://github.com/Azure/azure-sdk-for-python) (👨‍💻 1.1K · 🔀 3.3K · 📦 2.7K · 📋 13K - 9% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/azure-storage-blob) (📥 130M / month · 📦 1.9K · ⏱️ 08.06.2026):

pip install azure-storage-blob

- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (📥 1.7M · ⏱️ 08.06.2026):

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

kafka-python (🥇43 · ⭐ 5.9K) - Python client for Apache Kafka. Apache-2

- [GitHub](https://github.com/dpkp/kafka-python) (👨‍💻 240 · 🔀 1.5K · 📥 1.9K · 📦 37K · 📋 1.5K - 2% open · ⏱️ 11.06.2026):

git clone https://github.com/dpkp/kafka-python

- [PyPi](https://pypi.org/project/kafka-python) (📥 25M / month · 📦 1.1K · ⏱️ 03.06.2026):

pip install kafka-python

- [Conda](https://anaconda.org/conda-forge/kafka-python) (📥 520K · ⏱️ 04.06.2026):

conda install -c conda-forge kafka-python

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

- [GitHub](https://github.com/elastic/elasticsearch-py) (👨‍💻 230 · 🔀 1.2K · 📥 5.7K · 📦 65K · 📋 1.2K - 5% open · ⏱️ 05.06.2026):

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

- [PyPi](https://pypi.org/project/elasticsearch) (📥 53M / month · 📦 2.2K · ⏱️ 26.05.2026):

pip install elasticsearch

- [Conda](https://anaconda.org/conda-forge/elasticsearch) (📥 1.8M · ⏱️ 27.05.2026):

conda install -c conda-forge elasticsearch

PyMySQL (🥈41 · ⭐ 7.8K) - MySQL client library for Python. MIT

- [GitHub](https://github.com/PyMySQL/PyMySQL) (👨‍💻 130 · 🔀 1.4K · 📦 290K · 📋 680 - 2% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/PyMySQL) (📥 85M / month · 📦 2.7K · ⏱️ 19.05.2026):

pip install PyMySQL

- [Conda](https://anaconda.org/conda-forge/pymysql) (📥 2.3M · ⏱️ 19.05.2026):

conda install -c conda-forge pymysql

alembic (🥈41 · ⭐ 4.2K) - A database migrations tool for SQLAlchemy. MIT

- [GitHub](https://github.com/sqlalchemy/alembic) (👨‍💻 220 · 🔀 330 · 📦 340K · 📋 1.2K - 9% open · ⏱️ 31.05.2026):

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

- [PyPi](https://pypi.org/project/alembic) (📥 180M / month · 📦 3K · ⏱️ 10.02.2026):

pip install alembic

- [Conda](https://anaconda.org/conda-forge/alembic) (📥 10M · ⏱️ 11.02.2026):

conda install -c conda-forge alembic

sqlmodel (🥈39 · ⭐ 18K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic

- [GitHub](https://github.com/fastapi/sqlmodel) (👨‍💻 110 · 🔀 830 · 📦 32K · 📋 350 - 0% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/sqlmodel) (📥 18M / month · 📦 1.5K · ⏱️ 02.04.2026):

pip install sqlmodel

- [Conda](https://anaconda.org/conda-forge/sqlmodel) (📥 200K · ⏱️ 03.04.2026):

conda install -c conda-forge sqlmodel

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

- [GitHub](https://github.com/mongodb/mongo-python-driver) (👨‍💻 240 · 🔀 1.1K · 📥 5.4K · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/pymongo) (📥 110M / month · 📦 6.4K · ⏱️ 20.04.2026):

pip install pymongo

- [Conda](https://anaconda.org/conda-forge/pymongo) (📥 6.5M · ⏱️ 21.04.2026):

conda install -c conda-forge pymongo

confluent-kafka-python (🥈39 · ⭐ 480) - Confluents Kafka Python Client. Apache-2

- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (👨‍💻 140 · 🔀 950 · 📦 17K · 📋 1.3K - 15% open · ⏱️ 05.06.2026):

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

- [PyPi](https://pypi.org/project/confluent-kafka) (📥 55M / month · 📦 970 · ⏱️ 03.06.2026):

pip install confluent-kafka

- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (📥 1.9M · ⏱️ 03.06.2026):

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

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

- [GitHub](https://github.com/aws/aws-sdk-pandas) (👨‍💻 180 · 🔀 730 · 📥 440K · 📦 2.5K · 📋 1.3K - 2% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/awswrangler) (📥 80M / month · 📦 140 · ⏱️ 07.05.2026):

pip install awswrangler

- [Conda](https://anaconda.org/conda-forge/awswrangler) (📥 850K · ⏱️ 21.05.2026):

conda install -c conda-forge awswrangler

Ibis (🥈37 · ⭐ 6.6K) - the portable Python dataframe library. Apache-2

- [GitHub](https://github.com/ibis-project/ibis) (👨‍💻 520 · 🔀 720 · 📥 500 · 📦 5.3K · 📋 3.7K - 13% open · ⏱️ 05.06.2026):

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

- [PyPi](https://pypi.org/project/ibis-framework) (📥 1.9M / month · 📦 130 · ⏱️ 07.02.2026):

pip install ibis-framework

- [Conda](https://anaconda.org/conda-forge/ibis-framework) (📥 930K · ⏱️ 01.06.2026):

conda install -c conda-forge ibis-framework

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

- [GitHub](https://github.com/MongoEngine/mongoengine) (👨‍💻 400 · 🔀 1.2K · 📦 28K · 📋 1.8K - 19% open · ⏱️ 02.09.2025):

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

- [PyPi](https://pypi.org/project/mongoengine) (📥 2.3M / month · 📦 450 · ⏱️ 10.03.2026):

pip install mongoengine

- [Conda](https://anaconda.org/conda-forge/mongoengine) (📥 650K · ⏱️ 10.03.2026):

conda install -c conda-forge mongoengine

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

- [GitHub](https://github.com/fsspec/s3fs) (👨‍💻 160 · 🔀 290 · 📦 28K · 📋 550 - 32% open · ⏱️ 04.06.2026):

git clone https://github.com/fsspec/s3fs

- [PyPi](https://pypi.org/project/s3fs) (📥 630M / month · 📦 1.9K · ⏱️ 29.04.2026):

pip install s3fs

- [Conda](https://anaconda.org/conda-forge/s3fs) (📥 11M · ⏱️ 30.04.2026):

conda install -c conda-forge s3fs

s3transfer (🥈37 · ⭐ 230) - Amazon S3 Transfer Manager for Python. Apache-2

- [GitHub](https://github.com/boto/s3transfer) (👨‍💻 48 · 🔀 150 · 📦 380K · 📋 110 - 60% open · ⏱️ 09.06.2026):

git clone https://github.com/boto/s3transfer

- [PyPi](https://pypi.org/project/s3transfer) (📥 820M / month · 📦 920 · ⏱️ 28.05.2026):

pip install s3transfer

- [Conda](https://anaconda.org/conda-forge/s3transfer) (📥 28M · ⏱️ 29.05.2026):

conda install -c conda-forge s3transfer

tortoise-orm (🥈36 · ⭐ 5.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

- [GitHub](https://github.com/tortoise/tortoise-orm) (👨‍💻 180 · 🔀 480 · 📥 21 · 📦 11K · 📋 1.3K - 38% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/tortoise-orm) (📥 590K / month · 📦 340 · ⏱️ 21.03.2026):

pip install tortoise-orm

- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (📥 63K · ⏱️ 22.03.2026):

conda install -c conda-forge tortoise-orm

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

- [GitHub](https://github.com/PyMySQL/mysqlclient) (👨‍💻 92 · 🔀 450 · 📥 5.4K · 📦 210K · 📋 350 - 2% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/mysqlclient) (📥 23M / month · 📦 1.1K · ⏱️ 10.02.2026):

pip install mysqlclient

- [Conda](https://anaconda.org/conda-forge/mysqlclient) (📥 890K · ⏱️ 03.03.2026):

conda install -c conda-forge mysqlclient

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

- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (👨‍💻 630 · 🔀 1.7K):

