Best-of Python
π 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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ContentsΒ€
- 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
ExplanationΒ€
- π₯π₯π₯ Combined project-quality score
- βοΈ Star count from GitHub
- π£ New project (less than 6 months old)
- π€ Inactive project (6 months no activity)
- π Dead project (12 months no activity)
- ππ Project is trending up or down
- β Project was recently added
- βοΈ Warning (e.g. missing/risky license)
- π¨βπ» Contributors count from GitHub
- π Fork count from GitHub
- π Issue count from GitHub
- β±οΈ Last update timestamp on package manager
- π₯ Download count from package manager
- π¦ Number of dependent projects
Pandas related project
Data SerializationΒ€
protobuf (π₯40 Β· β 72K) - Protocol Buffers - Googles data interchange format. BSD-3
- [GitHub](https://github.com/protocolbuffers/protobuf) (π¨βπ» 1.5K Β· π 16K Β· π¦ 1M):
- [PyPi](https://pypi.org/project/protobuf) (π₯ 610M / month Β· π¦ 14K Β· β±οΈ 15.10.2026):
- [Conda](https://anaconda.org/conda-forge/protobuf) (π₯ 37M Β· β±οΈ 27.10.2026):
- [npm](https://www.npmjs.com/package/google-protobuf) (π₯ 28M / month Β· π¦ 4K Β· β±οΈ 17.09.2026):
flatbuffers (π₯34 Β· β 27K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
- [GitHub](https://github.com/google/flatbuffers) (π¨βπ» 780 Β· π 3.7K Β· π¦ 210K):
- [PyPi](https://pypi.org/project/flatbuffers) (π₯ 78M / month Β· π¦ 700 Β· β±οΈ 19.12.2025):
- [Conda](https://anaconda.org/conda-forge/flatbuffers) (π₯ 2.8M Β· β±οΈ 22.12.2025):
- [npm](https://www.npmjs.com/package/flatbuffers) (π₯ 47M / month Β· π¦ 290 Β· β±οΈ 24.09.2025):
orjson (π₯34 Β· β 8.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 24 Β· π 340 Β· π¦ 230K):
- [PyPi](https://pypi.org/project/orjson) (π₯ 180M / month Β· π¦ 7.6K Β· β±οΈ 07.10.2026):
- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 8.4M Β· β±οΈ 15.10.2026):
marshmallow (π₯33 Β· β 7.2K) - A lightweight library for converting complex objects to and from.. MIT
- [GitHub](https://github.com/marshmallow-code/marshmallow) (π¨βπ» 230 Β· π 770 Β· π¦ 230K):
- [PyPi](https://pypi.org/project/marshmallow) (π₯ 84M / month Β· π¦ 2.9K Β· β±οΈ 08.08.2026):
- [Conda](https://anaconda.org/conda-forge/marshmallow) (π₯ 4.7M Β· β±οΈ 09.08.2026):
simplejson (π₯32 Β· β 1.7K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
- [GitHub](https://github.com/simplejson/simplejson) (π¨βπ» 63 Β· π 360 Β· π¦ 150K):
- [PyPi](https://pypi.org/project/simplejson) (π₯ 42M / month Β· π¦ 3K Β· β±οΈ 03.10.2026):
- [Conda](https://anaconda.org/conda-forge/simplejson) (π₯ 5.9M Β· β±οΈ 03.10.2026):
cloudpickle (π₯31 Β· β 1.9K) - Extended pickling support for Python objects. BSD-3
- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 84 Β· π 210 Β· π¦ 170K):
- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 170M / month Β· π¦ 2.3K Β· β±οΈ 03.11.2025):
- [Conda](https://anaconda.org/conda-forge/cloudpickle) (π₯ 42M Β· β±οΈ 09.12.2025):
pyasn1 (π₯31 Β· β 240 Β· π) - Generic ASN.1 library for Python. BSD-2
- [GitHub](https://github.com/etingof/pyasn1) (π¨βπ» 16 Β· π 120 Β· π¦ 720K):
- [PyPi](https://pypi.org/project/pyasn1) (π₯ 400M / month Β· π¦ 2.6K Β· β±οΈ 27.10.2026):
- [Conda](https://anaconda.org/conda-forge/pyasn1) (π₯ 26M Β· β±οΈ 27.10.2026):
dill (π₯30 Β· β 2.4K) - serialize all of Python. BSD-3
- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 60 Β· π 190 Β· π¦ 250K):
- [PyPi](https://pypi.org/project/dill) (π₯ 150M / month Β· π¦ 4.2K Β· β±οΈ 19.01.2026):
- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 22M Β· β±οΈ 19.01.2026):
jsonpickle (π₯30 Β· β 1.3K) - Python library for serializing any arbitrary object graph into.. BSD-3
- [GitHub](https://github.com/jsonpickle/jsonpickle) (π¨βπ» 93 Β· π 200 Β· π¦ 51K):
- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 14M / month Β· π¦ 1.6K Β· β±οΈ 15.10.2026):
- [Conda](https://anaconda.org/conda-forge/jsonpickle) (π₯ 2.5M Β· β±οΈ 15.10.2026):
srsly (π₯27 Β· β 490) - Modern high-performance serialization utilities for Python (JSON,.. MIT
- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 16 Β· π 42 Β· π¦ 70K):
- [PyPi](https://pypi.org/project/srsly) (π₯ 20M / month Β· π¦ 280 Β· β±οΈ 25.10.2026):
- [Conda](https://anaconda.org/conda-forge/srsly) (π₯ 2.8M Β· β±οΈ 26.10.2026):
python-rapidjson (π₯26 Β· β 530) - Python wrapper around rapidjson. MIT
- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 29 Β· π 53 Β· π¦ 8.2K):
- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 3.6M / month Β· π¦ 300 Β· β±οΈ 06.09.2026):
- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (π₯ 4.9M Β· β±οΈ 14.09.2026):
rtoml (π₯24 Β· β 410) - A fast TOML library for python implemented in rust. MIT
- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 16 Β· π 29 Β· π¦ 1K):
- [PyPi](https://pypi.org/project/rtoml) (π₯ 1.2M / month Β· π¦ 280 Β· β±οΈ 12.10.2026):
hickle (π₯23 Β· β 490) - a HDF5-based python pickle replacement. MIT
- [GitHub](https://github.com/telegraphic/hickle) (π¨βπ» 29 Β· π 70 Β· π¦ 1.1K):
- [PyPi](https://pypi.org/project/hickle) (π₯ 59K / month Β· π¦ 39 Β· β±οΈ 30.03.2024):
- [Conda](https://anaconda.org/conda-forge/hickle) (π₯ 44K Β· β±οΈ 06.09.2026):
Show 3 hidden projects...
- msgpack (π₯29 Β· β 2.1K) - MessagePack serializer implementation for Python..βUnlicensed
- ultrajson (π₯27 Β· β 4.5K) - Ultra fast JSON decoder and encoder written in C with Python.. βUnlicensed
- pysimdjson (π₯21 Β· β 710) - Python bindings for the simdjson project. βUnlicensed
Data Containers & DataframesΒ€
General-purpose data containers as well as utilities & extensions for pandas.
pandas (π₯40 Β· β 50K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 
- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 4.4K Β· π 21K Β· π¦ 2.9M):
- [PyPi](https://pypi.org/project/pandas) (π₯ 550M / month Β· π¦ 140K Β· β±οΈ 22.10.2026):
- [Conda](https://anaconda.org/conda-forge/pandas) (π₯ 100M Β· β±οΈ 22.10.2026):
polars (π₯34 Β· β 40K) - Extremely fast Query Engine for DataFrames, written in Rust. MIT
- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 790 Β· π 3.2K Β· π¦ 38K):
- [PyPi](https://pypi.org/project/polars) (π₯ 51M / month Β· π¦ 8.9K Β· β±οΈ 25.10.2026):
h5py (π₯33 Β· β 2.3K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 220 Β· π 580 Β· π¦ 370K):
- [PyPi](https://pypi.org/project/h5py) (π₯ 26M / month Β· π¦ 11K Β· β±οΈ 06.03.2026):
- [Conda](https://anaconda.org/conda-forge/h5py) (π₯ 32M Β· β±οΈ 01.10.2026):
xarray (π₯32 Β· β 4.2K) - N-D labeled arrays and datasets in Python. Apache-2
- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 690 Β· π 1.4K Β· π¦ 46K):
- [PyPi](https://pypi.org/project/xarray) (π₯ 10M / month Β· π¦ 7K Β· β±οΈ 29.09.2026):
- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 18M Β· β±οΈ 30.09.2026):
numexpr (π₯31 Β· β 2.5K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 90 Β· π 230 Β· π¦ 100K):
- [PyPi](https://pypi.org/project/numexpr) (π₯ 11M / month Β· π¦ 1.3K Β· β±οΈ 18.07.2026):
- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 15M Β· β±οΈ 11.09.2026):
TinyDB (π₯30 Β· β 7.5K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
- [GitHub](https://github.com/msiemens/tinydb) (π¨βπ» 100 Β· π 620 Β· π¦ 16K):
- [PyPi](https://pypi.org/project/tinydb) (π₯ 3.4M / month Β· π¦ 910 Β· β±οΈ 06.08.2026):
- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 1.1M Β· β±οΈ 15.10.2026):
zarr (π₯30 Β· β 2.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 200 Β· π 480 Β· π¦ 9.5K):
- [PyPi](https://pypi.org/project/zarr) (π₯ 4.9M / month Β· π¦ 3K Β· β±οΈ 27.10.2026):
- [Conda](https://anaconda.org/conda-forge/zarr) (π₯ 7M Β· β±οΈ 27.10.2026):
Bottleneck (π₯28 Β· β 1.2K) - Fast NumPy array functions written in C. BSD-2
- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 44 Β· π 120 Β· π¦ 60K):
- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 7.1M / month Β· π¦ 780 Β· β±οΈ 25.07.2026):
- [Conda](https://anaconda.org/conda-forge/bottleneck) (π₯ 8.1M Β· β±οΈ 11.09.2026):
datasketch (π₯27 Β· β 2.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 39 Β· π 320 Β· π¦ 2.7K):
- [PyPi](https://pypi.org/project/datasketch) (π₯ 4M / month Β· π¦ 220 Β· β±οΈ 05.07.2026):
PyTables (π₯27 Β· β 1.4K) - A Python package to manage extremely large amounts of data. BSD-3
- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 160 Β· π 280):
- [PyPi](https://pypi.org/project/tables) (π₯ 1.6M / month Β· π¦ 1.8K Β· β±οΈ 01.03.2026):
- [Conda](https://anaconda.org/conda-forge/pytables) (π₯ 14M Β· β±οΈ 11.09.2026):
Modin (π₯26 Β· β 10K Β· π€) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 
- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 140 Β· π 660 Β· π¦ 2.4K):
- [PyPi](https://pypi.org/project/modin) (π₯ 1.1M / month Β· π¦ 66 Β· β±οΈ 02.10.2025):
- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 1M Β· β±οΈ 22.04.2025):
Vaex (π₯24 Β· β 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 75 Β· π 600 Β· π¦ 1K):
- [PyPi](https://pypi.org/project/vaex) (π₯ 8.8K / month Β· π¦ 68 Β· β±οΈ 03.02.2026):
- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 650K Β· β±οΈ 22.04.2025):
datatable (π₯22 Β· β 1.9K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
- [GitHub](https://github.com/h2oai/datatable) (π¨βπ» 42 Β· π 160):
- [PyPi](https://pypi.org/project/datatable) (π₯ 21K / month Β· π¦ 54 Β· β±οΈ 01.12.2023):
- [Conda](https://anaconda.org/conda-forge/datatable) (π₯ 71K Β· β±οΈ 17.10.2026):
pickleDB (π₯20 Β· β 1.1K) - pickleDB is an in memory key-value store using Pythons orjson module.. BSD-3
- [GitHub](https://github.com/patx/pickledb) (π¨βπ» 17 Β· π 130 Β· π¦ 3.4K):
- [PyPi](https://pypi.org/project/pickledb) (π₯ 32K / month Β· π¦ 8 Β· β±οΈ 05.01.2026):
StaticFrame (π₯19 Β· β 480) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
- [GitHub]() (π¨βπ» 31 Β· π 38 Β· π¦ 33):
- [PyPi](https://pypi.org/project/static-frame) (π₯ 3.2K / month Β· π¦ 6 Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/static-frame) (π₯ 680K Β· β±οΈ 29.10.2026):
Show 16 hidden projects...
- numpy (π₯38 Β· β 33K) - The fundamental package for scientific computing with Python.βUnlicensed
- docarray (π₯28 Β· β 3.1K Β· π) - Represent, send, store and search multimodal data. Apache-2
- pandera (π₯27 Β· β 4.5K) - A light-weight and flexible data validation and testing.. βUnlicensed 
- Koalas (π₯24 Β· β 3.4K Β· π) - Koalas: pandas API on Apache Spark. Apache-2 spark 
- Blaze (π₯24 Β· β 3.2K Β· π) - NumPy and Pandas interface to Big Data. BSD-3
- sklearn-pandas (π₯24 Β· β 2.8K Β· π) - Pandas integration with sklearn. βοΈZlib sklearn 
- swifter (π₯24 Β· β 2.5K Β· π) - A package which efficiently applies any function to a pandas.. MIT 
- PandaralΒ·lel (π₯23 Β· β 3.8K Β· π) - A simple and efficient tool to parallelize Pandas.. BSD-3 
jupyter
- pandasql (π₯22 Β· β 1.3K Β· π) - sqldf for pandas. MIT 
- bcolz (π₯22 Β· β 960 Β· π) - A columnar data container that can be compressed. BSD-3
- Arctic (π₯21 Β· β 3.1K) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
- fletcher (π₯20 Β· β 230 Β· π) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT 
- Pandas Summary (π₯17 Β· β 530 Β· π) - An extension to pandas describe function. MIT 
- daffy (π₯15 Β· β 58) - Lightweight DataFrame validation decorators for Pandas, Polars, Modin,.. MIT 
- Bounter (π₯13 Β· β 930 Β· π) - Counter for large datasets. MIT
- PandaPy (π₯11 Β· β 490 Β· π) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT 
Data StructuresΒ€
multidict (π₯32 Β· β 500) - The multidict implementation. Apache-2
- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 83 Β· π 140 Β· π¦ 500K):
- [PyPi](https://pypi.org/project/multidict) (π₯ 470M / month Β· π¦ 2.4K Β· β±οΈ 24.10.2026):
- [Conda](https://anaconda.org/conda-forge/multidict) (π₯ 32M Β· β±οΈ 26.10.2026):
pyrsistent (π₯31 Β· β 2.2K) - Persistent/Immutable/Functional data structures for Python. MIT
- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 78 Β· π 160 Β· π¦ 370K):
- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 24M / month Β· π¦ 1K Β· β±οΈ 25.10.2023):
- [Conda](https://anaconda.org/conda-forge/pyrsistent) (π₯ 22M Β· β±οΈ 04.09.2026):
bidict (π₯29 Β· β 1.6K) - The bidirectional mapping library for Python. MPL-2.0
- [GitHub](https://github.com/jab/bidict) (π¨βπ» 26 Β· π 69 Β· π¦ 46K):
- [PyPi](https://pypi.org/project/bidict) (π₯ 23M / month Β· π¦ 690 Β· β±οΈ 25.08.2026):
- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 1M Β· β±οΈ 26.08.2026):
addict (π₯27 Β· β 2.5K Β· π€) - The Python Dict thats better than heroin. MIT
- [GitHub](https://github.com/mewwts/addict) (π¨βπ» 34 Β· π 130 Β· π¦ 18K):
- [PyPi](https://pypi.org/project/addict) (π₯ 5.8M / month Β· π¦ 450 Β· β±οΈ 21.11.2020):
- [Conda](https://anaconda.org/conda-forge/addict) (π₯ 1.1M Β· β±οΈ 02.12.2025):
glom (π₯27 Β· β 2.2K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 24 Β· π 93 Β· π¦ 4K):
- [PyPi](https://pypi.org/project/glom) (π₯ 21M / month Β· π¦ 250 Β· β±οΈ 29.12.2025):
- [Conda](https://anaconda.org/conda-forge/glom) (π₯ 70K Β· β±οΈ 29.12.2025):
python-benedict (π₯26 Β· β 1.6K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 36 Β· π 68 Β· π¦ 2.1K):
- [PyPi](https://pypi.org/project/python-benedict) (π₯ 600K / month Β· π¦ 120 Β· β±οΈ 20.10.2026):
- [Conda](https://anaconda.org/conda-forge/python-benedict) (π₯ 290K Β· β±οΈ 22.04.2025):
anytree (π₯26 Β· β 1K) - Python tree data library. Apache-2
- [GitHub](https://github.com/c0fec0de/anytree) (π¨βπ» 30 Β· π 140 Β· π¦ 24K):
- [PyPi](https://pypi.org/project/anytree) (π₯ 5M / month Β· π¦ 580 Β· β±οΈ 08.04.2025):
- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 140K Β· β±οΈ 25.04.2026):
immutables (π₯24 Β· β 1.2K) - A high-performance immutable mapping type for Python. Apache-2
- [GitHub](https://github.com/MagicStack/immutables) (π¨βπ» 17 Β· π 59 Β· π¦ 8K):
- [PyPi](https://pypi.org/project/immutables) (π₯ 1.8M / month Β· π¦ 140 Β· β±οΈ 10.10.2024):
- [Conda](https://anaconda.org/conda-forge/immutables) (π₯ 2.1M Β· β±οΈ 05.09.2026):
python-box (π₯23 Β· β 2.8K) - Python dictionaries with advanced dot notation access. MIT
- [GitHub](https://github.com/cdgriffith/Box) (π¨βπ» 1 Β· π 120):
- [PyPi](https://pypi.org/project/python-box) (π₯ 4.4M / month Β· π¦ 590 Β· β±οΈ 21.02.2026):
- [Conda](https://anaconda.org/conda-forge/python-box) (π₯ 1.3M Β· β±οΈ 06.09.2026):
janus (π₯23 Β· β 960) - Thread-safe asyncio-aware queue for Python. Apache-2
- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 30 Β· π 54):
- [PyPi](https://pypi.org/project/janus) (π₯ 4.1M / month Β· π¦ 130 Β· β±οΈ 13.12.2024):
- [Conda](https://anaconda.org/conda-forge/janus) (π₯ 290K Β· β±οΈ 22.04.2025):
Show 5 hidden projects...
- python-sortedcontainers (π₯28 Β· β 3.9K Β· π) - Python Sorted Container Types: Sorted List, Sorted..Apache-2
- ordered-set (π₯27 Β· β 210 Β· π) - A mutable set that remembers the order of its entries. One of.. MIT
- sqlitedict (π₯24 Β· β 1.2K Β· π) - Persistent dict in Python, backed up by sqlite3 and pickle,.. Apache-2
- munch (π₯22 Β· β 780 Β· π) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
- cleverdict (π₯15 Β· β 91 Β· π) - A JSON-friendly data structure which allows both object attributes.. MIT
Data ValidationΒ€
pydantic (π₯36 Β· β 29K) - Data validation using Python type hints. MIT
- [GitHub]() (π¨βπ» 820 Β· π 3.1K Β· π¦ 1.1M):
- [PyPi](https://pypi.org/project/pydantic) (π₯ 840M / month Β· π¦ 110K Β· β±οΈ 11.10.2026):
- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 35M Β· β±οΈ 11.10.2026):
jsonschema (π₯32 Β· β 5K) - An implementation of JSON Schema validation for Python. MIT
- [GitHub]() (π¨βπ» 120 Β· π 630 Β· π¦ 870K):
- [PyPi](https://pypi.org/project/jsonschema) (π₯ 470M / month Β· π¦ 9.6K Β· β±οΈ 07.01.2026):
- [Conda](https://anaconda.org/conda-forge/jsonschema) (π₯ 56M Β· β±οΈ 24.08.2026):
validators (π₯30 Β· β 1.1K) - Python Data Validation for Humans. MIT
- [GitHub]() (π¨βπ» 83 Β· π 210 Β· π¦ 150K):
- [PyPi](https://pypi.org/project/validators) (π₯ 22M / month Β· π¦ 7.8K Β· β±οΈ 11.10.2026):
- [Conda](https://anaconda.org/conda-forge/validators) (π₯ 1.7M Β· β±οΈ 11.10.2026):
voluptuous (π₯29 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 110 Β· π 220 Β· π¦ 22K):
- [PyPi](https://pypi.org/project/voluptuous) (π₯ 5.7M / month Β· π¦ 620 Β· β±οΈ 18.12.2025):
- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 1M Β· β±οΈ 06.09.2026):
cerberus (π₯28 Β· β 3.3K) - Lightweight, extensible data validation library for Python. ISC
- [GitHub](https://github.com/pyeve/cerberus) (π¨βπ» 67 Β· π 240 Β· π¦ 19K):
- [PyPi](https://pypi.org/project/cerberus) (π₯ 5.2M / month Β· π¦ 770 Β· β±οΈ 06.11.2025):
- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 910K Β· β±οΈ 17.07.2026):
schema (π₯28 Β· β 2.9K) - Schema validation just got Pythonic. MIT
- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 75 Β· π 220 Β· π¦ 17K):
- [PyPi](https://pypi.org/project/schema) (π₯ 19M / month Β· π¦ 890 Β· β±οΈ 11.10.2025):
- [Conda](https://anaconda.org/conda-forge/schema) (π₯ 820K Β· β±οΈ 20.07.2026):
param (π₯27 Β· β 520) - Declarative parameters for robust Python classes and a rich API for.. BSD-3
- [GitHub](https://github.com/holoviz/param) (π¨βπ» 58 Β· π 88 Β· π¦ 18K):
- [PyPi](https://pypi.org/project/param) (π₯ 1.3M / month Β· π¦ 270 Β· β±οΈ 06.10.2026):
- [Conda](https://anaconda.org/conda-forge/param) (π₯ 3.2M Β· β±οΈ 04.09.2026):
dirty-equals (π₯23 Β· β 1K Β· π€) - Doing dirty (but extremely useful) things with equals. MIT
- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 21 Β· π 48 Β· π¦ 1.2K):
- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 2.4M / month Β· π¦ 100 Β· β±οΈ 17.11.2025):
- [Conda](https://anaconda.org/conda-forge/dirty-equals) (π₯ 150K Β· β±οΈ 18.11.2025):
Show 7 hidden projects...
- python-email-validator (π₯26 Β· β 1.3K Β· π) - A robust email syntax and deliverability validation..Unlicense
- schematics (π₯25 Β· β 2.6K Β· π) - Python Data Structures for Humans. BSD-3
- strictyaml (π₯25 Β· β 1.6K Β· π) - Type-safe YAML parser and validator. MIT
- valideer (π₯18 Β· β 260 Β· π) - Lightweight data validation and adaptation Python library. MIT
- typical (π₯17 Β· β 180 Β· π) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
- validr (π₯13 Β· β 220 Β· π) - A simple, fast, extensible python library for data validation. MIT
- dataklasses (π₯7 Β· β 740 Β· π) - A different spin on dataclasses. βUnlicensed
Algorithms & Design PatternsΒ€
π python-patterns ( β 43K Β· π€) - Collection of design patterns/idioms in Python.
algorithms (π₯23 Β· β 26K Β· π) - Minimal examples of data structures and algorithms in Python. MIT
- [GitHub](https://github.com/keon/algorithms) (π¨βπ» 220 Β· π 4.7K Β· π¦ 140):
- [PyPi](https://pypi.org/project/algorithms) (π₯ 980 / month Β· π¦ 5 Β· β±οΈ 18.02.2026):
- [Conda](https://anaconda.org/conda-forge/algorithms) (π₯ 5.4K Β· β±οΈ 22.04.2025):
Show 2 hidden projects...
- transitions (π₯26 Β· β 6.1K Β· π) - A lightweight, object-oriented finite state machine..MIT
- PyPattyrn (π₯18 Β· β 2.3K Β· π) - A simple library for implementing common design patterns. MIT
Date & Time UtilitiesΒ€
arrow (π₯32 Β· β 9K Β· π€) - Better dates & times for Python. Apache-2
- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 290 Β· π 730 Β· π¦ 190K):
- [PyPi](https://pypi.org/project/arrow) (π₯ 59M / month Β· π¦ 2.3K Β· β±οΈ 18.10.2025):
- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 16M Β· β±οΈ 18.10.2025):
dateparser (π₯32 Β· β 2.9K) - python parser for human readable dates. BSD-3
- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 170 Β· π 510 Β· π¦ 40K):
- [PyPi](https://pypi.org/project/dateparser) (π₯ 38M / month Β· π¦ 1.7K Β· β±οΈ 03.09.2026):
- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 2.8M Β· β±οΈ 03.09.2026):
python-dateutil (π₯32 Β· β 2.6K) - Useful extensions to the standard Python datetime features. Apache-2
- [GitHub](https://github.com/dateutil/dateutil) (π¨βπ» 140 Β· π 610):
- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 900M / month Β· π¦ 22K Β· β±οΈ 21.10.2026):
- [Conda](https://anaconda.org/conda-forge/python-dateutil) (π₯ 120M Β· β±οΈ 22.10.2026):
pytz (π₯32 Β· β 400) - pytz Python historical timezone library and database. MIT
- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 28 Β· π 110 Β· π¦ 2.5M):
- [PyPi](https://pypi.org/project/pytz) (π₯ 390M / month Β· π¦ 17K Β· β±οΈ 29.10.2026):
- [Conda](https://anaconda.org/conda-forge/pytz) (π₯ 100M Β· β±οΈ 04.10.2026):
holidays (π₯31 Β· β 2K) - Open World Holidays Framework. MIT
- [GitHub](https://github.com/vacanza/holidays) (π¨βπ» 370 Β· π 750 Β· π¦ 28K):
- [PyPi](https://pypi.org/project/holidays) (π₯ 27M / month Β· π¦ 720 Β· β±οΈ 29.10.2026):
- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 4.8M Β· β±οΈ 20.10.2026):
pendulum (π₯30 Β· β 6.7K) - Python datetimes made easy. MIT
- [GitHub]() (π¨βπ» 140 Β· π 480 Β· π¦ 41K):
- [PyPi](https://pypi.org/project/pendulum) (π₯ 52M / month Β· π¦ 1.7K Β· β±οΈ 12.10.2026):
- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 2.5M Β· β±οΈ 13.10.2026):
tzlocal (π₯30 Β· β 220) - A Python module that tries to figure out what your local timezone is. MIT
- [GitHub](https://github.com/regebro/tzlocal) (π¨βπ» 33 Β· π 69 Β· π¦ 230K):
- [PyPi](https://pypi.org/project/tzlocal) (π₯ 160M / month Β· π¦ 2.6K Β· β±οΈ 22.10.2026):
- [Conda](https://anaconda.org/conda-forge/tzlocal) (π₯ 8.3M Β· β±οΈ 22.10.2026):
Show 2 hidden projects...