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

- [PyPi](https://pypi.org/project/SQLAlchemy) (📥 370M / month · 📦 20K · ⏱️ 24.05.2026):

pip install SQLAlchemy

- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (📥 28M · ⏱️ 24.05.2026):

conda install -c conda-forge sqlalchemy

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

- [GitHub](https://github.com/prometheus/client_python) (👨‍💻 180 · 🔀 850 · 📋 610 - 21% open · ⏱️ 02.06.2026):

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

- [PyPi](https://pypi.org/project/prometheus_client) (📥 160M / month · 📦 3.7K · ⏱️ 09.04.2026):

pip install prometheus_client

- [Conda](https://anaconda.org/conda-forge/prometheus_client) (📥 25M · ⏱️ 09.04.2026):

conda install -c conda-forge prometheus_client

pandas-gbq (🥈34 · ⭐ 5.3K) - This library has moved to https://github.com/googleapis/google-.. BSD-3

- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (👨‍💻 60 · 🔀 1.7K · 📥 610 · ⏱️ 13.03.2026):

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

- [PyPi](https://pypi.org/project/pandas-gbq) (📥 31M / month · 📦 280 · ⏱️ 10.04.2026):

pip install pandas-gbq

- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (📥 2.5M · ⏱️ 01.05.2025):

conda install -c conda-forge pandas-gbq

dataset (🥈34 · ⭐ 4.9K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT

- [GitHub](https://github.com/pudo/dataset) (👨‍💻 81 · 🔀 300 · 📦 5.1K · 📋 300 - 7% open · ⏱️ 12.04.2026):

git clone https://github.com/pudo/dataset

- [PyPi](https://pypi.org/project/dataset) (📥 2M / month · 📦 150 · ⏱️ 12.04.2026):

pip install dataset

- [Conda](https://anaconda.org/conda-forge/dataset) (📥 19K · ⏱️ 17.09.2025):

conda install -c conda-forge dataset

PyPika (🥈34 · ⭐ 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2

- [GitHub](https://github.com/kayak/pypika) (👨‍💻 120 · 🔀 330 · 📦 46K · 📋 500 - 46% open · ⏱️ 04.02.2026):

git clone https://github.com/kayak/pypika

- [PyPi](https://pypi.org/project/pypika) (📥 13M / month · 📦 230 · ⏱️ 04.02.2026):

pip install pypika

- [Conda](https://anaconda.org/conda-forge/pypika) (📥 100K · ⏱️ 02.02.2026):

conda install -c conda-forge pypika

Motor (🥈34 · ⭐ 2.5K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

- [GitHub](https://github.com/mongodb/motor) (👨‍💻 65 · 🔀 210 · 📥 170 · 📦 130K · ⏱️ 08.06.2026):

git clone https://github.com/mongodb/motor

- [PyPi](https://pypi.org/project/motor) (📥 9.6M / month · 📦 750 · ⏱️ 14.05.2025):

pip install motor

- [Conda](https://anaconda.org/conda-forge/motor) (📥 140K · ⏱️ 15.05.2025):

conda install -c conda-forge motor

Cassandra Driver (🥈34 · ⭐ 1.4K) - Python Driver for Apache Cassandra. Apache-2

- [GitHub](https://github.com/apache/cassandra-python-driver) (👨‍💻 220 · 🔀 580 · 📦 11K · ⏱️ 04.06.2026):

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

- [PyPi](https://pypi.org/project/cassandra-driver) (📥 8.7M / month · 📦 310 · ⏱️ 16.04.2026):

pip install cassandra-driver

- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (📥 600K · ⏱️ 22.10.2025):

conda install -c conda-forge cassandra-driver

python-bigquery (🥈34 · ⭐ 800) - This library has moved to.. Apache-2

- [GitHub](https://github.com/googleapis/python-bigquery) (👨‍💻 180 · 🔀 330 · ⏱️ 06.03.2026):

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

- [PyPi](https://pypi.org/project/google-cloud-bigquery) (📥 150M / month · 📦 1.6K · ⏱️ 30.03.2026):

pip install google-cloud-bigquery

- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (📥 3.9M · ⏱️ 31.03.2026):

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

libcloud (🥉33 · ⭐ 2.1K) - Apache Libcloud is a Python library that hides differences between.. Apache-2

- [GitHub](https://github.com/apache/libcloud) (👨‍💻 500 · 🔀 930 · 📋 240 - 43% open · ⏱️ 07.05.2026):

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

- [PyPi](https://pypi.org/project/apache-libcloud) (📥 920K / month · 📦 190 · ⏱️ 21.04.2026):

pip install apache-libcloud

google-cloud-bigtable (🥉32 · ⭐ 5.3K) - This library has moved to.. Apache-2

- [GitHub](https://github.com/googleapis/python-bigtable) (👨‍💻 80 · 🔀 1.7K · ⏱️ 01.04.2026):

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

- [PyPi](https://pypi.org/project/google-cloud-bigtable) (📥 84M / month · 📦 63 · ⏱️ 07.05.2026):

pip install google-cloud-bigtable

- [Conda](https://anaconda.org/conda-forge/google-cloud-bigtable) (📥 230K · ⏱️ 08.05.2026):

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

Pony (🥉32 · ⭐ 3.8K) - Pony Object Relational Mapper. Apache-2

- [GitHub](https://github.com/ponyorm/pony) (👨‍💻 33 · 🔀 250 · 📥 250 · 📦 4.6K · 📋 700 - 51% open · ⏱️ 27.05.2026):

git clone https://github.com/ponyorm/pony

- [PyPi](https://pypi.org/project/pony) (📥 430K / month · 📦 170 · ⏱️ 27.08.2024):

pip install pony

- [Conda](https://anaconda.org/conda-forge/pony) (📥 250K · ⏱️ 22.04.2025):

conda install -c conda-forge pony

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

- [GitHub](https://github.com/pynamodb/PynamoDB) (👨‍💻 120 · 🔀 430 · 📦 2K · 📋 700 - 45% open · ⏱️ 24.04.2026):

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

- [PyPi](https://pypi.org/project/pynamodb) (📥 5M / month · 📦 86 · ⏱️ 02.06.2025):

pip install pynamodb

- [Conda](https://anaconda.org/conda-forge/pynamodb) (📥 3.5M · ⏱️ 02.06.2025):

conda install -c conda-forge pynamodb

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

- [GitHub](https://github.com/nithinmurali/pygsheets) (👨‍💻 99 · 🔀 220 · 📦 3.1K · 📋 410 - 16% open · ⏱️ 10.06.2025):

git clone https://github.com/nithinmurali/pygsheets

- [PyPi](https://pypi.org/project/pygsheets) (📥 2.3M / month · 📦 77 · ⏱️ 30.11.2022):

pip install pygsheets

minio (🥉31 · ⭐ 1.1K) - MinIO Client SDK for Python. Apache-2

- [GitHub](https://github.com/minio/minio-py) (👨‍💻 140 · 🔀 370 · 📋 620 - 0% open · ⏱️ 27.05.2026):

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

- [PyPi](https://pypi.org/project/minio) (📥 11M / month · 📦 820 · ⏱️ 27.11.2025):

pip install minio

- [Conda](https://anaconda.org/conda-forge/minio) (📥 360K · ⏱️ 27.11.2025):

conda install -c conda-forge minio

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

- [GitHub](https://github.com/piccolo-orm/piccolo) (👨‍💻 53 · 🔀 100 · 📦 530 · 📋 550 - 7% open · ⏱️ 26.05.2026):

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

- [PyPi](https://pypi.org/project/piccolo) (📥 200K / month · 📦 18 · ⏱️ 11.05.2026):

pip install piccolo

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

- [GitHub](https://github.com/neo4j/neo4j-python-driver) (👨‍💻 44 · 🔀 210 · 📋 270 - 1% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/neo4j-driver) (📥 110K / month · 📦 65 · ⏱️ 04.05.2026):

pip install neo4j-driver

- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (📥 470K · ⏱️ 04.05.2026):

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

pysolr (🥉30 · ⭐ 700) - Pysolr Python Solr client. BSD-3

- [GitHub](https://github.com/django-haystack/pysolr) (👨‍💻 76 · 🔀 340 · 📦 4K · 📋 160 - 15% open · ⏱️ 09.06.2026):

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

- [PyPi](https://pypi.org/project/pysolr) (📥 300K / month · 📦 87 · ⏱️ 18.11.2025):

pip install pysolr

- [Conda](https://anaconda.org/conda-forge/pysolr) (📥 98K · ⏱️ 18.11.2025):

conda install -c conda-forge pysolr

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

- [GitHub](https://github.com/kennethreitz/records) (👨‍💻 52 · 🔀 570 · 📦 1.3K · 📋 130 - 31% open · ⏱️ 09.02.2026):

git clone https://github.com/kennethreitz/records

- [PyPi](https://pypi.org/project/records) (📥 310K / month · 📦 47 · ⏱️ 29.03.2024):

pip install records

- [Conda](https://anaconda.org/conda-forge/records) (📥 97K · ⏱️ 22.04.2025):

conda install -c conda-forge records

ODMantic (🥉28 · ⭐ 1.2K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC

- [GitHub](https://github.com/art049/odmantic) (👨‍💻 23 · 🔀 95 · 📦 3.6K · 📋 210 - 56% open · ⏱️ 25.01.2026):

git clone https://github.com/art049/odmantic

- [PyPi](https://pypi.org/project/odmantic) (📥 98K / month · 📦 24 · ⏱️ 24.01.2026):

pip install odmantic

HappyBase (🥉27 · ⭐ 610) - [UNMAINTAINED] A developer-friendly Python library to interact with.. MIT

- [GitHub](https://github.com/python-happybase/happybase) (👨‍💻 22 · 🔀 160 · 📦 1K · 📋 220 - 15% open · ⏱️ 16.03.2026):

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

- [PyPi](https://pypi.org/project/happybase) (📥 71K / month · 📦 44 · ⏱️ 26.09.2025):

pip install happybase

- [Conda](https://anaconda.org/conda-forge/happybase) (📥 340K · ⏱️ 22.04.2025):

conda install -c conda-forge happybase

umongo (🥉27 · ⭐ 450) - sync/async MongoDB ODM, yes. MIT

- [GitHub](https://github.com/Scille/umongo) (👨‍💻 19 · 🔀 68 · 📦 26K · 📋 210 - 23% open · ⏱️ 01.06.2026):

git clone https://github.com/Scille/umongo

- [PyPi](https://pypi.org/project/umongo) (📥 36K / month · 📦 10 · ⏱️ 01.03.2026):

pip install umongo

- [Conda](https://anaconda.org/conda-forge/umongo) (📥 14K · ⏱️ 22.04.2025):

conda install -c conda-forge umongo

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

- [GitHub](https://github.com/amol-/depot) (👨‍💻 21 · 🔀 43 · 📦 1.5K · 📋 50 - 18% open · ⏱️ 25.03.2026):

git clone https://github.com/amol-/depot

- [PyPi](https://pypi.org/project/filedepot) (📥 17K / month · 📦 12 · ⏱️ 22.02.2024):

pip install filedepot

PugSQL (🥉21 · ⭐ 780) - A HugSQL-inspired database library for Python. Apache-2

- [GitHub](https://github.com/mcfunley/pugsql) (👨‍💻 14 · 🔀 31 · 📥 49 · 📦 84 · 📋 54 - 48% open · ⏱️ 04.12.2025):

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

- [PyPi](https://pypi.org/project/pugsql) (📥 30K / month · 📦 3 · ⏱️ 04.12.2025):

pip install pugsql

psycopg3 (🥉20 · ⭐ 2.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0

- [GitHub](https://github.com/psycopg/psycopg) (👨‍💻 99 · 🔀 240 · 📋 690 - 6% open · ⏱️ 07.06.2026):

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

Show 21 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 - Elasticsearch DSL (🥉33 · ⭐ 3.9K · 💀) - High level Python client for Elasticsearch. Apache-2 - SQLAlchemy-Utils (🥉33 · ⭐ 1.3K) - Various utility functions and datatypes for SQLAlchemy. ❗Unlicensed - cx-Oracle (🥉31 · ⭐ 900 · 💀) - Obsolete Python interface to Oracle Database, now superseded by.. BSD-3 - gino (🥉29 · ⭐ 2.8K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - influxdb (🥉29 · ⭐ 1.7K · 💀) - Python client for InfluxDB. MIT - mongo-connector (🥉28 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - redis-py-cluster (🥉28 · ⭐ 1.1K · 💀) - Python cluster client for the official redis cluster... MIT - Databases (🥉27 · ⭐ 4K · 💀) - Async database support for Python. BSD-3 - prisma (🥉24 · ⭐ 2.1K · 💀) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - cloudant (🥉24 · ⭐ 160 · 💀) - A Python library for Cloudant and CouchDB. Apache-2 - pyhdb (🥉22 · ⭐ 320 · 💀) - SAP HANA Connector in pure Python. Apache-2 - aioprometheus (🥉22 · ⭐ 190 · 💀) - A Prometheus Python client library for asyncio-based.. MIT - py2neo (🥉22 · ⭐ 32 · 💀) - 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 - PyMODM (🥉18 · ⭐ 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 - gsheets-db-api (🥉15 · ⭐ 220 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT

Data Loading & Extraction

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

Datasets (🥇45 · ⭐ 22K) - The largest hub of ready-to-use datasets for AI models with fast,.. Apache-2

- [GitHub](https://github.com/huggingface/datasets) (👨‍💻 680 · 🔀 3.2K · 📦 130K · 📋 3.5K - 31% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/datasets) (📥 120M / month · 📦 6.4K · ⏱️ 05.06.2026):

pip install datasets

- [Conda](https://anaconda.org/conda-forge/datasets) (📥 3M · ⏱️ 05.06.2026):

conda install -c conda-forge datasets

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

- [GitHub](https://github.com/joke2k/faker) (👨‍💻 670 · 🔀 2.1K · 📦 300K · 📋 840 - 2% open · ⏱️ 10.06.2026):

git clone https://github.com/joke2k/faker

- [PyPi](https://pypi.org/project/Faker) (📥 70M / month · 📦 3.3K · ⏱️ 10.06.2026):

pip install Faker

- [Conda](https://anaconda.org/conda-forge/faker) (📥 2M · ⏱️ 11.06.2026):

conda install -c conda-forge faker

xlwings (🥇38 · ⭐ 3.4K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3

- [GitHub](https://github.com/xlwings/xlwings) (👨‍💻 67 · 🔀 530 · 📥 12K · 📦 34K · 📋 2K - 20% open · ⏱️ 09.06.2026):

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

- [PyPi](https://pypi.org/project/xlwings) (📥 870K / month · 📦 300 · ⏱️ 09.06.2026):

pip install xlwings

- [Conda](https://anaconda.org/conda-forge/xlwings) (📥 1.9M · ⏱️ 10.06.2026):

conda install -c conda-forge xlwings

gdown (🥇37 · ⭐ 5.3K) - Google Drive public file downloader when curl/wget fails. MIT

- [GitHub](https://github.com/wkentaro/gdown) (👨‍💻 26 · 🔀 420 · 📦 59K · 📋 190 - 1% open · ⏱️ 10.06.2026):

git clone https://github.com/wkentaro/gdown

- [PyPi](https://pypi.org/project/gdown) (📥 3.5M / month · 📦 1.5K · ⏱️ 30.05.2026):

pip install gdown

- [Conda](https://anaconda.org/conda-forge/gdown) (📥 540K · ⏱️ 30.05.2026):

conda install -c conda-forge gdown

Tablib (🥈36 · ⭐ 4.8K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

- [GitHub](https://github.com/jazzband/tablib) (👨‍💻 140 · 🔀 600 · 📦 130K · 📋 270 - 13% open · ⏱️ 20.05.2026):

git clone https://github.com/jazzband/tablib

- [PyPi](https://pypi.org/project/tablib) (📥 4.7M / month · 📦 210 · ⏱️ 15.10.2025):

pip install tablib

- [Conda](https://anaconda.org/conda-forge/tablib) (📥 320K · ⏱️ 15.10.2025):

conda install -c conda-forge tablib

python-magic (🥈36 · ⭐ 2.9K) - A python wrapper for libmagic. MIT

- [GitHub](https://github.com/ahupp/python-magic) (👨‍💻 67 · 🔀 300 · 📦 86K · 📋 230 - 11% open · ⏱️ 11.05.2026):