- isodate (π₯28 Β· β 170 Β· π) - ISO 8601 date/time parser.BSD-3
- parsedatetime (π₯25 Β· β 700 Β· π) - Parse human-readable date/time strings. Apache-2
File & Path UtilitiesΒ€
filesystem_spec (π₯34 Β· β 1.4K) - A specification that python filesystems should adhere to. BSD-3
- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 410 Β· π 530 Β· π¦ 320K):
- [PyPi](https://pypi.org/project/fsspec) (π₯ 560M / month Β· π¦ 4.2K Β· β±οΈ 18.09.2026):
- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 43M Β· β±οΈ 24.09.2026):
watchdog (π₯32 Β· β 7.1K) - Python library and shell utilities to monitor filesystem events. Apache-2
- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 200 Β· π 720 Β· π¦ 280K):
- [PyPi](https://pypi.org/project/watchdog) (π₯ 86M / month Β· π¦ 2.7K Β· β±οΈ 01.11.2024):
- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 6.7M Β· β±οΈ 04.09.2026):
filelock (π₯32 Β· β 980) - A platform independent file lock. MIT
- [GitHub]() (π¨βπ» 96 Β· π 170 Β· π¦ 750K):
- [PyPi](https://pypi.org/project/filelock) (π₯ 500M / month Β· π¦ 6.5K Β· β±οΈ 19.10.2026):
- [Conda](https://anaconda.org/conda-forge/filelock) (π₯ 55M Β· β±οΈ 19.10.2026):
aiofiles (π₯30 Β· β 3.2K Β· π€) - File support for asyncio. Apache-2
- [GitHub](https://github.com/Tinche/aiofiles) (π¨βπ» 47 Β· π 170 Β· π¦ 260K):
- [PyPi](https://pypi.org/project/aiofiles) (π₯ 120M / month Β· π¦ 7.7K Β· β±οΈ 09.10.2025):
- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 3.1M Β· β±οΈ 01.01.2026):
Show 6 hidden projects...
- zipp (π₯29 Β· β 68) - Backport of pathlib-compatible object wrapper for zip files.βUnlicensed
- appdirs (π₯28 Β· β 1.1K Β· π) - A small Python module for determining appropriate platform-specific.. MIT
- scandir (π₯25 Β· β 540 Β· π) - Better directory iterator and faster os.walk(). Archived, as this.. BSD-3
- pyfilesystem2 (π₯24 Β· β 2.1K Β· π) - Pythons Filesystem abstraction layer. MIT
- path (π₯24 Β· β 1.1K Β· π) - Object-oriented file system path manipulation. βUnlicensed
- Unipath (π₯22 Β· β 510 Β· π) - An object-oriented approach to Python file/directory operations. MIT
CompatiblityΒ€
typing (π₯27 Β· β 1.7K Β· π€) - Python static typing home. Hosts the documentation and a user.. Python-2.0
- [GitHub](https://github.com/python/typing) (π¨βπ» 150 Β· π 290):
- [PyPi](https://pypi.org/project/typing) (π₯ 4.2M / month Β· π¦ 3.3K Β· β±οΈ 01.05.2021):
- [Conda](https://anaconda.org/conda-forge/typing) (π₯ 4.7M Β· β±οΈ 22.04.2025):
Show 6 hidden projects...
- six (π₯32 Β· β 990 Β· π) - Python 2 and 3 compatibility library.MIT
- future (π₯31 Β· β 1.2K Β· π) - Easy, clean, reliable Python 2/3 compatibility. MIT
- pathlib2 (π₯25 Β· β 87) - Backport of pathlib aiming to support the full stdlib Python API. MIT
- dataclasses (π₯24 Β· β 590 Β· π) - A backport of the dataclasses module for Python 3.6. Apache-2
- futures (π₯24 Β· β 240 Β· π) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
- contextlib2 (π₯23 Β· β 39 Β· π€) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
CryptographyΒ€
pycryptodomex (π₯33 Β· β 3.3K) - A self-contained cryptographic library for Python. BSD-3
- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 170 Β· π 580 Β· π¦ 150K):
- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 47M / month Β· π¦ 1.8K Β· β±οΈ 11.10.2026):
- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (π₯ 3.2M Β· β±οΈ 13.09.2025):
bcrypt (π₯32 Β· β 1.4K) - Modern(-ish) password hashing for your software and your servers. Apache-2
- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 42 Β· π 180 Β· π¦ 360K):
- [PyPi](https://pypi.org/project/bcrypt) (π₯ 150M / month Β· π¦ 2K Β· β±οΈ 25.09.2025):
- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 14M Β· β±οΈ 27.10.2026):
Show 5 hidden projects...
- tink (π₯34 Β· β 14K Β· π) - Tink is a multi-language, cross-platform, open source library that..Apache-2
- cryptography (π₯34 Β· β 7.8K) - cryptography is a package designed to expose.. βUnlicensed
- keyring (π₯28 Β· β 1.5K) - Store and access your passwords safely. βUnlicensed
- rsa (π₯28 Β· β 500 Β· π) - Python-RSA is a pure-Python RSA implementation. Apache-2
- asn1crypto (π₯28 Β· β 340 Β· π) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
Infrastructure & DevOpsΒ€
botocore (π₯36 Β· β 1.6K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
- [GitHub](https://github.com/boto/botocore) (π¨βπ» 230 Β· π 1.2K Β· π¦ 450K):
- [PyPi](https://pypi.org/project/botocore) (π₯ 840M / month Β· π¦ 5.1K Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 53M Β· β±οΈ 28.10.2026):
ansible (π₯35 Β· β 71K) - Ansible is a radically simple IT automation platform that makes your.. βοΈGPL-3.0
- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 7K Β· π 24K Β· π¦ 43K):
- [PyPi](https://pypi.org/project/ansible) (π₯ 7.7M / month Β· π¦ 610 Β· β±οΈ 27.10.2026):
- [Conda](https://anaconda.org/conda-forge/ansible) (π₯ 2.1M Β· β±οΈ 06.10.2026):
paramiko (π₯34 Β· β 9.9K) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 190 Β· π 2.1K Β· π¦ 130K):
- [PyPi](https://pypi.org/project/paramiko) (π₯ 100M / month Β· π¦ 5.3K Β· β±οΈ 18.10.2026):
- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 11M Β· β±οΈ 18.10.2026):
docker (π₯34 Β· β 7.2K) - A Python library for the Docker Engine API. Apache-2
- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 460 Β· π 1.7K Β· π¦ 130K):
- [PyPi](https://pypi.org/project/docker) (π₯ 130M / month Β· π¦ 5.8K Β· β±οΈ 09.07.2026):
- [Conda](https://anaconda.org/conda-forge/docker-py) (π₯ 8.6M Β· β±οΈ 12.07.2026):
pulumi (π₯33 Β· β 26K) - Pulumi - Infrastructure as Code in any programming language. Apache-2
- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 5.1K Β· π 1.5K Β· π¦ 12K):
- [PyPi](https://pypi.org/project/pulumi) (π₯ 6.4M / month Β· π¦ 630 Β· β±οΈ 29.10.2026):
- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 14M / month Β· π¦ 930 Β· β±οΈ 29.10.2026):
awscli (π₯31 Β· β 17K) - Universal Command Line Interface for Amazon Web Services. Apache-2
- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 520 Β· π 4.7K Β· π¦ 5):
- [PyPi](https://pypi.org/project/awscli) (π₯ 86M / month Β· π¦ 780 Β· β±οΈ 21.10.2026):
- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 65M Β· β±οΈ 27.10.2026):
kubernetes (π₯31 Β· β 7.7K) - Official Python client library for kubernetes. Apache-2
- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 270 Β· π 3.5K):
- [PyPi](https://pypi.org/project/kubernetes) (π₯ 73M / month Β· π¦ 2.7K Β· β±οΈ 09.10.2026):
- [Conda](https://anaconda.org/conda-forge/kubernetes) (π₯ 890K Β· β±οΈ 28.10.2026):
netmiko (π₯30 Β· β 4.3K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 280 Β· π 1.4K Β· π¦ 5.7K):
- [PyPi](https://pypi.org/project/netmiko) (π₯ 910K / month Β· π¦ 320 Β· β±οΈ 21.09.2026):
sshtunnel (π₯29 Β· β 1.3K) - SSH tunnels to remote server. MIT
- [GitHub](https://github.com/pahaz/sshtunnel) (π¨βπ» 27 Β· π 200 Β· π¦ 10K):
- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 15M / month Β· π¦ 540 Β· β±οΈ 09.10.2026):
- [Conda](https://anaconda.org/conda-forge/sshtunnel) (π₯ 510K Β· β±οΈ 09.10.2026):
docker-compose (π₯28 Β· β 39K) - Define and run multi-container applications with Docker. Apache-2
- [GitHub](https://github.com/docker/compose) (π¨βπ» 690 Β· π 5.9K Β· π¦ 320):
- [PyPi](https://pypi.org/project/docker-compose) (π₯ 680K / month Β· π¦ 250 Β· β±οΈ 10.05.2021):
- [Conda](https://anaconda.org/conda-forge/docker-compose) (π₯ 960K Β· β±οΈ 21.10.2026):
plumbum (π₯28 Β· β 3.1K) - Plumbum: Shell Combinators. MIT
- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 130 Β· π 200 Β· π¦ 9.8K):
- [PyPi](https://pypi.org/project/plumbum) (π₯ 4.7M / month Β· π¦ 390 Β· β±οΈ 22.07.2026):
- [Conda](https://anaconda.org/conda-forge/plumbum) (π₯ 1.6M Β· β±οΈ 23.07.2026):
fabric (π₯27 Β· β 15K) - Simple, Pythonic remote execution and deployment. BSD-2
- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 2K Β· π¦ 24):
- [PyPi](https://pypi.org/project/fabric) (π₯ 7.4M / month Β· π¦ 450 Β· β±οΈ 06.04.2026):
- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 790K Β· β±οΈ 06.04.2026):
pyinfra (π₯23 Β· β 5.9K) - pyinfra automates/provisions/manages/deploys infrastructure. MIT
- [GitHub]() (π¨βπ» 240 Β· π 530 Β· π¦ 270):
- [PyPi](https://pypi.org/project/pyinfra) (π₯ 200K / month Β· π¦ 46 Β· β±οΈ 27.07.2026):
storm (π₯18 Β· β 3.3K) - Manage your SSH like a boss. MIT
- [GitHub](https://github.com/emre/storm) (π¨βπ» 23 Β· π 150):
- [PyPi](https://pypi.org/project/storm) (π₯ 2K / month Β· π¦ 4 Β· β±οΈ 16.09.2026):
Show 6 hidden projects...
- schedule (π₯29 Β· β 12K Β· π) - Python job scheduling for humans.MIT
- parallel-ssh (π₯22 Β· β 1.3K Β· π€) - Asynchronous parallel SSH client library. βοΈLGPL-2.1
- fabtools (π₯20 Β· β 1.2K Β· π) - Tools for writing awesome Fabric files. BSD-2
- pypyr (π₯18 Β· β 640 Β· π) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2
- wssh (π₯15 Β· β 1.3K Β· π) - SSH to WebSockets Bridge. MIT
- Grai (π₯11 Β· β 310 Β· π€) - Platform to programmatically manage, test, and debug data.. βοΈMIT-0
Process UtilitiesΒ€
sh (π₯30 Β· β 7.2K) - Python process launching. MIT
- [GitHub](https://github.com/amoffat/sh) (π¨βπ» 110 Β· π 510 Β· π¦ 19K):
- [PyPi](https://pypi.org/project/sh) (π₯ 6.8M / month Β· π¦ 860 Β· β±οΈ 25.07.2026):
- [Conda](https://anaconda.org/conda-forge/sh) (π₯ 550K Β· β±οΈ 08.10.2026):
supervisor (π₯29 Β· β 8.9K Β· π€) - Supervisor process control system for Unix.. βοΈRepoze Public License
- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 180 Β· π 1.3K Β· π¦ 14K):
- [PyPi](https://pypi.org/project/supervisor) (π₯ 7.3M / month Β· π¦ 160 Β· β±οΈ 23.08.2025):
- [Conda](https://anaconda.org/conda-forge/supervisor) (π₯ 850K Β· β±οΈ 27.02.2026):
Show 2 hidden projects...
- pexpect (π₯31 Β· β 2.7K Β· π) - A Python module for controlling interactive programs in a pseudo-..ISC
- ptyprocess (π₯29 Β· β 230 Β· π) - Run a subprocess in a pseudo terminal. ISC
Asynchronous ProgrammingΒ€
uvloop (π₯34 Β· β 12K) - Ultra fast asyncio event loop. Apache-2
- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 80 Β· π 620 Β· π¦ 240K):
- [PyPi](https://pypi.org/project/uvloop) (π₯ 220M / month Β· π¦ 2.8K Β· β±οΈ 01.10.2026):
- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 5.8M Β· β±οΈ 17.09.2026):
anyio (π₯34 Β· β 2.6K) - High level asynchronous concurrency and networking framework that works on.. MIT
- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 130 Β· π 310 Β· π¦ 690K):
- [PyPi](https://pypi.org/project/anyio) (π₯ 800M / month Β· π¦ 8.5K Β· β±οΈ 05.09.2026):
- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 47M Β· β±οΈ 07.09.2026):
asyncer (π₯26 Β· β 2.5K) - Asyncer, async and await, focused on developer experience. MIT
- [GitHub]() (π¨βπ» 25 Β· π 87 Β· π¦ 8.5K):
- [PyPi](https://pypi.org/project/asyncer) (π₯ 7.8M / month Β· π¦ 320 Β· β±οΈ 25.06.2026):
- [Conda](https://anaconda.org/conda-forge/asyncer) (π₯ 59K Β· β±οΈ 25.06.2026):
aiomisc (π₯23 Β· β 430) - aiomisc - miscellaneous utils for asyncio. MIT
- [GitHub](https://github.com/aiokitchen/aiomisc) (π¨βπ» 23 Β· π 29 Β· π¦ 450):
- [PyPi](https://pypi.org/project/aiomisc) (π₯ 87K / month Β· π¦ 62 Β· β±οΈ 23.10.2026):
Show 3 hidden projects...