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

- [PyPi](https://pypi.org/project/python-magic) (📥 26M / month · 📦 1.5K · ⏱️ 07.06.2022):

pip install python-magic

- [Conda](https://anaconda.org/conda-forge/python-magic) (📥 830K · ⏱️ 22.04.2025):

conda install -c conda-forge python-magic

xmltodict (🥈35 · ⭐ 5.7K · 📉) - Python module that makes working with XML feel like you are.. MIT

- [GitHub](https://github.com/martinblech/xmltodict) (👨‍💻 57 · 🔀 470 · 📥 110 · 📦 88K · 📋 270 - 0% open · ⏱️ 23.03.2026):

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

- [PyPi](https://pypi.org/project/xmltodict) (📥 120M / month · 📦 3.9K · ⏱️ 22.02.2026):

pip install xmltodict

- [Conda](https://anaconda.org/conda-forge/xmltodict) (📥 6.7M · ⏱️ 22.02.2026):

conda install -c conda-forge xmltodict

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

- [GitHub](https://github.com/piskvorky/smart_open) (👨‍💻 130 · 🔀 390 · 📥 120 · 📋 420 - 3% open · ⏱️ 29.05.2026):

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

- [PyPi](https://pypi.org/project/smart-open) (📥 65M / month · 📦 700 · ⏱️ 09.05.2026):

pip install smart-open

- [Conda](https://anaconda.org/conda-forge/smart_open) (📥 4.6M · ⏱️ 09.05.2026):

conda install -c conda-forge smart_open

textract (🥈33 · ⭐ 4.6K) - extract text from any document. no muss. no fuss. MIT

- [GitHub](https://github.com/deanmalmgren/textract) (👨‍💻 48 · 🔀 670 · 📦 4.9K · 📋 290 - 41% open · ⏱️ 07.05.2026):

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

- [PyPi](https://pypi.org/project/textract) (📥 440K / month · 📦 92 · ⏱️ 27.04.2026):

pip install textract

- [Conda](https://anaconda.org/conda-forge/textract) (📥 130K · ⏱️ 28.04.2026):

conda install -c conda-forge textract

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

- [GitHub](https://github.com/python-excel/xlrd) (👨‍💻 52 · 🔀 440 · 📦 250K · ⏱️ 14.06.2025):

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

- [PyPi](https://pypi.org/project/xlrd) (📥 67M / month · 📦 3.5K · ⏱️ 14.06.2025):

pip install xlrd

- [Conda](https://anaconda.org/conda-forge/xlrd) (📥 5.4M · ⏱️ 26.08.2025):

conda install -c conda-forge xlrd

Intake (🥈33 · ⭐ 1.1K) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

- [GitHub](https://github.com/intake/intake) (👨‍💻 95 · 🔀 150 · 📦 3.6K · 📋 400 - 28% open · ⏱️ 25.05.2026):

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

- [PyPi](https://pypi.org/project/intake) (📥 700K / month · 📦 230 · ⏱️ 09.03.2026):

pip install intake

- [Conda](https://anaconda.org/conda-forge/intake) (📥 890K · ⏱️ 09.03.2026):

conda install -c conda-forge intake

camelot (🥈32 · ⭐ 3.8K) - A Python library to extract tabular data from PDFs. MIT

- [GitHub](https://github.com/camelot-dev/camelot) (👨‍💻 80 · 🔀 540 · 📥 750 · 📦 3.6K · 📋 380 - 15% open · ⏱️ 08.06.2026):

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

- [PyPi](https://pypi.org/project/camelot) (📥 4.1K / month · 📦 6 · ⏱️ 15.12.2021):

pip install camelot

csvkit (🥉31 · ⭐ 6.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

- [GitHub](https://github.com/wireservice/csvkit) (👨‍💻 110 · 🔀 670 · 📦 2K · 📋 950 - 3% open · ⏱️ 08.06.2026):

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

- [PyPi](https://pypi.org/project/csvkit) (📥 290K / month · 📦 49 · ⏱️ 15.12.2025):

pip install csvkit

- [Conda](https://anaconda.org/conda-forge/csvkit) (📥 310K · ⏱️ 26.04.2026):

conda install -c conda-forge csvkit

snorkel (🥉29 · ⭐ 6K) - A system for quickly generating training data with weak supervision. Apache-2

- [GitHub](https://github.com/snorkel-team/snorkel) (👨‍💻 81 · 🔀 850 · 📥 1.3K · 📦 680 · 📋 980 - 1% open · ⏱️ 10.04.2026):

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

- [PyPi](https://pypi.org/project/snorkel) (📥 58K / month · 📦 22 · ⏱️ 27.02.2024):

pip install snorkel

- [Conda](https://anaconda.org/conda-forge/snorkel) (📥 72K · ⏱️ 22.04.2025):

conda install -c conda-forge snorkel

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

- [GitHub](https://github.com/rom1504/img2dataset) (👨‍💻 36 · 🔀 370 · 📥 2.7K · 📦 280 · 📋 300 - 47% open · ⏱️ 16.08.2025):

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

- [PyPi](https://pypi.org/project/img2dataset) (📥 35K / month · 📦 6 · ⏱️ 09.08.2025):

pip install img2dataset

Singer (🥉26 · ⭐ 1.3K · 💤) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0

- [GitHub](https://github.com/singer-io/getting-started) (👨‍💻 32 · 🔀 150 · 📋 48 - 60% open · ⏱️ 08.08.2025):

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

- [PyPi](https://pypi.org/project/singer-python) (📥 520K / month · 📦 310 · ⏱️ 27.02.2026):

pip install singer-python

excalibur (🥉23 · ⭐ 1.8K) - A web interface to extract tabular data from PDFs. MIT

- [GitHub](https://github.com/camelot-dev/excalibur) (👨‍💻 15 · 🔀 240 · 📥 14K · 📦 93 · 📋 160 - 73% open · ⏱️ 20.05.2026):

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

- [PyPi](https://pypi.org/project/excalibur-py) (📥 690 / month · ⏱️ 03.01.2025):

pip install excalibur-py

rows (🥉22 · ⭐ 890) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

- [GitHub](https://github.com/turicas/rows) (👨‍💻 32 · 🔀 140 · 📥 46 · 📦 180 · 📋 320 - 50% open · ⏱️ 07.03.2026):

git clone https://github.com/turicas/rows

- [PyPi](https://pypi.org/project/rows) (📥 1.5K / 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](https://github.com/upgini/upgini) (👨‍💻 14 · 🔀 26 · 📦 11 · ⏱️ 28.03.2026):

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

- [PyPi](https://pypi.org/project/upgini) (📥 17K / month · ⏱️ 02.06.2026):

pip install upgini

Show 13 hidden projects...

- SDV (🥈33 · ⭐ 3.5K) - Synthetic data generation for tabular data. ❗Unlicensed - pandas-datareader (🥈32 · ⭐ 3.2K · 💀) - Extract data from a wide range of Internet sources.. BSD-3 - PDFMiner (🥉27 · ⭐ 5.3K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - tabulator-py (🥉26 · ⭐ 240 · 💀) - Python library for reading and writing tabular data via streams. MIT - borb (🥉25 · ⭐ 3.6K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - messytables (🥉24 · ⭐ 390 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (🥉24 · ⭐ 120 · 💀) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - 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 - pdfmux (🥉17 · ⭐ 67 · 🐣) - PDF extraction that checks its own work. #2 reading order.. MIT python pdf markdown - csvs-to-sqlite (🥉16 · ⭐ 930 · 💀) - Convert CSV files into a SQLite database. Apache-2 - Squirrel (🥉12 · ⭐ 280 · 💀) - A Python library that enables ML teams to share, load, and.. Apache-2 - Wayback-Archive (🥉10 · ⭐ 14 · 🐣) - Download complete websites from the Wayback Machine.. ❗️GPL-3.0