- greenlet (π₯32 Β· β 1.9K) - Lightweight in-process concurrent programming.βUnlicensed
- unsync (π₯20 Β· β 900 Β· π) - Unsynchronize asyncio. MIT
- stopit (π₯18 Β· β 35 Β· π€) - Raise asynchronous exceptions in other thread, control the timeout.. βοΈGPL-3.0
ConfigurationΒ€
python-dotenv (π₯36 Β· β 8.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 120 Β· π 590 Β· π¦ 1.8M):
- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 580M / month Β· π¦ 48K Β· β±οΈ 01.10.2026):
- [Conda](https://anaconda.org/conda-forge/python-dotenv) (π₯ 18M Β· β±οΈ 01.10.2026):
traitlets (π₯32 Β· β 650) - A lightweight Traits like module. BSD-3
- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 130 Β· π 210 Β· π¦ 620K):
- [PyPi](https://pypi.org/project/traitlets) (π₯ 120M / month Β· π¦ 2.3K Β· β±οΈ 03.08.2026):
- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 60M Β· β±οΈ 03.08.2026):
omegaconf (π₯30 Β· β 2.4K) - A flexible configuration library. BSD-3
- [GitHub]() (π¨βπ» 49 Β· π 160 Β· π¦ 66K):
- [PyPi](https://pypi.org/project/omegaconf) (π₯ 28M / month Β· π¦ 2.9K Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/omegaconf) (π₯ 3.1M Β· β±οΈ 10.10.2026):
Dynaconf (π₯26 Β· β 4.3K) - The dynamic configurator for your Python Project. MIT
- [GitHub]() (π¨βπ» 130 Β· π 340):
- [PyPi](https://pypi.org/project/dynaconf) (π₯ 4.8M / month Β· π¦ 780 Β· β±οΈ 05.08.2026):
- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 260K Β· β±οΈ 06.08.2026):
configobj (π₯26 Β· β 340) - Python 3+ compatible port of the configobj library. BSD-3
- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 13 Β· π 91 Β· π¦ 50K):
- [PyPi](https://pypi.org/project/configobj) (π₯ 4.8M / month Β· π¦ 690 Β· β±οΈ 21.09.2024):
- [Conda](https://anaconda.org/conda-forge/configobj) (π₯ 1.5M Β· β±οΈ 22.04.2025):
everett (π₯18 Β· β 150 Β· π€) - configuration library for python projects. MPL-2.0
- [GitHub](https://github.com/willkg/everett) (π¨βπ» 9 Β· π 14 Β· π 96 - 4% open Β· β±οΈ 15.10.2025):
- [PyPi](https://pypi.org/project/everett) (π₯ 330K / month Β· π¦ 22 Β· β±οΈ 15.10.2025):
- [Conda](https://anaconda.org/conda-forge/everett) (π₯ 140K Β· β±οΈ 22.04.2025):
Show 3 hidden projects...
- python-decouple (π₯27 Β· β 3K Β· π) - Strict separation of settings from code.MIT
- gin-config (π₯24 Β· β 2.1K Β· π) - Gin provides a lightweight configuration framework for Python. Apache-2
- hydra (π₯20 Β· β 20) - A high performance persistent bloom filter. MIT
CLI DevelopmentΒ€
click (π₯38 Β· β 18K) - Python composable command line interface toolkit. BSD-3
- [GitHub](https://github.com/pallets/click) (π¨βπ» 450 Β· π 2K Β· π¦ 2.4M):
- [PyPi](https://pypi.org/project/click) (π₯ 820M / month Β· π¦ 75K Β· β±οΈ 26.08.2026):
- [Conda](https://anaconda.org/conda-forge/click) (π₯ 80M Β· β±οΈ 07.09.2026):
rich (π₯35 Β· β 58K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 290 Β· π 2.4K Β· π¦ 580K):
- [PyPi](https://pypi.org/project/rich) (π₯ 450M / month Β· π¦ 44K Β· β±οΈ 12.04.2026):
- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 30M Β· β±οΈ 12.04.2026):
Typer (π₯33 Β· β 20K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
- [GitHub]() (π¨βπ» 110 Β· π 980 Β· π¦ 290K):
- [PyPi](https://pypi.org/project/typer) (π₯ 240M / month Β· π¦ 38K Β· β±οΈ 06.10.2026):
- [Conda](https://anaconda.org/conda-forge/typer) (π₯ 18M Β· β±οΈ 07.10.2026):
argcomplete (π₯32 Β· β 1.6K) - Python and tab completion, better together. Apache-2
- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 88 Β· π 150 Β· π¦ 77K):
- [PyPi](https://pypi.org/project/argcomplete) (π₯ 56M / month Β· π¦ 2.4K Β· β±οΈ 06.08.2026):
- [Conda](https://anaconda.org/conda-forge/argcomplete) (π₯ 4.5M Β· β±οΈ 08.08.2026):
wcwidth (π₯32 Β· β 470) - Python and C11 library that measures the width of strings in a terminal. MIT
- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 25 Β· π 83 Β· π¦ 780K):
- [PyPi](https://pypi.org/project/wcwidth) (π₯ 240M / month Β· π¦ 2.9K Β· β±οΈ 24.10.2026):
- [Conda](https://anaconda.org/conda-forge/wcwidth) (π₯ 55M Β· β±οΈ 24.10.2026):
ConfigArgParse (π₯28 Β· β 760) - Drop-in replacement for argparse with added support for config.. MIT
- [GitHub](https://github.com/bw2/ConfigArgParse) (π¨βπ» 63 Β· π 120 Β· π¦ 26K):
- [PyPi](https://pypi.org/project/configargparse) (π₯ 17M / month Β· π¦ 830 Β· β±οΈ 27.10.2026):
- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 2.5M Β· β±οΈ 28.10.2026):
python-prompt-toolkit (π₯26 Β· β 11K) - Library for building powerful interactive command line.. BSD-3
- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (π¨βπ» 250 Β· π 830):
- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 180M / month Β· β±οΈ 26.07.2026):
- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (π₯ 51M Β· β±οΈ 27.07.2026):
blessings (π₯26 Β· β 1.5K) - A thin, practical wrapper around terminal capabilities in Python. MIT
- [GitHub](https://github.com/erikrose/blessings) (π¨βπ» 17 Β· π 150 Β· π¦ 11K):
- [PyPi](https://pypi.org/project/blessings) (π₯ 650K / month Β· π¦ 460 Β· β±οΈ 21.06.2018):
- [Conda](https://anaconda.org/conda-forge/blessings) (π₯ 520K Β· β±οΈ 05.09.2026):
docopt-ng (π₯23 Β· β 220) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
- [GitHub](https://github.com/jazzband/docopt-ng) (π¨βπ» 54 Β· π 26 Β· π¦ 910):
- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 1.9M / month Β· π¦ 100 Β· β±οΈ 30.05.2023):
Click Extra (π₯19 Β· β 120) - Drop-in replacement for Click to make user-friendly and.. βοΈGPL-2.0
- [GitHub](https://github.com/kdeldycke/click-extra) (π¨βπ» 16 Β· π 14 Β· π¦ 150):
- [PyPi](https://pypi.org/project/click-extra) (π₯ 90K / month Β· π¦ 61 Β· β±οΈ 27.10.2026):
Show 10 hidden projects...
- colorama (π₯32 Β· β 3.7K Β· π) - Simple cross-platform colored terminal text in Python.BSD-3
- python-fire (π₯30 Β· β 28K Β· π) - Python Fire is a library for automatically generating.. Apache-2
- docopt (π₯29 Β· β 8K Β· π) - Create *beautiful* command-line interfaces with Python. MIT
- questionary (π₯27 Β· β 1.8K Β· π) - Python library to build pretty command line user prompts Easy to.. MIT
- cleo (π₯27 Β· β 1.3K Β· π) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
- asciimatics (π₯24 Β· β 4.3K Β· π) - A cross platform package to do curses-like operations, plus.. Apache-2
- clint (π₯20 Β· β 95 Β· π) - Python Command Line Interface Tools. ISC
- bashplotlib (π₯19 Β· β 1.9K Β· π) - plotting in the terminal. MIT
- colout (π₯15 Β· β 1.2K Β· π) - Color text streams with a polished command line interface. βοΈGPL-3.0
- onecite (π₯10 Β· β 56) - An intelligent toolkit to automatically parse, complete, and format.. MIT
Development ToolsΒ€
π best-of-python-dev ( β 1.2K Β· π€) - A ranked list of awesome python developer tools and libraries...
Data CachingΒ€
cachetools (π₯34 Β· β 2.8K) - Extensible memoizing collections and decorators. MIT
- [GitHub](https://github.com/tkem/cachetools) (π¨βπ» 34 Β· π 240 Β· π¦ 710K):
- [PyPi](https://pypi.org/project/cachetools) (π₯ 230M / month Β· π¦ 5.5K Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/cachetools) (π₯ 25M Β· β±οΈ 28.10.2026):
aiocache (π₯27 Β· β 1.4K Β· π€) - Asyncio cache manager for redis, memcached and memory. BSD-3
- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 53 Β· π 170 Β· π¦ 5.2K):
- [PyPi](https://pypi.org/project/aiocache) (π₯ 6.4M / month Β· π¦ 150 Β· β±οΈ 25.09.2024):
cached-property (π₯27 Β· β 700) - A decorator for caching properties in classes. BSD-3
- [GitHub](https://github.com/pydanny/cached-property) (π¨βπ» 25 Β· π 79 Β· π¦ 59K):
- [PyPi](https://pypi.org/project/cached-property) (π₯ 19M / month Β· π¦ 1.6K Β· β±οΈ 25.10.2024):
- [Conda](https://anaconda.org/conda-forge/cached-property) (π₯ 32M Β· β±οΈ 25.08.2026):
beaker (π₯24 Β· β 510) - WSGI middleware for sessions and caching. BSD-3
- [GitHub](https://github.com/bbangert/beaker) (π¨βπ» 94 Β· π 140 Β· π¦ 6.2K):
- [PyPi](https://pypi.org/project/beaker) (π₯ 180K / month Β· π¦ 94 Β· β±οΈ 30.05.2026):
- [Conda](https://anaconda.org/conda-forge/beaker) (π₯ 200K Β· β±οΈ 30.05.2026):
pylibmc (π₯24 Β· β 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 57 Β· π 140 Β· π¦ 5.9K):
- [PyPi](https://pypi.org/project/pylibmc) (π₯ 390K / month Β· π¦ 79 Β· β±οΈ 30.08.2022):
- [Conda](https://anaconda.org/conda-forge/pylibmc) (π₯ 500K Β· β±οΈ 06.09.2026):
Show 1 hidden projects...
- cachier (π₯17 Β· β 660 Β· π€) - Persistent, stale-free, local and cross-machine caching for..βUnlicensed
GUI DevelopmentΒ€
π best-of-web-python - Web UI ( β 2.6K Β· π€) - Collection of libraries to implement web-based UIs.
kivy (π₯29 Β· β 19K Β· π€) - Open source UI framework written in Python, running on Windows, Linux,.. MIT
- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 640 Β· π 3.1K Β· π¦ 18K):
- [PyPi](https://pypi.org/project/kivy) (π₯ 170K / month Β· π¦ 360 Β· β±οΈ 26.12.2024):
- [Conda](https://anaconda.org/conda-forge/kivy) (π₯ 750K Β· β±οΈ 29.03.2026):
DearPyGui (π₯27 Β· β 15K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 76 Β· π 780 Β· π¦ 4.5K):
- [PyPi](https://pypi.org/project/dearpygui) (π₯ 200K / month Β· π¦ 210 Β· β±οΈ 01.05.2026):
Gooey (π₯24 Β· β 22K) - Turn (almost) any Python command line program into a full GUI application.. MIT
- [GitHub](https://github.com/chriskiehl/Gooey) (π¨βπ» 120 Β· π 1K Β· π¦ 1.1K):
- [PyPi](https://pypi.org/project/gooey) (π₯ 4.2K / month Β· π¦ 120 Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/gooey) (π₯ 160K Β· β±οΈ 28.10.2026):
toga (π₯23 Β· β 5.4K) - A Python native, OS native GUI toolkit. BSD-3
- [GitHub](https://github.com/beeware/toga) (π¨βπ» 360 Β· π 830 Β· π¦ 3):
- [PyPi](https://pypi.org/project/toga) (π₯ 4.5K / month Β· π¦ 54 Β· β±οΈ 01.10.2026):
- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 22 / month Β· π¦ 5 Β· β±οΈ 23.04.2017):
Show 5 hidden projects...
- Eel (π₯25 Β· β 6.8K Β· π) - A little Python library for making simple Electron-like HTML/JS GUI apps.MIT
- PySimpleGUI (π₯24 Β· β 14K) - PySimpleGUI is a Python package that enables Python.. βοΈPySimpleGUI License
- flexx (π₯20 Β· β 3.3K Β· π) - Write desktop and web apps in pure Python. BSD-2
- Phoenix (π₯20 Β· β 2.6K) - wxPythons Project Phoenix. A new implementation of wxPython,.. βοΈwxWindows
- enaml (π₯19 Β· β 1.6K Β· π€) - Declarative User Interfaces for Python. βUnlicensed
Computer & Machine VisionΒ€
π best-of-ml-python - Computer Vision ( β 16K Β· π) - Collection of computer vision and image processing..
Show 1 hidden projects...
- Pipeless (π₯12 Β· β 850 Β· π) - An open-source framework to create and deploy computer vision..Apache-2
Machine Learning & Data EngineeringΒ€
π best-of-ml-python ( β 16K Β· π) - A ranked list of awesome machine learning Python libraries. Updated..