Data Pipelines & Streaming

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

Airflow (🥇49 · ⭐ 46K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2

- [GitHub](https://github.com/apache/airflow) (👨‍💻 4.4K · 🔀 17K · 📥 77K · 📦 20K · 📋 15K - 11% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/apache-airflow) (📥 20M / month · 📦 880 · ⏱️ 29.05.2026):

pip install apache-airflow

- [Conda](https://anaconda.org/conda-forge/airflow) (📥 2M · ⏱️ 29.05.2026):

conda install -c conda-forge airflow

- [Docker Hub](https://hub.docker.com/r/apache/airflow) (📥 1.6B · ⭐ 630 · ⏱️ 29.05.2026):

docker pull apache/airflow

Celery (🥇47 · ⭐ 29K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

- [GitHub](https://github.com/celery/celery) (👨‍💻 1.5K · 🔀 5K · 📦 190K · 📋 5.4K - 14% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/celery) (📥 52M / month · 📦 2.6K · ⏱️ 26.03.2026):

pip install celery

- [Conda](https://anaconda.org/conda-forge/celery) (📥 2.6M · ⏱️ 04.06.2025):

conda install -c conda-forge celery

Dagster (🥇45 · ⭐ 16K) - An orchestration platform for the development, production, and.. Apache-2

- [GitHub](https://github.com/dagster-io/dagster) (👨‍💻 680 · 🔀 2.2K · 📥 4.6K · 📦 4.8K · 📋 8.9K - 29% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/dagster) (📥 7.3M / month · 📦 400 · ⏱️ 04.06.2026):

pip install dagster

- [Conda](https://anaconda.org/conda-forge/dagster) (📥 2.9M · ⏱️ 04.06.2026):

conda install -c conda-forge dagster

Beam (🥇45 · ⭐ 8.6K) - Unified programming model to define and execute data processing.. Apache-2

- [GitHub](https://github.com/apache/beam) (👨‍💻 1.9K · 🔀 4.6K · 📥 1.2M · 📦 9.7K · 📋 8.4K - 48% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/apache-beam) (📥 6.2M / month · 📦 190 · ⏱️ 02.06.2026):

pip install apache-beam

- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (📥 330K · ⏱️ 25.01.2026):

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

Prefect (🥇44 · ⭐ 23K) - Prefect is a workflow orchestration framework for building resilient.. Apache-2

- [GitHub](https://github.com/PrefectHQ/prefect) (👨‍💻 700 · 🔀 2.3K · 📦 8.3K · 📋 7K - 11% open · ⏱️ 11.06.2026):

git clone https://github.com/PrefectHQ/prefect

- [PyPi](https://pypi.org/project/prefect) (📥 14M / month · 📦 510 · ⏱️ 09.06.2026):

pip install prefect

- [Conda](https://anaconda.org/conda-forge/prefect) (📥 1.2M · ⏱️ 05.06.2026):

conda install -c conda-forge prefect

dbt (🥈43 · ⭐ 13K · 📈) - dbt enables data analysts and engineers to transform their data using.. Apache-2

- [GitHub](https://github.com/dbt-labs/dbt-core) (👨‍💻 430 · 🔀 2.4K · 📥 3K · 📦 9.8K · 📋 8.6K - 16% open · ⏱️ 11.06.2026):

git clone https://github.com/dbt-labs/dbt-core

- [PyPi](https://pypi.org/project/dbt) (📥 180K / month · 📦 36 · ⏱️ 11.06.2026):

pip install dbt

- [Conda](https://anaconda.org/conda-forge/dbt) (📥 700K · ⏱️ 22.04.2025):

conda install -c conda-forge dbt

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

- [GitHub](https://github.com/rq/rq) (👨‍💻 350 · 🔀 1.5K · 📦 22K · 📋 1.3K - 19% open · ⏱️ 06.06.2026):

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

- [PyPi](https://pypi.org/project/rq) (📥 7.4M / month · 📦 400 · ⏱️ 06.06.2026):

pip install rq

- [Conda](https://anaconda.org/conda-forge/rq) (📥 290K · ⏱️ 06.06.2026):

conda install -c conda-forge rq

Great Expectations (🥈40 · ⭐ 12K) - Always know what to expect from your data. Apache-2

- [GitHub](https://github.com/great-expectations/great_expectations) (👨‍💻 470 · 🔀 1.8K · 📋 2.1K - 2% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/great_expectations) (📥 28M / month · 📦 170 · ⏱️ 02.06.2026):

pip install great_expectations

- [Conda](https://anaconda.org/conda-forge/great-expectations) (📥 1.5M · ⏱️ 02.06.2026):

conda install -c conda-forge great-expectations

joblib (🥈40 · ⭐ 4.4K) - Computing with Python functions. BSD-3

- [GitHub](https://github.com/joblib/joblib) (👨‍💻 150 · 🔀 450 · 📥 250 · 📦 740K · 📋 1K - 42% open · ⏱️ 09.06.2026):

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

- [PyPi](https://pypi.org/project/joblib) (📥 190M / month · 📦 9.6K · ⏱️ 15.12.2025):

pip install joblib

- [Conda](https://anaconda.org/conda-forge/joblib) (📥 47M · ⏱️ 15.12.2025):

conda install -c conda-forge joblib

luigi (🥈39 · ⭐ 19K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2

- [GitHub](https://github.com/spotify/luigi) (👨‍💻 640 · 🔀 2.4K · 📦 2.8K · 📋 1.1K - 14% open · ⏱️ 19.05.2026):

git clone https://github.com/spotify/luigi

- [PyPi](https://pypi.org/project/luigi) (📥 7.7M / month · 📦 180 · ⏱️ 07.05.2026):

pip install luigi

- [Conda](https://anaconda.org/anaconda/luigi) (📥 24K · 📦 3 · ⏱️ 05.03.2026):

conda install -c anaconda luigi

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

- [GitHub](https://github.com/kedro-org/kedro) (👨‍💻 280 · 🔀 1K · 📦 3.3K · 📋 2.6K - 6% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/kedro) (📥 840K / month · 📦 160 · ⏱️ 22.05.2026):

pip install kedro

zenml (🥈35 · ⭐ 5.4K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2

- [GitHub](https://github.com/zenml-io/zenml) (👨‍💻 140 · 🔀 630 · 📦 1.4K · 📋 690 - 23% open · ⏱️ 02.06.2026):

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

- [PyPi](https://pypi.org/project/zenml) (📥 92K / month · 📦 12 · ⏱️ 02.06.2026):

pip install zenml

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

- [GitHub](https://github.com/petl-developers/petl) (👨‍💻 68 · 🔀 200 · 📦 4.3K · 📋 470 - 18% open · ⏱️ 03.06.2026):

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

- [PyPi](https://pypi.org/project/petl) (📥 880K / month · 📦 57 · ⏱️ 01.06.2026):

pip install petl

- [Conda](https://anaconda.org/conda-forge/petl) (📥 480K · ⏱️ 02.06.2026):

conda install -c conda-forge petl

huey (🥈34 · ⭐ 6K) - a little task queue for python. MIT

- [GitHub](https://github.com/coleifer/huey) (👨‍💻 71 · 🔀 400 · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/huey) (📥 17M / month · 📦 150 · ⏱️ 11.06.2026):

pip install huey

- [Conda](https://anaconda.org/conda-forge/huey) (📥 130K · ⏱️ 14.05.2026):

conda install -c conda-forge huey

CocoIndex (🥈33 · ⭐ 10K) - Incremental engine for long horizon agents Star if you like it!. Apache-2

- [GitHub](https://github.com/cocoindex-io/cocoindex) (👨‍💻 78 · 🔀 800 · 📦 57 · 📋 340 - 18% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/cocoindex) (📥 41K / month · 📦 16 · ⏱️ 11.06.2026):

pip install cocoindex

Activeloop (🥈32 · ⭐ 9.2K) - Deeplake is AI Data Runtime for Agents. It provides serverless.. Apache-2

- [GitHub](https://github.com/activeloopai/deeplake) (👨‍💻 140 · 🔀 720 · 📥 770 · 📦 3.5K · 📋 480 - 11% open · ⏱️ 21.05.2026):

git clone https://github.com/activeloopai/Hub

- [PyPi](https://pypi.org/project/hub) (📥 11K / month · 📦 4 · ⏱️ 02.02.2023):

pip install hub

arq (🥈32 · ⭐ 2.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT

- [GitHub](https://github.com/python-arq/arq) (👨‍💻 67 · 🔀 210 · 📦 1.3K · 📋 250 - 34% open · ⏱️ 16.04.2026):