Text DataΒ€
π best-of-ml-python - NLP ( β 16K Β· π) - Collection of text processing and NLP libraries.
chardet (π₯32 Β· β 2.7K) - Python character encoding detector. βοΈ0BSD
- [GitHub](https://github.com/chardet/chardet) (π¨βπ» 65 Β· π 310 Β· π¦ 970K):
- [PyPi](https://pypi.org/project/chardet) (π₯ 160M / month Β· π¦ 7.5K Β· β±οΈ 18.10.2026):
- [Conda](https://anaconda.org/conda-forge/chardet) (π₯ 36M Β· β±οΈ 17.08.2026):
- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 180 / month Β· π¦ 7 Β· β±οΈ 20.08.2017):
python-slugify (π₯32 Β· β 1.6K) - Returns unicode slugs. MIT
- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 50 Β· π 150 Β· π¦ 120K):
- [PyPi](https://pypi.org/project/python-slugify) (π₯ 64M / month Β· π¦ 2.2K Β· β±οΈ 07.10.2026):
- [Conda](https://anaconda.org/conda-forge/python-slugify) (π₯ 4.3M Β· β±οΈ 16.10.2026):
emoji (π₯31 Β· β 2K) - emoji terminal output for Python. BSD-3
- [GitHub](https://github.com/carpedm20/emoji) (π¨βπ» 70 Β· π 300 Β· π¦ 94K):
- [PyPi](https://pypi.org/project/emoji) (π₯ 12M / month Β· π¦ 1.6K Β· β±οΈ 16.09.2026):
- [Conda](https://anaconda.org/conda-forge/emoji) (π₯ 310K Β· β±οΈ 22.09.2026):
phonenumbers (π₯29 Β· β 3.8K) - Python port of Googles libphonenumber. Apache-2
- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (π¨βπ» 35 Β· π 450):
- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 34M / month Β· π¦ 1.1K Β· β±οΈ 27.10.2026):
- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 2.7M Β· β±οΈ 27.10.2026):
humanize (π₯28 Β· β 1.7K) - python humanize functions. MIT
- [GitHub](https://github.com/jmoiron/humanize) (π¨βπ» 62 Β· π 150):
- [PyPi](https://pypi.org/project/humanize) (π₯ 46M / month Β· π¦ 1.9K Β· β±οΈ 30.06.2026):
- [Conda](https://anaconda.org/conda-forge/humanize) (π₯ 1.8M Β· β±οΈ 01.07.2026):
pyahocorasick (π₯27 Β· β 1.1K) - Python module (C extension and plain python) implementing Aho-.. BSD-3
- [GitHub](https://github.com/WojciechMula/pyahocorasick) (π¨βπ» 33 Β· π 140 Β· π¦ 4.5K):
- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 6.3M / month Β· π¦ 270 Β· β±οΈ 27.04.2026):
- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (π₯ 630K Β· β±οΈ 05.09.2026):
coolname (π₯23 Β· β 180) - Random Name and Slug Generator. BSD-2
- [GitHub](https://github.com/alexanderlukanin13/coolname) (π¨βπ» 7 Β· π 16 Β· π¦ 4.5K):
- [PyPi](https://pypi.org/project/coolname) (π₯ 7.4M / month Β· π¦ 170 Β· β±οΈ 23.04.2026):
- [Conda](https://anaconda.org/conda-forge/coolname) (π₯ 300K Β· β±οΈ 29.05.2026):
price-parser (π₯21 Β· β 350 Β· π€) - Extract price amount and currency symbol from a raw text.. BSD-3
- [GitHub](https://github.com/scrapinghub/price-parser) (π¨βπ» 19 Β· π 54 Β· π¦ 580):
- [PyPi](https://pypi.org/project/price-parser) (π₯ 830K / month Β· π¦ 40 Β· β±οΈ 19.03.2026):
Show 3 hidden projects...
- inflect (π₯26 Β· β 1.1K) - Correctly generate plurals, ordinals, indefinite articles;..βUnlicensed
- awesome-slugify (π₯20 Β· β 480 Β· π) - Python flexible slugify function. βοΈGPL-3.0
- millify (π₯17 Β· β 110 Β· π) - Convert long numbers into a human-readable format in Python. MIT
Web DevelopmentΒ€
π best-of-web-python ( β 2.6K Β· π€) - A ranked list of awesome python libraries for web development...
Database ClientsΒ€
Libraries for connecting to, operating, and querying databases.
boto3 (π₯38 Β· β 9.9K) - AWS SDK for Python (Boto3). Apache-2
- [GitHub](https://github.com/boto/boto3) (π¨βπ» 170 Β· π 2K Β· π¦ 620K):
- [PyPi](https://pypi.org/project/boto3) (π₯ 2.4B / month Β· π¦ 24K Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 38M Β· β±οΈ 28.10.2026):
SQLAlchemy (π₯37 Β· β 12K) - The Database Toolkit for Python. MIT
- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 880 Β· π 1.8K Β· π¦ 1.2M):
- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 330M / month Β· π¦ 24K Β· β±οΈ 21.10.2026):
- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (π₯ 33M Β· β±οΈ 21.10.2026):
python-bigquery (π₯37 Β· β 5.4K Β· π€) - This library has moved to.. Apache-2
- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 180 Β· π 1.8K Β· β±οΈ 06.03.2026):
- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 150M / month Β· π¦ 2K Β· β±οΈ 15.10.2026):
- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 4.1M Β· β±οΈ 03.10.2026):
alembic (π₯35 Β· β 4.5K) - A database migrations tool for SQLAlchemy. MIT
- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 230 Β· π 390 Β· π¦ 360K):
- [PyPi](https://pypi.org/project/alembic) (π₯ 180M / month Β· π¦ 5.5K Β· β±οΈ 22.10.2026):
- [Conda](https://anaconda.org/conda-forge/alembic) (π₯ 13M Β· β±οΈ 22.10.2026):
redis (π₯33 Β· β 14K) - Redis Python client. MIT
- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 630 Β· π 2.7K):
- [PyPi](https://pypi.org/project/redis) (π₯ 200M / month Β· π¦ 13K Β· β±οΈ 30.07.2026):
- [Conda](https://anaconda.org/conda-forge/redis-py) (π₯ 3.1M Β· β±οΈ 31.07.2026):
PyMySQL (π₯33 Β· β 7.8K) - MySQL client library for Python. MIT
- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 140 Β· π 1.4K Β· π¦ 290K):
- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 75M / month Β· π¦ 3.4K Β· β±οΈ 17.09.2026):
- [Conda](https://anaconda.org/conda-forge/pymysql) (π₯ 2.7M Β· β±οΈ 24.09.2026):
azure-storage-blob (π₯33 Β· β 5.6K) - This repository is for active development of the Azure SDK.. MIT
- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 1.4K Β· π 3.4K Β· π¦ 2.8K):
- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 95M / month Β· π¦ 2.1K Β· β±οΈ 30.09.2026):
- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (π₯ 2.2M Β· β±οΈ 01.10.2026):
google-cloud-storage (π₯33 Β· β 5.4K) - Google Cloud Client Libraries for Python. Apache-2
- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 1.1K Β· π 1.8K Β· π¦ 2.6K):
- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 150M / month Β· π¦ 3.6K Β· β±οΈ 15.10.2026):
- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 8.3M Β· β±οΈ 09.10.2026):
pandas-gbq (π₯33 Β· β 5.4K Β· π€) - This library has moved to https://github.com/googleapis/google-.. BSD-3
- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 60 Β· π 1.8K Β· π₯ 730 Β· β±οΈ 13.03.2026):
- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 18M / month Β· π¦ 300 Β· β±οΈ 23.10.2026):
- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 2.7M Β· β±οΈ 01.05.2025):
elasticsearch (π₯33 Β· β 4.4K) - Official Python client for Elasticsearch. Apache-2
- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 230 Β· π 1.2K Β· π¦ 66K):
- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 34M / month Β· π¦ 2.3K Β· β±οΈ 09.09.2026):
- [Conda](https://anaconda.org/conda-forge/elasticsearch) (π₯ 2.1M Β· β±οΈ 10.09.2026):
s3transfer (π₯33 Β· β 240) - Amazon S3 Transfer Manager for Python. Apache-2
- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 51 Β· π 160 Β· π¦ 390K):
- [PyPi](https://pypi.org/project/s3transfer) (π₯ 640M / month Β· π¦ 960 Β· β±οΈ 19.10.2026):
- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 33M Β· β±οΈ 20.10.2026):
peewee (π₯32 Β· β 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite, now with.. MIT
- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 160 Β· π 1.4K Β· π¦ 24):
- [PyPi](https://pypi.org/project/peewee) (π₯ 38M / month Β· π¦ 1.4K Β· β±οΈ 07.10.2026):
- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 2.4M Β· β±οΈ 08.10.2026):
kafka-python (π₯32 Β· β 5.9K) - Python client for Apache Kafka. Apache-2
- [GitHub](https://github.com/dpkp/kafka-python) (π¨βπ» 240 Β· π 1.5K Β· π¦ 37K):
- [PyPi](https://pypi.org/project/kafka-python) (π₯ 17M / month Β· π¦ 1.2K Β· β±οΈ 26.10.2026):
- [Conda](https://anaconda.org/conda-forge/kafka-python) (π₯ 540K Β· β±οΈ 27.10.2026):
google-cloud-bigtable (π₯32 Β· β 5.4K) - This library has moved to.. Apache-2
- [GitHub](https://github.com/googleapis/python-bigtable) (π¨βπ» 80 Β· π 1.8K Β· β±οΈ 01.04.2026):
- [PyPi](https://pypi.org/project/google-cloud-bigtable) (π₯ 15M / month Β· π¦ 74 Β· β±οΈ 22.10.2026):
- [Conda](https://anaconda.org/conda-forge/google-cloud-bigtable) (π₯ 260K Β· β±οΈ 23.10.2026):
pymongo (π₯32 Β· β 4.4K) - PyMongo - the Official MongoDB Python driver. Apache-2
- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 270 Β· π 1.2K):
- [PyPi](https://pypi.org/project/pymongo) (π₯ 65M / month Β· π¦ 7.3K Β· β±οΈ 14.10.2026):
- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 8.8M Β· β±οΈ 15.10.2026):
s3fs (π₯32 Β· β 1K) - S3 Filesystem. BSD-3
- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 170 Β· π 310 Β· π¦ 29K):
- [PyPi](https://pypi.org/project/s3fs) (π₯ 300M / month Β· π¦ 2.3K Β· β±οΈ 18.09.2026):
- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 14M Β· β±οΈ 24.09.2026):
Prometheus Client (π₯31 Β· β 4.4K Β· π) - Prometheus instrumentation library for Python.. Apache-2
- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 190 Β· π 900):
- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 140M / month Β· π¦ 4.8K Β· β±οΈ 24.07.2026):
- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 30M Β· β±οΈ 25.07.2026):
confluent-kafka-python (π₯31 Β· β 520) - Confluents Kafka Python Client. Apache-2
- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 160 Β· π 970 Β· π¦ 18K):
- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 41M / month Β· π¦ 1.2K Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 2.2M Β· β±οΈ 16.10.2026):
sqlmodel (π₯30 Β· β 18K) - SQLModel, SQL databases in Python, designed for simplicity,.. MIT pydantic
- [GitHub]() (π¨βπ» 120 Β· π 890 Β· π¦ 33K):
- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 24M / month Β· π¦ 2.2K Β· β±οΈ 06.10.2026):
- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 450K Β· β±οΈ 08.10.2026):
mysqlclient (π₯30 Β· β 2.5K) - MySQL/MariaDB connector for Python. βοΈGPL-2.0
- [GitHub](https://github.com/PyMySQL/mysqlclient) (π¨βπ» 93 Β· π 440 Β· π¦ 210K):
- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 16M / month Β· π¦ 1.2K Β· β±οΈ 14.09.2026):
- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 1.1M Β· β±οΈ 05.10.2026):
tortoise-orm (π₯29 Β· β 5.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 210 Β· π 530 Β· π¦ 11K):
- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 480K / month Β· π¦ 410 Β· β±οΈ 14.10.2026):
- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 77K Β· β±οΈ 17.10.2026):
MongoEngine (π₯29 Β· β 4.3K Β· π€) - A Python Object-Document-Mapper for working with MongoDB. MIT
- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 400 Β· π 1.2K Β· π¦ 28K):
- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.6M / month Β· π¦ 450 Β· β±οΈ 10.03.2026):
- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 740K Β· β±οΈ 10.03.2026):
AWS Data Wrangler (π₯29 Β· β 4.1K) - Pandas on AWS. Apache-2 
- [GitHub]() (π¨βπ» 190 Β· π 750 Β· π¦ 2.6K):
- [PyPi](https://pypi.org/project/awswrangler) (π₯ 84M / month Β· π¦ 160 Β· β±οΈ 27.10.2026):
- [Conda](https://anaconda.org/conda-forge/awswrangler) (π₯ 960K Β· β±οΈ 04.08.2026):
PyPika (π₯29 Β· β 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 120 Β· π 330 Β· π¦ 48K):
- [PyPi](https://pypi.org/project/pypika) (π₯ 8.3M / month Β· π¦ 230 Β· β±οΈ 04.02.2026):
- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 130K Β· β±οΈ 18.09.2026):
Ibis (π₯28 Β· β 6.5K) - the portable Python dataframe library. Apache-2
- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 520 Β· π 720 Β· π¦ 5.4K):
- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 3.3M / month Β· π¦ 130 Β· β±οΈ 07.02.2026):
- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 1.1M Β· β±οΈ 01.06.2026):
Pony (π₯28 Β· β 3.8K) - Pony Object Relational Mapper. Apache-2
- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 34 Β· π 260 Β· π¦ 4.7K):
- [PyPi](https://pypi.org/project/pony) (π₯ 510K / month Β· π¦ 190 Β· β±οΈ 09.08.2026):
- [Conda](https://anaconda.org/conda-forge/pony) (π₯ 300K Β· β±οΈ 10.08.2026):
Cassandra Driver (π₯28 Β· β 1.4K) - Apache Cassandra Python Driver. Apache-2
- [GitHub]() (π¨βπ» 220 Β· π 580 Β· π¦ 11K):
- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 3.6M / month Β· π¦ 330 Β· β±οΈ 06.07.2026):
- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 720K Β· β±οΈ 11.07.2026):
dataset (π₯26 Β· β 4.9K Β· π) - Easy-to-use data handling for SQL data stores with support for.. MIT
- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 81 Β· π 300 Β· π¦ 5.2K):
- [PyPi](https://pypi.org/project/dataset) (π₯ 1.5M / month Β· π¦ 150 Β· β±οΈ 12.04.2026):
- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 21K Β· β±οΈ 17.09.2025):
Records (π₯25 Β· β 7.2K) - SQL for Humans. ISC
- [GitHub](https://github.com/kennethreitz/records) (π¨βπ» 52 Β· π 570 Β· π¦ 1.3K):
- [PyPi](https://pypi.org/project/records) (π₯ 340K / month Β· π¦ 47 Β· β±οΈ 29.03.2024):
- [Conda](https://anaconda.org/conda-forge/records) (π₯ 120K Β· β±οΈ 01.09.2026):
PynamoDB (π₯25 Β· β 2.6K Β· π€) - A pythonic interface to Amazons DynamoDB. MIT
- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 120 Β· π 430 Β· π¦ 2K):
- [PyPi](https://pypi.org/project/pynamodb) (π₯ 2.9M / month Β· π¦ 86 Β· β±οΈ 02.06.2025):
- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 4.7M Β· β±οΈ 02.06.2025):
piccolos (π₯25 Β· β 2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 63 Β· π 120 Β· π¦ 550):
- [PyPi](https://pypi.org/project/piccolo) (π₯ 510K / month Β· π¦ 18 Β· β±οΈ 28.10.2026):
libcloud (π₯24 Β· β 2.1K) - Apache Libcloud is a Python library that hides differences between.. Apache-2
- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 500 Β· π 930):
- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 700K / month Β· π¦ 190 Β· β±οΈ 21.04.2026):
minio (π₯24 Β· β 1K Β· π€) - MinIO Client SDK for Python. Apache-2
- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 150 Β· π 370):
- [PyPi](https://pypi.org/project/minio) (π₯ 9M / month Β· π¦ 820 Β· β±οΈ 27.11.2025):
- [Conda](https://anaconda.org/conda-forge/minio) (π₯ 430K Β· β±οΈ 27.11.2025):
cx-Oracle (π₯24 Β· β 900 Β· π€) - Obsolete Python interface to Oracle Database, now superseded by.. BSD-3
- [GitHub](https://github.com/oracle/python-cx_Oracle) (π¨βπ» 17 Β· π 360 Β· π¦ 9.2K):
- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 2.4M / month Β· π¦ 430 Β· β±οΈ 20.07.2023):
- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 1.2M Β· β±οΈ 15.01.2026):
pysolr (π₯24 Β· β 700 Β· π€) - Pysolr Python Solr client. BSD-3
- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 81 Β· π 340 Β· π¦ 4K):
- [PyPi](https://pypi.org/project/pysolr) (π₯ 360K / month Β· π¦ 87 Β· β±οΈ 18.11.2025):
- [Conda](https://anaconda.org/conda-forge/pysolr) (π₯ 120K Β· β±οΈ 18.11.2025):
ODMantic (π₯23 Β· β 1.2K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 23 Β· π 97 Β· π¦ 3.6K):
- [PyPi](https://pypi.org/project/odmantic) (π₯ 63K / month Β· π¦ 24 Β· β±οΈ 24.01.2026):
neo4j-driver (π₯23 Β· β 1K) - Neo4j Bolt driver for Python. Apache-2
- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 46 Β· π 210):
- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 85K / month Β· π¦ 65 Β· β±οΈ 15.10.2026):
- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 540K Β· β±οΈ 15.10.2026):
umongo (π₯23 Β· β 450) - sync/async MongoDB ODM, yes. MIT
- [GitHub](https://github.com/Scille/umongo) (π¨βπ» 19 Β· π 68 Β· π¦ 26K):
- [PyPi](https://pypi.org/project/umongo) (π₯ 18K / month Β· π¦ 10 Β· β±οΈ 01.03.2026):
- [Conda](https://anaconda.org/conda-forge/umongo) (π₯ 22K Β· β±οΈ 20.08.2026):
filedepot (π₯22 Β· β 160) - Toolkit for storing files and attachments in web applications. MIT
- [GitHub](https://github.com/amol-/depot) (π¨βπ» 22 Β· π 41 Β· π¦ 1.5K):
- [PyPi](https://pypi.org/project/filedepot) (π₯ 18K / month Β· π¦ 15 Β· β±οΈ 22.07.2026):
cloudant (π₯19 Β· β 160) - A Python library for Cloudant and CouchDB. Apache-2
- [GitHub](https://github.com/cloudant/python-cloudant) (π¨βπ» 33 Β· π 55):
- [PyPi](https://pypi.org/project/cloudant) (π₯ 230K / month Β· π¦ 34 Β· β±οΈ 26.08.2021):
- [Conda](https://anaconda.org/conda-forge/cloudant) (π₯ 430K Β· β±οΈ 29.04.2026):
psycopg3 (π₯18 Β· β 2.5K) - New generation PostgreSQL database adapter for the Python.. βοΈLGPL-3.0
- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 110 Β· π 280):
PugSQL (π₯18 Β· β 760 Β· π€) - A HugSQL-inspired database library for Python. Apache-2
- [GitHub](https://github.com/mcfunley/pugsql) (π¨βπ» 14 Β· π 27 Β· π¦ 84):
- [PyPi](https://pypi.org/project/pugsql) (π₯ 27K / month Β· π¦ 3 Β· β±οΈ 04.12.2025):
Show 22 hidden projects...
- Elasticsearch DSL (π₯34 Β· β 3.9K Β· π) - High level Python client for Elasticsearch.Apache-2
- psycopg2 (π₯32 Β· β 3.7K) - PostgreSQL database adapter for the Python.. βοΈBSD-3-Clause-Attribution
- pyodbc (π₯29 Β· β 3.1K) - Python ODBC bridge. βοΈMIT-0
- Motor (π₯29 Β· β 2.5K Β· π) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
- SQLAlchemy-Utils (π₯28 Β· β 1.3K) - Various utility functions and datatypes for SQLAlchemy. βUnlicensed
- Databases (π₯27 Β· β 4K Β· π) - Async database support for Python. BSD-3
- pygsheets (π₯25 Β· β 1.5K Β· π) - Google Sheets Python API v4. MIT
- prisma (π₯24 Β· β 2.1K Β· π) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
- influxdb (π₯24 Β· β 1.7K Β· π) - Python client for InfluxDB. MIT
- redis-py-cluster (π₯24 Β· β 1.1K Β· π) - Python cluster client for the official redis cluster... MIT
- gino (π₯23 Β· β 2.7K Β· π) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
- HappyBase (π₯23 Β· β 610 Β· π) - [UNMAINTAINED] A developer-friendly Python library to interact with.. MIT
- mongo-connector (π₯22 Β· β 1.9K Β· π) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
- pyhdb (π₯20 Β· β 320 Β· π) - SAP HANA Connector in pure Python. Apache-2
- Queries (π₯20 Β· β 260 Β· π) - PostgreSQL database access simplified. BSD-3
- aioprometheus (π₯20 Β· β 180 Β· π) - A Prometheus Python client library for asyncio-based.. MIT
- PyMODM (π₯17 Β· β 350 Β· π) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
- db.py (π₯15 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
- py2neo (π₯15 Β· π) - Python client library and toolkit for Neo4j. Apache-2
- lazydata (π₯14 Β· β 620 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
- gsheets-db-api (π₯14 Β· β 210 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
- SuperSQLite (π₯13 Β· β 720 Β· π) - A supercharged SQLite library for Python. MIT
Data Loading & ExtractionΒ€
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
Datasets (π₯35 Β· β 22K) - The largest hub of ready-to-use datasets for AI models with fast,.. Apache-2
- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 730 Β· π 3.6K Β· π¦ 140K):
- [PyPi](https://pypi.org/project/datasets) (π₯ 67M / month Β· π¦ 8.2K Β· β±οΈ 05.10.2026):
- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 3.8M Β· β±οΈ 08.10.2026):
Faker (π₯35 Β· β 19K) - Faker is a Python package that generates fake data for you. MIT
- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 690 Β· π 2.1K Β· π¦ 300K):
- [PyPi](https://pypi.org/project/Faker) (π₯ 65M / month Β· π¦ 3.8K Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 2.3M Β· β±οΈ 28.10.2026):
Tablib (π₯31 Β· β 4.8K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 140 Β· π 630 Β· π¦ 130K):
- [PyPi](https://pypi.org/project/tablib) (π₯ 4.9M / month Β· π¦ 230 Β· β±οΈ 31.07.2026):
- [Conda](https://anaconda.org/conda-forge/tablib) (π₯ 390K Β· β±οΈ 31.07.2026):
python-magic (π₯31 Β· β 2.9K) - A python wrapper for libmagic. MIT
- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 69 Β· π 310 Β· π¦ 88K):
- [PyPi](https://pypi.org/project/python-magic) (π₯ 24M / month Β· π¦ 1.5K Β· β±οΈ 07.06.2022):
- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 1.1M Β· β±οΈ 19.06.2026):
xmltodict (π₯30 Β· β 5.7K Β· π€) - Python module that makes working with XML feel like you are.. MIT
- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 60 Β· π 470 Β· π¦ 90K):
- [PyPi](https://pypi.org/project/xmltodict) (π₯ 93M / month Β· π¦ 3.9K Β· β±οΈ 22.02.2026):
- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 8M Β· β±οΈ 22.02.2026):
gdown (π₯29 Β· β 5.5K) - Google Drive public file downloader when curl/wget fails. MIT
- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 29 Β· π 430 Β· π¦ 60K):
- [PyPi](https://pypi.org/project/gdown) (π₯ 3.1M / month Β· π¦ 1.6K Β· β±οΈ 29.10.2026):
- [Conda](https://anaconda.org/conda-forge/gdown) (π₯ 600K Β· β±οΈ 29.10.2026):
xlwings (π₯29 Β· β 3.4K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
- [GitHub](https://github.com/xlwings/xlwings) (π¨βπ» 69 Β· π 540 Β· π¦ 34K):
- [PyPi](https://pypi.org/project/xlwings) (π₯ 580K / month Β· π¦ 320 Β· β±οΈ 23.10.2026):
- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 2.2M Β· β±οΈ 23.10.2026):
textract (π₯27 Β· β 4.7K) - extract text from any document. no muss. no fuss. MIT
- [GitHub](https://github.com/deanmalmgren/textract) (π¨βπ» 48 Β· π 720 Β· π¦ 4.9K):
- [PyPi](https://pypi.org/project/textract) (π₯ 270K / month Β· π¦ 97 Β· β±οΈ 01.09.2026):
- [Conda](https://anaconda.org/conda-forge/textract) (π₯ 150K Β· β±οΈ 01.09.2026):
smart-open (π₯27 Β· β 3.5K) - Utils for streaming large files (S3, HDFS, GCS, SFTP, Azure Blob.. MIT
- [GitHub]() (π¨βπ» 140 Β· π 400):
- [PyPi](https://pypi.org/project/smart-open) (π₯ 57M / month Β· π¦ 710 Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/smart_open) (π₯ 5.6M Β· β±οΈ 28.10.2026):
csvkit (π₯24 Β· β 6.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
- [GitHub](https://github.com/wireservice/csvkit) (π¨βπ» 120 Β· π 670 Β· π¦ 2.1K):
- [PyPi](https://pypi.org/project/csvkit) (π₯ 230K / month Β· π¦ 49 Β· β±οΈ 15.12.2025):
- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 380K Β· β±οΈ 26.04.2026):
Intake (π₯24 Β· β 1.1K) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
- [GitHub](https://github.com/intake/intake) (π¨βπ» 100 Β· π 150 Β· π¦ 3.7K):
- [PyPi](https://pypi.org/project/intake) (π₯ 66K / month Β· π¦ 230 Β· β±οΈ 17.06.2026):
- [Conda](https://anaconda.org/conda-forge/intake) (π₯ 990K Β· β±οΈ 09.03.2026):
camelot (π₯23 Β· β 3.8K) - A Python library to extract tabular data from PDFs. MIT
- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 80 Β· π 550 Β· π¦ 3.7K):
- [PyPi](https://pypi.org/project/camelot) (π₯ 2.5K / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
snorkel (π₯22 Β· β 6K) - A system for quickly generating training data with weak supervision. Apache-2
- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 81 Β· π 850 Β· π¦ 680):
- [PyPi](https://pypi.org/project/snorkel) (π₯ 33K / month Β· π¦ 22 Β· β±οΈ 27.02.2024):
- [Conda](https://anaconda.org/conda-forge/snorkel) (π₯ 77K Β· β±οΈ 22.04.2025):
img2dataset (π₯22 Β· β 4.2K Β· π€) - Easily turn large sets of image urls to an image dataset. Can.. MIT
- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 36 Β· π 360 Β· π¦ 300):
- [PyPi](https://pypi.org/project/img2dataset) (π₯ 22K / month Β· π¦ 6 Β· β±οΈ 09.08.2025):
Singer (π₯22 Β· β 1.3K Β· π€) - Standard for moving data between databases, web APIs, files,.. βοΈAGPL-3.0
- [GitHub](https://github.com/singer-io/getting-started) (π¨βπ» 33 Β· π 150):
- [PyPi](https://pypi.org/project/singer-python) (π₯ 480K / month Β· π¦ 310 Β· β±οΈ 27.02.2026):
pyexcel-xlsx (π₯21 Β· β 120) - A wrapper library to read, manipulate and write data in xlsx and.. BSD-3
- [GitHub](https://github.com/pyexcel/pyexcel-xlsx) (π¨βπ» 6 Β· π 34 Β· π¦ 3.3K):
- [PyPi](https://pypi.org/project/pyexcel-xlsx) (π₯ 620K / month Β· π¦ 75 Β· β±οΈ 05.03.2025):
- [Conda](https://anaconda.org/conda-forge/pyexcel-xlsx) (π₯ 60K Β· β±οΈ 22.04.2025):
Upgini (π₯19 Β· β 360) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 14 Β· π 27 Β· π¦ 11):
- [PyPi](https://pypi.org/project/upgini) (π₯ 16K / month Β· β±οΈ 26.10.2026):
rows (π₯17 Β· β 890 Β· π€) - A common, beautiful interface to tabular data, no matter the format. βοΈLGPL-3.0
- [GitHub](https://github.com/turicas/rows) (π¨βπ» 34 Β· π 140 Β· π¦ 180):
- [PyPi](https://pypi.org/project/rows) (π₯ 3.8K / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
Show 14 hidden projects...