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

- [PyPi](https://pypi.org/project/arq) (📥 3.6M / month · 📦 82 · ⏱️ 16.04.2026):

pip install arq

- [Conda](https://anaconda.org/conda-forge/arq) (📥 24K · ⏱️ 22.04.2025):

conda install -c conda-forge arq

mrjob (🥈31 · ⭐ 2.6K) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2

- [GitHub](https://github.com/Yelp/mrjob) (👨‍💻 150 · 🔀 590 · 📦 1.7K · 📋 1.3K - 16% open · ⏱️ 02.04.2026):

git clone https://github.com/Yelp/mrjob

- [PyPi](https://pypi.org/project/mrjob) (📥 69K / month · 📦 3 · ⏱️ 15.12.2021):

pip install mrjob

- [Conda](https://anaconda.org/conda-forge/mrjob) (📥 810K · ⏱️ 22.04.2025):

conda install -c conda-forge mrjob

mleap (🥉30 · ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2

- [GitHub](https://github.com/combust/mleap) (👨‍💻 87 · 🔀 320 · 📦 240 · 📋 480 - 22% open · ⏱️ 09.03.2026):

git clone https://github.com/combust/mleap

- [PyPi](https://pypi.org/project/mleap) (📥 2.3M / month · 📦 11 · ⏱️ 10.03.2026):

pip install mleap

- [Conda](https://anaconda.org/conda-forge/mleap) (📥 110K · ⏱️ 10.03.2026):

conda install -c conda-forge mleap

kale (🥉24 · ⭐ 690) - Kubeflows superfood for Data Scientists. Apache-2 jupyter

- [GitHub](https://github.com/kubeflow/kale) (👨‍💻 27 · 🔀 160 · 📥 29 · 📋 300 - 11% open · ⏱️ 04.06.2026):

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

- [PyPi](https://pypi.org/project/kubeflow-kale) (📥 1.3K / month · ⏱️ 04.06.2026):

pip install kubeflow-kale

TaskTiger (🥉23 · ⭐ 1.5K) - Python task queue using Redis. MIT

- [GitHub](https://github.com/closeio/tasktiger) (👨‍💻 35 · 🔀 92 · 📦 33 · 📋 87 - 50% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/tasktiger) (📥 5.5K / month · 📦 2 · ⏱️ 11.03.2026):

pip install tasktiger

pdpipe (🥉23 · ⭐ 730) - Easy pipelines for pandas DataFrames. MIT

- [GitHub](https://github.com/pdpipe/pdpipe) (👨‍💻 14 · 🔀 48 · 📥 17 · 📦 67 · 📋 67 - 16% open · ⏱️ 05.06.2026):

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

- [PyPi](https://pypi.org/project/pdpipe) (📥 1.5K / month · 📦 14 · ⏱️ 06.03.2026):

pip install pdpipe

- [Conda](https://anaconda.org/conda-forge/pdpipe) (📥 61K · ⏱️ 06.03.2026):

conda install -c conda-forge pdpipe

flupy (🥉22 · ⭐ 200 · 💤) - Fluent data pipelines for python and your shell. MIT

- [GitHub](https://github.com/olirice/flupy) (👨‍💻 8 · 🔀 15 · 📦 810 · 📋 21 - 19% open · ⏱️ 18.07.2025):

git clone https://github.com/olirice/flupy

- [PyPi](https://pypi.org/project/flupy) (📥 1.4M / month · 📦 4 · ⏱️ 15.07.2025):

pip install flupy

BatchFlow (🥉21 · ⭐ 210) - BatchFlow helps you conveniently work with random or sequential.. Apache-2

- [GitHub](https://github.com/analysiscenter/batchflow) (👨‍💻 40 · 🔀 45 · 📦 15 · 📋 120 - 26% open · ⏱️ 16.04.2026):

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

- [PyPi](https://pypi.org/project/batchflow) (📥 370 / month · ⏱️ 16.04.2026):

pip install batchflow

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

- [GitHub](https://github.com/kkyon/botflow) (👨‍💻 11 · 🔀 100 · 📦 4 · 📋 5 - 60% open · ⏱️ 03.02.2026):

git clone https://github.com/kkyon/botflow

- [PyPi](https://pypi.org/project/botflow) (📥 76 / month · ⏱️ 14.09.2018):

pip install botflow

Show 19 hidden projects...

- faust (🥉29 · ⭐ 6.8K · 💀) - Python Stream Processing. BSD-3 - PyFunctional (🥉28 · ⭐ 2.5K · 💀) - Python library for creating data pipelines with chain.. MIT - 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 - ploomber (🥉24 · ⭐ 3.6K · 💀) - The fastest way to build data pipelines. Develop iteratively,.. 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 - dbnd (🥉22 · ⭐ 270 · 💀) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - dpark (🥉20 · ⭐ 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 (🥉19 · ⭐ 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 - datajob (🥉15 · ⭐ 110 · 💀) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - bodywork-core (🥉14 · ⭐ 440 · 💀) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - RasgoQL (🥉13 · ⭐ 270 · 💀) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

File Formats

PyYAML (🥇38 · ⭐ 2.9K · 💤) - Canonical source repository for PyYAML. MIT

- [GitHub](https://github.com/yaml/pyyaml) (👨‍💻 40 · 🔀 570 · 📦 1.8M · 📋 700 - 48% open · ⏱️ 25.09.2025):

git clone https://github.com/yaml/pyyaml

- [PyPi](https://pypi.org/project/pyyaml) (📥 1.1B / month · 📦 55K · ⏱️ 25.09.2025):

pip install pyyaml

- [Conda](https://anaconda.org/conda-forge/pyyaml) (📥 83M · ⏱️ 04.02.2026):

conda install -c conda-forge pyyaml

XlsxWriter (🥉35 · ⭐ 3.9K) - A Python module for creating Excel XLSX files. BSD-2

- [GitHub](https://github.com/jmcnamara/XlsxWriter) (👨‍💻 58 · 🔀 660 · 📦 110K · 📋 1K - 2% open · ⏱️ 22.03.2026):

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

- [PyPi](https://pypi.org/project/xlsxwriter) (📥 84M / month · 📦 470 · ⏱️ 16.09.2025):

pip install xlsxwriter

- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (📥 4.8M · ⏱️ 12.10.2025):

conda install -c conda-forge xlsxwriter

jmespath (🥉34 · ⭐ 2.4K) - JMESPath is a query language for JSON. MIT

- [GitHub](https://github.com/jmespath/jmespath.py) (👨‍💻 32 · 🔀 200 · 📋 150 - 39% open · ⏱️ 22.01.2026):

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

- [PyPi](https://pypi.org/project/jmespath) (📥 570M / month · 📦 2K · ⏱️ 22.01.2026):

pip install jmespath

- [Conda](https://anaconda.org/conda-forge/jmespath) (📥 31M · ⏱️ 23.01.2026):

conda install -c conda-forge jmespath

Code Inspection

deepdiff (🥇39 · ⭐ 2.5K) - DeepDiff: Deep Difference and search of any Python object/data... MIT

- [GitHub](https://github.com/qlustered/deepdiff) (👨‍💻 110 · 🔀 270 · 📦 21K · 📋 360 - 26% open · ⏱️ 15.05.2026):

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

- [PyPi](https://pypi.org/project/deepdiff) (📥 79M / month · 📦 1.5K · ⏱️ 15.05.2026):

pip install deepdiff

- [Conda](https://anaconda.org/conda-forge/deepdiff) (📥 870K · ⏱️ 16.05.2026):

conda install -c conda-forge deepdiff

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

- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (👨‍💻 21 · 🔀 41 · 📋 61 - 39% open · ⏱️ 18.01.2026):

git clone https://github.com/ilevkivskyi/typing_inspect

- [PyPi](https://pypi.org/project/typing_inspect) (📥 94M / month · 📦 720 · ⏱️ 24.05.2023):

pip install typing_inspect

- [Conda](https://anaconda.org/conda-forge/typing_inspect) (📥 3.3M · ⏱️ 22.04.2025):

conda install -c conda-forge typing_inspect

Show 2 hidden projects...