- xlrd (π₯30 Β· β 2.2K Β· π) - Please use openpyxl where you can...BSD-3
- pandas-datareader (π₯26 Β· β 3.2K) - Extract data from a wide range of Internet sources.. βUnlicensed
- PDFMiner (π₯25 Β· β 5.3K Β· π) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
- SDV (π₯23 Β· β 3.6K) - Synthetic data generation for tabular data. βUnlicensed
- tabulator-py (π₯23 Β· β 240 Β· π) - Python library for reading and writing tabular data via streams. MIT
- messytables (π₯20 Β· β 390 Β· π) - Tools for parsing messy tabular data. This is now superseded by.. MIT
- deepdish (π₯20 Β· β 270 Β· π) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
- excalibur (π₯18 Β· β 1.7K Β· π) - A web interface to extract tabular data from PDFs. MIT
- datatest (π₯18 Β· β 290 Β· π) - Tools for test driven data-wrangling and data validation. Apache-2
- borb (π₯17 Β· β 3.6K) - pText is a library for reading, creating and manipulating PDF files.. βUnlicensed
- csvs-to-sqlite (π₯13 Β· β 900 Β· π) - Convert CSV files into a SQLite database. Apache-2
- pdfmux (π₯13 Β· β 77) - PDF extraction that audits its own output and certifies any.. MIT python pdf markdown
- Squirrel (π₯12 Β· β 280 Β· π) - A Python library that enables ML teams to share, load, and.. Apache-2
- Wayback-Archive (π₯7 Β· β 46 Β· π£) - Download complete websites from the Wayback Machine with.. βοΈGPL-3.0
Data Pipelines & StreamingΒ€
Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
Airflow (π₯35 Β· β 48K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
- [GitHub](https://github.com/apache/airflow) (π¨βπ» 4.7K Β· π 18K Β· π¦ 20K):
- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 7.2M / month Β· π¦ 1K Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/airflow) (π₯ 2.2M Β· β±οΈ 17.09.2026):
- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 1.7B Β· β 640 Β· β±οΈ 28.10.2026):
Celery (π₯35 Β· β 29K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.6K Β· π 5.2K Β· π¦ 190K):
- [PyPi](https://pypi.org/project/celery) (π₯ 43M / month Β· π¦ 3.3K Β· β±οΈ 18.10.2026):
- [Conda](https://anaconda.org/conda-forge/celery) (π₯ 3.4M Β· β±οΈ 26.07.2026):
joblib (π₯34 Β· β 4.4K) - Computing with Python functions. BSD-3
- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 170 Β· π 490 Β· π¦ 750K):
- [PyPi](https://pypi.org/project/joblib) (π₯ 160M / month Β· π¦ 12K Β· β±οΈ 31.08.2026):
- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 57M Β· β±οΈ 31.08.2026):
rq (π₯33 Β· β 11K) - Simple job queues for Python. BSD-3
- [GitHub](https://github.com/rq/rq) (π¨βπ» 380 Β· π 1.5K Β· π¦ 22K):
- [PyPi](https://pypi.org/project/rq) (π₯ 9.2M / month Β· π¦ 470 Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 340K Β· β±οΈ 28.10.2026):
Beam (π₯33 Β· β 8.7K) - Unified programming model to define and execute data processing.. Apache-2
- [GitHub](https://github.com/apache/beam) (π¨βπ» 2K Β· π 4.8K Β· π¦ 9.9K):
- [PyPi](https://pypi.org/project/apache-beam) (π₯ 3.5M / month Β· π¦ 200 Β· β±οΈ 07.10.2026):
- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (π₯ 370K Β· β±οΈ 20.09.2026):
Prefect (π₯32 Β· β 24K) - Prefect is a workflow orchestration framework for building resilient.. Apache-2
- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 830 Β· π 2.6K Β· π¦ 8.6K):
- [PyPi](https://pypi.org/project/prefect) (π₯ 6.9M / month Β· π¦ 610 Β· β±οΈ 29.10.2026):
- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 1.3M Β· β±οΈ 24.09.2026):
Dagster (π₯32 Β· β 16K) - An orchestration platform for the development, production, and.. Apache-2
- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 710 Β· π 2.4K Β· π¦ 5K):
- [PyPi](https://pypi.org/project/dagster) (π₯ 7.9M / month Β· π¦ 460 Β· β±οΈ 26.10.2026):
- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 3.5M Β· β±οΈ 26.10.2026):
luigi (π₯30 Β· β 19K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 640 Β· π 2.5K Β· π¦ 2.9K):
- [PyPi](https://pypi.org/project/luigi) (π₯ 720K / month Β· π¦ 180 Β· β±οΈ 07.05.2026):
- [Conda](https://anaconda.org/anaconda/luigi) (π₯ 29K Β· π¦ 3 Β· β±οΈ 28.10.2026):
Great Expectations (π₯29 Β· β 12K) - Always know what to expect from your data. Apache-2
- [GitHub]() (π¨βπ» 510 Β· π 1.9K Β· π¦ 4):
- [PyPi](https://pypi.org/project/great_expectations) (π₯ 19M / month Β· π¦ 200 Β· β±οΈ 22.10.2026):
- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 1.7M Β· β±οΈ 23.10.2026):
Kedro (π₯29 Β· β 11K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 300 Β· π 1.1K Β· π¦ 3.3K):
- [PyPi](https://pypi.org/project/kedro) (π₯ 1.9M / month Β· π¦ 170 Β· β±οΈ 28.09.2026):
dbt (π₯28 Β· β 14K) - Build analytics the way engineers build applications. Apache-2
- [GitHub]() (π¨βπ» 460 Β· π 2.6K Β· π¦ 1.3K):
- [PyPi](https://pypi.org/project/dbt) (π₯ 160K / month Β· π¦ 38 Β· β±οΈ 19.10.2026):
- [Conda](https://anaconda.org/conda-forge/dbt) (π₯ 870K Β· β±οΈ 22.04.2025):
petl (π₯28 Β· β 1.3K) - Python Extract Transform and Load Tables of Data. MIT
- [GitHub](https://github.com/petl-developers/petl) (π¨βπ» 95 Β· π 220 Β· π¦ 4.4K):
- [PyPi](https://pypi.org/project/petl) (π₯ 740K / month Β· π¦ 57 Β· β±οΈ 17.10.2026):
- [Conda](https://anaconda.org/conda-forge/petl) (π₯ 560K Β· β±οΈ 17.10.2026):
zenml (π₯27 Β· β 5.6K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2
- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 160 Β· π 660 Β· π¦ 1.5K):
- [PyPi](https://pypi.org/project/zenml) (π₯ 200K / month Β· π¦ 15 Β· β±οΈ 14.10.2026):
huey (π₯26 Β· β 6.1K) - a little task queue for python. MIT
- [GitHub](https://github.com/coleifer/huey) (π¨βπ» 72 Β· π 410):
- [PyPi](https://pypi.org/project/huey) (π₯ 13M / month Β· π¦ 170 Β· β±οΈ 24.10.2026):
- [Conda](https://anaconda.org/conda-forge/huey) (π₯ 310K Β· β±οΈ 24.10.2026):
arq (π₯26 Β· β 2.9K) - Job queues in python with asyncio and redis. MIT
- [GitHub]() (π¨βπ» 67 Β· π 210 Β· π¦ 1.6K):
- [PyPi](https://pypi.org/project/arq) (π₯ 3.9M / month Β· π¦ 82 Β· β±οΈ 16.04.2026):
- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 29K Β· β±οΈ 03.08.2026):
mleap (π₯26 Β· β 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
- [GitHub](https://github.com/combust/mleap) (π¨βπ» 87 Β· π 310 Β· π¦ 250):
- [PyPi](https://pypi.org/project/mleap) (π₯ 1.7M / month Β· π¦ 11 Β· β±οΈ 05.10.2026):
- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 120K Β· β±οΈ 06.10.2026):
CocoIndex (π₯24 Β· β 6.1K) - Data transformation framework for AI. Ultra performant, with.. Apache-2
- [GitHub](https://github.com/cocoindex-io/cocoindex) (π¨βπ» 100 Β· π 450 Β· π¦ 79):
- [PyPi](https://pypi.org/project/cocoindex) (π₯ 68K / month Β· π¦ 23 Β· β±οΈ 22.10.2026):
TaskTiger (π₯21 Β· β 1.5K) - Python task queue using Redis. MIT
- [GitHub](https://github.com/closeio/tasktiger) (π¨βπ» 35 Β· π 94 Β· π¦ 33):
- [PyPi](https://pypi.org/project/tasktiger) (π₯ 10K / month Β· π¦ 2 Β· β±οΈ 19.10.2026):
riko (π₯19 Β· β 1.6K) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
- [GitHub](https://github.com/nerevu/riko) (π¨βπ» 25 Β· π 75 Β· π¦ 14):
- [PyPi](https://pypi.org/project/riko) (π₯ 240 / month Β· β±οΈ 01.09.2026):
dbnd (π₯19 Β· β 270 Β· π€) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
- [GitHub](https://github.com/databand-ai/dbnd) (π¨βπ» 93 Β· π 33 Β· π¦ 42):
- [PyPi](https://pypi.org/project/dbnd) (π₯ 14K / month Β· π¦ 27 Β· β±οΈ 05.03.2026):
pdpipe (π₯17 Β· β 720 Β· π€) - Easy pipelines for pandas DataFrames. MIT 
- [GitHub](https://github.com/pdpipe/pdpipe) (π¨βπ» 14 Β· π 46 Β· π¦ 67):
- [PyPi](https://pypi.org/project/pdpipe) (π₯ 1.1K / month Β· π¦ 14 Β· β±οΈ 06.03.2026):
- [Conda](https://anaconda.org/conda-forge/pdpipe) (π₯ 68K Β· β±οΈ 06.03.2026):
kale (π₯16 Β· β 700) - Convert JupyterNotebooks to Kubeflow Pipelines deployments. Apache-2 jupyter
- [GitHub]() (π¨βπ» 32 Β· π 160):
- [PyPi](https://pypi.org/project/kubeflow-kale) (π₯ 1.3K / month Β· β±οΈ 28.09.2026):
BatchFlow (π₯16 Β· β 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 40 Β· π 45 Β· π¦ 15):
- [PyPi](https://pypi.org/project/batchflow) (π₯ 910 / month Β· β±οΈ 16.04.2026):
Show 21 hidden projects...
- mrjob (π₯24 Β· β 2.6K Β· π) - Run MapReduce jobs on Hadoop or Amazon Web Services.Apache-2
- ploomber (π₯23 Β· β 3.6K Β· π) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
- PyFunctional (π₯23 Β· β 2.3K Β· π) - Python library for creating data pipelines with chain.. MIT
- faust (π₯22 Β· β 6.8K Β· π) - Python Stream Processing. BSD-3
- whylogs (π₯22 Β· β 2.8K Β· π) - Open standard for end-to-end data and ML monitoring for any.. Apache-2
- Activeloop (π₯21 Β· β 9.2K Β· π) - Activeloop Deep Lake. MPL-2.0
- flupy (π₯21 Β· β 200) - Fluent data pipelines for python and your shell. βUnlicensed
- bonobo (π₯20 Β· β 1.6K Β· π) - Extract Transform Load for Python 3.5+. Apache-2
- Pypeline (π₯19 Β· β 1.4K Β· π) - Concurrent data pipelines in Python . MIT
- pysparkling (π₯19 Β· β 260 Β· π) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
- Optimus (π₯17 Β· β 1.5K Β· π) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark
- streamparse (π₯17 Β· β 1.5K Β· π) - streamparse lets you run Python code against real-time.. Apache-2
- dpark (π₯16 Β· β 2.7K Β· π) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
- mrq (π₯16 Β· β 880 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
- Databolt Flow (π₯15 Β· β 950 Β· π) - Python library for building highly effective data science.. MIT
- Mara Pipelines (π₯13 Β· β 2.1K Β· π) - A lightweight opinionated ETL framework, halfway between.. MIT
- Botflow (π₯13 Β· β 740 Β· π) - Python Fast Data driven programming framework for Data pipeline.. BSD-3
- bodywork-core (π₯12 Β· β 430 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
- spark-deep-learning (π₯11 Β· β 2K Β· π) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
- datajob (π₯11 Β· β 100 Β· π) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
- RasgoQL (π₯10 Β· β 270 Β· π) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
File FormatsΒ€
PyYAML (π₯34 Β· β 2.9K Β· π) - Canonical source repository for PyYAML. MIT
- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 570 Β· π¦ 1.9M):
- [PyPi](https://pypi.org/project/pyyaml) (π₯ 910M / month Β· π¦ 55K Β· β±οΈ 25.09.2025):
- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 100M Β· β±οΈ 29.10.2026):
XlsxWriter (π₯32 Β· β 4K) - A Python module for creating Excel XLSX files. BSD-2
- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 61 Β· π 680 Β· π¦ 120K):
- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 95M / month Β· π¦ 1.5K Β· β±οΈ 28.10.2026):
- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 5.6M Β· β±οΈ 12.10.2025):
jmespath (π₯28 Β· β 2.4K Β· π€) - JMESPath is a query language for JSON. MIT
- [GitHub](https://github.com/jmespath/jmespath.py) (π¨βπ» 32 Β· π 190):
- [PyPi](https://pypi.org/project/jmespath) (π₯ 500M / month Β· π¦ 2K Β· β±οΈ 22.01.2026):
- [Conda](https://anaconda.org/conda-forge/jmespath) (π₯ 38M Β· β±οΈ 23.01.2026):
Code InspectionΒ€
deepdiff (π₯29 Β· β 2.5K) - Deep Difference and Search of any Python object/data. Recreate objects.. MIT
- [GitHub]() (π¨βπ» 110 Β· π 270 Β· π¦ 22K):
- [PyPi](https://pypi.org/project/deepdiff) (π₯ 53M / month Β· π¦ 1.5K Β· β±οΈ 15.05.2026):
- [Conda](https://anaconda.org/conda-forge/deepdiff) (π₯ 1.1M Β· β±οΈ 16.05.2026):
Show 3 hidden projects...