- importlib-resources (🥈31 · ⭐ 72) - Backport of the importlib.resources module. ❗Unlicensed - entrypoints (🥉24 · ⭐ 77 · 💀) - Discover and load entry points from installed packages. MIT

General Utilities

attrs (🥇42 · ⭐ 5.8K) - Python Classes Without Boilerplate. MIT

- [GitHub](https://github.com/python-attrs/attrs) (👨‍💻 190 · 🔀 440 · 📦 1.4M · 📋 790 - 17% open · ⏱️ 06.06.2026):

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

- [PyPi](https://pypi.org/project/attrs) (📥 830M / month · 📦 11K · ⏱️ 19.03.2026):

pip install attrs

- [Conda](https://anaconda.org/conda-forge/attrs) (📥 67M · ⏱️ 19.03.2026):

conda install -c conda-forge attrs

more-itertools (🥇41 · ⭐ 4.1K) - More routines for operating on iterables, beyond itertools. MIT

- [GitHub](https://github.com/more-itertools/more-itertools) (👨‍💻 140 · 🔀 320 · 📥 3.8K · 📦 290K · 📋 420 - 1% open · ⏱️ 10.06.2026):

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

- [PyPi](https://pypi.org/project/more-itertools) (📥 340M / month · 📦 5K · ⏱️ 22.05.2026):

pip install more-itertools

- [Conda](https://anaconda.org/conda-forge/more-itertools) (📥 33M · ⏱️ 22.05.2026):

conda install -c conda-forge more-itertools

tenacity (🥈40 · ⭐ 8.6K) - Retrying library for Python. Apache-2

- [GitHub](https://github.com/jd/tenacity) (👨‍💻 110 · 🔀 320 · 📦 400K · 📋 310 - 10% open · ⏱️ 03.06.2026):

git clone https://github.com/jd/tenacity

- [PyPi](https://pypi.org/project/tenacity) (📥 420M / month · 📦 6.3K · ⏱️ 07.02.2026):

pip install tenacity

- [Conda](https://anaconda.org/conda-forge/tenacity) (📥 14M · ⏱️ 08.02.2026):

conda install -c conda-forge tenacity

python-dependency-injector (🥈36 · ⭐ 4.9K) - Dependency injection framework for Python. BSD-3

- [GitHub](https://github.com/ets-labs/python-dependency-injector) (👨‍💻 45 · 🔀 340 · 📦 5.6K · 📋 660 - 31% open · ⏱️ 22.03.2026):

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

- [PyPi](https://pypi.org/project/dependency-injector) (📥 5.5M / month · 📦 380 · ⏱️ 22.03.2026):

pip install dependency-injector

- [Conda](https://anaconda.org/conda-forge/dependency_injector) (📥 130K · ⏱️ 08.06.2026):

conda install -c conda-forge dependency_injector

returns (🥈34 · ⭐ 4.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2

- [GitHub](https://github.com/dry-python/returns) (👨‍💻 69 · 🔀 140 · 📦 1K · 📋 450 - 18% open · ⏱️ 09.06.2026):

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

- [PyPi](https://pypi.org/project/returns) (📥 1.1M / month · 📦 230 · ⏱️ 04.06.2026):

pip install returns

- [Conda](https://anaconda.org/conda-forge/returns) (📥 72K · ⏱️ 04.06.2026):

conda install -c conda-forge returns

boltons (🥉32 · ⭐ 6.9K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3

- [GitHub](https://github.com/mahmoud/boltons) (👨‍💻 100 · 🔀 390 · 📥 54 · 📦 12K · 📋 190 - 36% open · ⏱️ 06.03.2026):

git clone https://github.com/mahmoud/boltons

- [PyPi](https://pypi.org/project/boltons) (📥 20M / month · 📦 380 · ⏱️ 03.02.2025):

pip install boltons

- [Conda](https://anaconda.org/conda-forge/boltons) (📥 15M · ⏱️ 11.06.2025):

conda install -c conda-forge boltons

funcy (🥉32 · ⭐ 3.5K) - A fancy and practical functional tools. BSD-3

- [GitHub](https://github.com/Suor/funcy) (👨‍💻 34 · 🔀 150 · 📦 16K · 📋 90 - 14% open · ⏱️ 14.02.2026):

git clone https://github.com/Suor/funcy

- [PyPi](https://pypi.org/project/funcy) (📥 6.4M / month · 📦 390 · ⏱️ 28.03.2023):

pip install funcy

- [Conda](https://anaconda.org/conda-forge/funcy) (📥 950K · ⏱️ 22.04.2025):

conda install -c conda-forge funcy

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

- [GitHub](https://github.com/SethMMorton/natsort) (👨‍💻 24 · 🔀 59 · 📦 49K · 📋 100 - 3% open · ⏱️ 01.08.2025):

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

- [PyPi](https://pypi.org/project/natsort) (📥 27M / month · 📦 1.5K · ⏱️ 20.06.2023):

pip install natsort

- [Conda](https://anaconda.org/conda-forge/natsort) (📥 2.8M · ⏱️ 12.02.2026):

conda install -c conda-forge natsort

ubelt (🥉24 · ⭐ 740) - A Python utility library with a stdlib like feel and extra batteries... Apache-2

- [GitHub](https://github.com/Erotemic/ubelt) (👨‍💻 5 · 🔀 50 · 📥 170 · 📋 27 - 40% open · ⏱️ 13.04.2026):

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

- [PyPi](https://pypi.org/project/ubelt) (📥 71K / month · 📦 130 · ⏱️ 13.04.2026):

pip install ubelt

- [Conda](https://anaconda.org/conda-forge/ubelt) (📥 410K · ⏱️ 13.04.2026):

conda install -c conda-forge ubelt

Show 6 hidden projects...

- toolz (🥈34 · ⭐ 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 - ratelimit (🥉27 · ⭐ 830 · 💀) - API Rate Limit Decorator. MIT - pampy (🥉23 · ⭐ 3.5K · 💀) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - CommonRegex (🥉23 · ⭐ 1.6K · 💀) - A collection of common regular expressions bundled with an easy.. MIT - pinject (🥉21 · ⭐ 1.3K · 💀) - A pythonic dependency injection library. Apache-2

Python Implementations

cpython (🥇51 · ⭐ 73K) - The Python programming language. MIT

- [GitHub](https://github.com/python/cpython) (👨‍💻 3.9K · 🔀 35K · 📦 630K · 📋 79K - 11% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/cpython) (📥 9 / month · 📦 21 · ⏱️ 22.07.2020):

pip install cpython

- [Conda](https://anaconda.org/conda-forge/typing) (📥 4.1M · ⏱️ 22.04.2025):

conda install -c conda-forge typing

- [npm](https://www.npmjs.com/package/@buckpkg/python) (📦 6 · ⏱️ 03.08.2017):

npm install @buckpkg/python

micropython (🥈36 · ⭐ 22K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0

- [GitHub](https://github.com/micropython/micropython) (👨‍💻 740 · 🔀 8.8K · 📥 110K · 📦 17 · 📋 6.7K - 27% open · ⏱️ 11.06.2026):

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

- [PyPi](https://pypi.org/project/micropython-_markupbase) (⏱️ 10.10.2016):

pip install micropython-_markupbase

Show 4 hidden projects...

- pyston (🥈22 · ⭐ 2.5K · 💀) - (No longer maintained) A faster and highly-compatible.. Apache-2 - grumpy (🥉20 · ⭐ 11K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (🥉15 · ⭐ 1K · 💀) - The Stackless Python programming language. ❗Unlicensed - cl-python (🥉11 · ⭐ 400 · 💀) - An implementation of Python in Common Lisp. ❗Unlicensed

Others

Pygments (🥇44 · ⭐ 2.2K) - Pygments is a generic syntax highlighter written in Python. BSD-2

- [GitHub](https://github.com/pygments/pygments) (👨‍💻 930 · 🔀 800 · 📦 1.1M · 📋 2.1K - 29% open · ⏱️ 31.05.2026):

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

- [PyPi](https://pypi.org/project/pygments) (📥 1.1B / month · 📦 11K · ⏱️ 29.03.2026):

pip install pygments

- [Conda](https://anaconda.org/conda-forge/pygments) (📥 62M · ⏱️ 29.03.2026):

conda install -c conda-forge pygments

wrapt (🥇42 · ⭐ 2.3K) - A Python module for decorators, wrappers and monkey patching. BSD-2

- [GitHub](https://github.com/GrahamDumpleton/wrapt) (👨‍💻 38 · 🔀 250 · 📥 1.3K · 📦 630K · ⏱️ 25.05.2026):

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

- [PyPi](https://pypi.org/project/wrapt) (📥 410M / month · 📦 3.2K · ⏱️ 22.05.2026):

pip install wrapt

- [Conda](https://anaconda.org/conda-forge/wrapt) (📥 36M · ⏱️ 22.05.2026):

conda install -c conda-forge wrapt

pyparsing (🥇41 · ⭐ 2.5K) - Python library for creating PEG parsers. MIT

- [GitHub](https://github.com/pyparsing/pyparsing) (👨‍💻 77 · 🔀 300 · 📥 16K · 📦 1.3M · 📋 380 - 10% open · ⏱️ 01.06.2026):

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

- [PyPi](https://pypi.org/project/pyparsing) (📥 370M / month · 📦 6.3K · ⏱️ 21.01.2026):

pip install pyparsing

- [Conda](https://anaconda.org/conda-forge/pyparsing) (📥 70M · ⏱️ 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](https://github.com/cookiecutter/cookiecutter) (👨‍💻 330 · 🔀 2.2K · 📦 38K · 📋 930 - 28% open · ⏱️ 04.03.2026):

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

- [PyPi](https://pypi.org/project/cookiecutter) (📥 8.9M / month · 📦 1.2K · ⏱️ 04.03.2026):

pip install cookiecutter

- [Conda](https://anaconda.org/conda-forge/cookiecutter) (📥 2M · ⏱️ 04.03.2026):

conda install -c conda-forge cookiecutter

pluggy (🥈38 · ⭐ 1.6K) - A minimalist production ready plugin system. MIT

- [GitHub](https://github.com/pytest-dev/pluggy) (👨‍💻 60 · 🔀 150 · 📦 810K · 📋 210 - 27% open · ⏱️ 09.06.2026):

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

- [PyPi](https://pypi.org/project/pluggy) (📥 1.1B / month · 📦 2.6K · ⏱️ 15.05.2025):

pip install pluggy

- [Conda](https://anaconda.org/conda-forge/pluggy) (📥 52M · ⏱️ 05.12.2025):

conda install -c conda-forge pluggy

decorator (🥈38 · ⭐ 910) - Decorators for Humans. BSD-2

- [GitHub](https://github.com/micheles/decorator) (👨‍💻 32 · 🔀 120 · 📦 770K · 📋 120 - 5% open · ⏱️ 22.05.2026):

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

- [PyPi](https://pypi.org/project/decorator) (📥 230M / month · 📦 2.9K · ⏱️ 18.05.2026):

pip install decorator

- [Conda](https://anaconda.org/conda-forge/decorator) (📥 47M · ⏱️ 18.05.2026):

conda install -c conda-forge decorator

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

- [GitHub](https://github.com/mingrammer/diagrams) (👨‍💻 180 · 🔀 2.7K · 📦 2.5K · 📋 620 - 63% open · ⏱️ 09.06.2026):

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

- [PyPi](https://pypi.org/project/diagrams) (📥 7.4M / month · 📦 140 · ⏱️ 22.11.2025):

pip install diagrams

- [Conda](https://anaconda.org/conda-forge/diagrams) (📥 350K · ⏱️ 24.11.2025):

conda install -c conda-forge diagrams

fastcore (🥈37 · ⭐ 1.1K) - Python supercharged for the fastai library. Apache-2

- [GitHub](https://github.com/AnswerDotAI/fastcore) (👨‍💻 83 · 🔀 290 · 📦 13K · 📋 530 - 4% open · ⏱️ 09.06.2026):

git clone https://github.com/fastai/fastcore

- [PyPi](https://pypi.org/project/fastcore) (📥 49M / month · 📦 1.1K · ⏱️ 09.06.2026):

pip install fastcore

- [Conda](https://anaconda.org/conda-forge/fastcore) (📥 280K · ⏱️ 09.06.2026):

conda install -c conda-forge fastcore

py4j (🥈36 · ⭐ 1.3K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3

- [GitHub](https://github.com/py4j/py4j) (👨‍💻 45 · 🔀 230 · 📦 55K · 📋 440 - 36% open · ⏱️ 28.05.2026):

git clone https://github.com/bartdag/py4j

- [PyPi](https://pypi.org/project/py4j) (📥 100M / month · 📦 340 · ⏱️ 15.01.2025):

pip install py4j

- [Conda](https://anaconda.org/conda-forge/py4j) (📥 14M · ⏱️ 22.04.2025):

conda install -c conda-forge py4j

Copier (🥉34 · ⭐ 3.4K) - Library and command-line utility for rendering projects templates. MIT

- [GitHub](https://github.com/copier-org/copier) (👨‍💻 120 · 🔀 260 · 📦 1.9K · 📋 670 - 20% open · ⏱️ 02.06.2026):

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

- [PyPi](https://pypi.org/project/copier) (📥 1.6M / month · 📦 350 · ⏱️ 13.05.2026):

pip install copier

python-mss (🥉32 · ⭐ 1.3K) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

- [GitHub](https://github.com/BoboTiG/python-mss) (👨‍💻 30 · 🔀 110 · 📦 13K · 📋 170 - 25% open · ⏱️ 08.06.2026):

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

- [PyPi](https://pypi.org/project/mss) (📥 2.9M / month · 📦 650 · ⏱️ 23.04.2026):

pip install mss

- [Conda](https://anaconda.org/conda-forge/python-mss) (📥 96K · ⏱️ 23.04.2026):

conda install -c conda-forge python-mss

Send2Trash (🥉31 · ⭐ 310) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3

- [GitHub](https://github.com/arsenetar/send2trash) (👨‍💻 20 · 🔀 49 · 📦 320K · 📋 70 - 51% open · ⏱️ 27.01.2026):

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

- [PyPi](https://pypi.org/project/send2trash) (📥 44M / month · 📦 710 · ⏱️ 14.01.2026):

pip install send2trash

- [Conda](https://anaconda.org/conda-forge/send2trash) (📥 21M · ⏱️ 12.02.2026):

conda install -c conda-forge send2trash

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

- [GitHub](https://github.com/explosion/catalogue) (👨‍💻 12 · 🔀 21 · 📦 65K · 📋 14 - 42% open · ⏱️ 27.03.2026):

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

- [PyPi](https://pypi.org/project/catalogue) (📥 20M / month · 📦 140 · ⏱️ 25.09.2023):

pip install catalogue

- [Conda](https://anaconda.org/conda-forge/catalogue) (📥 2.3M · ⏱️ 27.08.2025):

conda install -c conda-forge catalogue

Show 8 hidden projects...

- pycparser (🥈36 · ⭐ 3.5K) - Complete C99 parser in pure Python. ❗Unlicensed - pyscaffold (🥉30 · ⭐ 2.3K · 💀) - Python project template generator with batteries included. MIT - powerline-shell (🥉29 · ⭐ 6.3K · 💀) - A beautiful and useful prompt for your shell. MIT - keyboard (🥉29 · ⭐ 4K · 💀) - Hook and simulate global keyboard events on Windows and Linux. MIT - pyscreenshot (🥉26 · ⭐ 510 · 💀) - Python screenshot library, replacement for the Pillow.. BSD-2 - pluginbase (🥉25 · ⭐ 1.1K · 💀) - A simple but flexible plugin system for Python. BSD-3 - openpyxl (🥉24 · ⭐ 14 · 💤) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - macropy (🥉20 · ⭐ 3.3K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT

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Related Resources

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

Contribution

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

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

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

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

License

Credit by: @github.com/ml-tooling/best-of-python

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