- entrypoints (π₯28 Β· β 78) - Discover and load entry points from installed packages.MIT
- typing_inspect (π₯24 Β· β 370 Β· π) - Runtime inspection utilities for Python typing module. MIT
- importlib-resources (π₯23 Β· β 74) - Backport of the importlib.resources module. βUnlicensed
General UtilitiesΒ€
tenacity (π₯35 Β· β 8.8K) - Retrying library for Python. Apache-2
- [GitHub](https://github.com/jd/tenacity) (π¨βπ» 120 Β· π 400 Β· π¦ 420K):
- [PyPi](https://pypi.org/project/tenacity) (π₯ 340M / month Β· π¦ 9.7K Β· β±οΈ 07.10.2026):
- [Conda](https://anaconda.org/conda-forge/tenacity) (π₯ 17M Β· β±οΈ 07.10.2026):
more-itertools (π₯34 Β· β 4.1K) - More routines for operating on iterables, beyond itertools. MIT
- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 170 Β· π 400 Β· π¦ 300K):
- [PyPi](https://pypi.org/project/more-itertools) (π₯ 220M / month Β· π¦ 5.1K Β· β±οΈ 14.10.2026):
- [Conda](https://anaconda.org/conda-forge/more-itertools) (π₯ 39M Β· β±οΈ 15.10.2026):
attrs (π₯33 Β· β 5.8K Β· π€) - Python Classes Without Boilerplate. MIT
- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 200 Β· π 420 Β· π¦ 1.5M):
- [PyPi](https://pypi.org/project/attrs) (π₯ 690M / month Β· π¦ 11K Β· β±οΈ 19.03.2026):
- [Conda](https://anaconda.org/conda-forge/attrs) (π₯ 84M Β· β±οΈ 19.03.2026):
boltons (π₯29 Β· β 6.9K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 120 Β· π 470 Β· π¦ 13K):
- [PyPi](https://pypi.org/project/boltons) (π₯ 22M / month Β· π¦ 460 Β· β±οΈ 07.09.2026):
- [Conda](https://anaconda.org/conda-forge/boltons) (π₯ 19M Β· β±οΈ 08.09.2026):
python-dependency-injector (π₯29 Β· β 4.9K) - Dependency injection framework for Python. BSD-3
- [GitHub](https://github.com/ets-labs/python-dependency-injector) (π¨βπ» 49 Β· π 350 Β· π¦ 6.1K):
- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 8.3M / month Β· π¦ 420 Β· β±οΈ 18.06.2026):
- [Conda](https://anaconda.org/conda-forge/dependency_injector) (π₯ 160K Β· β±οΈ 13.09.2026):
funcy (π₯28 Β· β 3.5K) - A fancy and practical functional tools. BSD-3
- [GitHub](https://github.com/Suor/funcy) (π¨βπ» 48 Β· π 160 Β· π¦ 16K):
- [PyPi](https://pypi.org/project/funcy) (π₯ 6.6M / month Β· π¦ 450 Β· β±οΈ 10.09.2026):
- [Conda](https://anaconda.org/conda-forge/funcy) (π₯ 1.2M Β· β±οΈ 10.09.2026):
returns (π₯27 Β· β 4.4K) - Make your functions return something meaningful, typed, and safe!. BSD-2
- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 83 Β· π 160 Β· π¦ 1.1K):
- [PyPi](https://pypi.org/project/returns) (π₯ 920K / month Β· π¦ 260 Β· β±οΈ 27.10.2026):
- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 120K Β· β±οΈ 28.10.2026):
natsort (π₯26 Β· β 910 Β· π€) - Simple yet flexible natural sorting in Python. MIT
- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 29 Β· π 52 Β· π¦ 50K):
- [PyPi](https://pypi.org/project/natsort) (π₯ 15M / month Β· π¦ 1.5K Β· β±οΈ 20.06.2023):
- [Conda](https://anaconda.org/conda-forge/natsort) (π₯ 3.4M Β· β±οΈ 12.02.2026):
ubelt (π₯20 Β· β 740) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
- [GitHub](https://github.com/Erotemic/ubelt) (π¨βπ» 6 Β· π 51):
- [PyPi](https://pypi.org/project/ubelt) (π₯ 35K / month Β· π¦ 140 Β· β±οΈ 31.07.2026):
- [Conda](https://anaconda.org/conda-forge/ubelt) (π₯ 480K Β· β±οΈ 06.09.2026):
Show 6 hidden projects...
- toolz (π₯30 Β· β 5.2K) - A functional standard library for Python.βUnlicensed
- retrying (π₯25 Β· β 1.9K Β· π) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
- ratelimit (π₯25 Β· β 760 Β· π) - API Rate Limit Decorator. MIT
- CommonRegex (π₯21 Β· β 1.6K Β· π) - A collection of common regular expressions bundled with an easy.. MIT
- pampy (π₯20 Β· β 3.5K Β· π) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
- pinject (π₯20 Β· β 1.3K Β· π) - A pythonic dependency injection library. Apache-2
Python ImplementationsΒ€
cpython (π₯35 Β· β 78K) - The Python programming language. MIT
- [GitHub](https://github.com/python/cpython) (π¨βπ» 4.1K Β· π 38K Β· π¦ 630K):
- [PyPi](https://pypi.org/project/cpython) (π₯ 5 / month Β· π¦ 21 Β· β±οΈ 22.07.2020):
- [Conda](https://anaconda.org/conda-forge/typing) (π₯ 4.7M Β· β±οΈ 22.04.2025):
- [npm](https://www.npmjs.com/package/@buckpkg/python) (π¦ 6 Β· β±οΈ 03.08.2017):
micropython (π₯21 Β· β 22K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 770 Β· π 9K Β· π¦ 25):
- [PyPi](https://pypi.org/project/micropython-_markupbase) (β±οΈ 10.10.2016):
Show 4 hidden projects...
- grumpy (π₯18 Β· β 10K Β· π) - Grumpy is a Python to Go source code transcompiler and runtime.Apache-2
- stackless (π₯15 Β· β 1K Β· π) - The Stackless Python programming language. βUnlicensed
- pyston (π₯12 Β· β 2.5K Β· π) - (No longer maintained) A faster and highly-compatible.. Apache-2
- cl-python (π₯7 Β· β 240 Β· π) - An implementation of Python in Common Lisp. βUnlicensed
OthersΒ€
Pygments (π₯35 Β· β 2.2K) - Pygments is a generic syntax highlighter written in Python. BSD-2
- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 950 Β· π 920 Β· π¦ 1.2M):
- [PyPi](https://pypi.org/project/pygments) (π₯ 920M / month Β· π¦ 12K Β· β±οΈ 17.08.2026):
- [Conda](https://anaconda.org/conda-forge/pygments) (π₯ 79M Β· β±οΈ 17.08.2026):
pyparsing (π₯34 Β· β 2.5K) - Python library for creating PEG parsers. MIT
- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 87 Β· π 360 Β· π¦ 1.3M):
- [PyPi](https://pypi.org/project/pyparsing) (π₯ 320M / month Β· π¦ 6.8K Β· β±οΈ 20.09.2026):
- [Conda](https://anaconda.org/conda-forge/pyparsing) (π₯ 84M Β· β±οΈ 22.09.2026):
wrapt (π₯34 Β· β 2.3K) - A Python module for decorators, wrappers and monkey patching. BSD-2
- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 44 Β· π 260 Β· π¦ 640K):
- [PyPi](https://pypi.org/project/wrapt) (π₯ 390M / month Β· π¦ 3.5K Β· β±οΈ 19.10.2026):
- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 46M Β· β±οΈ 14.10.2026):
pluggy (π₯34 Β· β 1.7K) - A minimalist production ready plugin system. MIT
- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 72 Β· π 190 Β· π¦ 850K):
- [PyPi](https://pypi.org/project/pluggy) (π₯ 860M / month Β· π¦ 3.4K Β· β±οΈ 15.10.2026):
- [Conda](https://anaconda.org/conda-forge/pluggy) (π₯ 65M Β· β±οΈ 15.10.2026):
cookiecutter (π₯31 Β· β 25K Β· π€) - A cross-platform command-line utility that creates projects.. BSD-3
- [GitHub](https://github.com/cookiecutter/cookiecutter) (π¨βπ» 330 Β· π 2.2K Β· π¦ 38K):
- [PyPi](https://pypi.org/project/cookiecutter) (π₯ 6.8M / month Β· π¦ 1.2K Β· β±οΈ 04.03.2026):
- [Conda](https://anaconda.org/conda-forge/cookiecutter) (π₯ 2.4M Β· β±οΈ 04.03.2026):
decorator (π₯30 Β· β 910) - Decorators for Humans. BSD-2
- [GitHub](https://github.com/micheles/decorator) (π¨βπ» 35 Β· π 120 Β· π¦ 780K):
- [PyPi](https://pypi.org/project/decorator) (π₯ 140M / month Β· π¦ 2.9K Β· β±οΈ 18.05.2026):
- [Conda](https://anaconda.org/conda-forge/decorator) (π₯ 53M Β· β±οΈ 18.05.2026):
fastcore (π₯29 Β· β 1.1K) - Python supercharged for fastai development. Apache-2
- [GitHub]() (π¨βπ» 84 Β· π 300 Β· π¦ 14K):
- [PyPi](https://pypi.org/project/fastcore) (π₯ 31M / month Β· π¦ 1.3K Β· β±οΈ 27.10.2026):
- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 430K Β· β±οΈ 27.10.2026):
diagrams (π₯28 Β· β 42K) - Diagram as Code for prototyping cloud system architectures. MIT
- [GitHub](https://github.com/mingrammer/diagrams) (π¨βπ» 180 Β· π 2.7K Β· π¦ 2.6K):
- [PyPi](https://pypi.org/project/diagrams) (π₯ 960K / month Β· π¦ 140 Β· β±οΈ 22.11.2025):
- [Conda](https://anaconda.org/conda-forge/diagrams) (π₯ 380K Β· β±οΈ 24.11.2025):
keyboard (π₯28 Β· β 3.8K) - Hook and simulate global keyboard events on Windows and Linux. MIT
- [GitHub](https://github.com/boppreh/keyboard) (π¨βπ» 41 Β· π 430 Β· π¦ 27K):
- [PyPi](https://pypi.org/project/keyboard) (π₯ 510K / month Β· π¦ 720 Β· β±οΈ 23.03.2020):
- [Conda](https://anaconda.org/conda-forge/keyboard) (π₯ 91K Β· β±οΈ 08.09.2026):
Copier (π₯27 Β· β 3.6K) - Library and command-line utility for rendering projects templates. MIT
- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 130 Β· π 280 Β· π¦ 2.2K):
- [PyPi](https://pypi.org/project/copier) (π₯ 1.4M / month Β· π¦ 440 Β· β±οΈ 13.10.2026):
Send2Trash (π₯27 Β· β 300 Β· π€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3
- [GitHub](https://github.com/arsenetar/send2trash) (π¨βπ» 20 Β· π 47 Β· π¦ 320K):
- [PyPi](https://pypi.org/project/send2trash) (π₯ 32M / month Β· π¦ 710 Β· β±οΈ 14.01.2026):
- [Conda](https://anaconda.org/conda-forge/send2trash) (π₯ 24M Β· β±οΈ 12.02.2026):
python-mss (π₯25 Β· β 1.3K) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
- [GitHub](https://github.com/BoboTiG/python-mss) (π¨βπ» 31 Β· π 110 Β· π¦ 14K):
- [PyPi](https://pypi.org/project/mss) (π₯ 2.3M / month Β· π¦ 650 Β· β±οΈ 23.04.2026):
- [Conda](https://anaconda.org/conda-forge/python-mss) (π₯ 100K Β· β±οΈ 23.04.2026):
pyscaffold (π₯24 Β· β 2.3K) - Python project template generator with batteries included. MIT
- [GitHub](https://github.com/pyscaffold/pyscaffold) (π¨βπ» 59 Β· π 190):
- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 2M / month Β· π¦ 46 Β· β±οΈ 23.09.2024):
- [Conda](https://anaconda.org/conda-forge/pyscaffold) (π₯ 790K Β· β±οΈ 22.04.2025):
Show 8 hidden projects...
- pycparser (π₯30 Β· β 3.6K) - Complete C99 parser in pure Python.βUnlicensed
- py4j (π₯28 Β· β 1.3K Β· π) - Enables Python programs to dynamically access arbitrary Java objects. BSD-3
- openpyxl (π₯26 Β· β 15) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
- catalogue (π₯24 Β· β 180 Β· π) - Super lightweight function registries for your library. MIT
- pyscreenshot (π₯23 Β· β 500 Β· π) - Python screenshot library, replacement for the Pillow.. BSD-2
- pluginbase (π₯22 Β· β 1.1K Β· π) - A simple but flexible plugin system for Python. BSD-3
- powerline-shell (π₯20 Β· β 5.9K Β· π) - A beautiful and useful prompt for your shell. MIT
- macropy (π₯15 Β· β 2.5K Β· π) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
Related ResourcesΒ€
- 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.
ContributionΒ€
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.
LicenseΒ€
Credit by: @github.com/ml-tooling/best-of-python