Best-of Python
🏆 A ranked list of awesome Python open-source libraries & tools. Updated weekly.
This curated list contains 390 awesome open-source projects with a total of 2M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
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Contents¶
- Data Serialization 16 projects
- Data Containers & Dataframes 30 projects
- Data Structures 15 projects
- Data Validation 15 projects
- Algorithms & Design Patterns 4 projects
- Date & Time Utilities 9 projects
- File & Path Utilities 10 projects
- Compatiblity 7 projects
- Cryptography 7 projects
- Infrastructure & DevOps 20 projects
- Process Utilities 4 projects
- Asynchronous Programming 7 projects
- Configuration 9 projects
- CLI Development 20 projects
- Development Tools 1 projects
- Data Caching 6 projects
- GUI Development 10 projects
- Computer & Machine Vision 2 projects
- Machine Learning & Data Engineering 1 projects
- Text Data 12 projects
- Web Development 1 projects
- Database Clients 64 projects
- Data Loading & Extraction 30 projects
- Data Pipelines & Streaming 44 projects
- File Formats 3 projects
- Code Inspection 4 projects
- General Utilities 15 projects
- Python Implementations 6 projects
- Others 21 projects
Explanation¶
- 🥇🥈🥉 Combined project-quality score
- ⭐️ Star count from GitHub
- 🐣 New project (less than 6 months old)
- 💤 Inactive project (6 months no activity)
- 💀 Dead project (12 months no activity)
- 📈📉 Project is trending up or down
- ➕ Project was recently added
- ❗️ Warning (e.g. missing/risky license)
- 👨💻 Contributors count from GitHub
- 🔀 Fork count from GitHub
- 📋 Issue count from GitHub
- ⏱️ Last update timestamp on package manager
- 📥 Download count from package manager
- 📦 Number of dependent projects
Pandas related project
Data Serialization¶
protobuf (🥇53 · ⭐ 70K) - Protocol Buffers - Googles data interchange format. BSD-3
- [GitHub](https://github.com/protocolbuffers/protobuf) (👨💻 1.4K · 🔀 16K · 📥 76M · 📦 960K · 📋 6.8K - 3% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/protobuf) (📥 460M / month · 📦 10K · ⏱️ 06.12.2025):
- [Conda](https://anaconda.org/conda-forge/protobuf) (📥 26M · ⏱️ 14.10.2025):
- [npm](https://www.npmjs.com/package/google-protobuf) (📥 12M / month · 📦 3.7K · ⏱️ 19.11.2025):
flatbuffers (🥇45 · ⭐ 25K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
- [GitHub](https://github.com/google/flatbuffers) (👨💻 740 · 🔀 3.4K · 📥 1.4M · 📦 190K · 📋 2.6K - 4% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/flatbuffers) (📥 41M / month · 📦 670 · ⏱️ 24.09.2025):
- [Conda](https://anaconda.org/conda-forge/flatbuffers) (📥 1.8M · ⏱️ 24.10.2025):
- [npm](https://www.npmjs.com/package/flatbuffers) (📥 7.4M / month · 📦 290 · ⏱️ 24.09.2025):
marshmallow (🥈41 · ⭐ 7.2K) - A lightweight library for converting complex objects to and from.. MIT
- [GitHub](https://github.com/marshmallow-code/marshmallow) (👨💻 220 · 🔀 650 · 📦 220K · 📋 1.3K - 11% open · ⏱️ 05.12.2025):
- [PyPi](https://pypi.org/project/marshmallow) (📥 97M / month · 📦 2.7K · ⏱️ 05.12.2025):
- [Conda](https://anaconda.org/conda-forge/marshmallow) (📥 3.5M · ⏱️ 06.12.2025):
simplejson (🥈37 · ⭐ 1.7K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
- [GitHub](https://github.com/simplejson/simplejson) (👨💻 45 · 🔀 350 · 📥 7.7K · 📦 150K · 📋 220 - 11% open · ⏱️ 24.09.2025):
- [PyPi](https://pypi.org/project/simplejson) (📥 46M / month · 📦 2.8K · ⏱️ 26.09.2025):
- [Conda](https://anaconda.org/conda-forge/simplejson) (📥 4.6M · ⏱️ 07.11.2025):
orjson (🥈36 · ⭐ 7.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
- [GitHub](https://github.com/ijl/orjson) (👨💻 23 · 🔀 280 · ⏱️ 06.12.2025):
- [PyPi](https://pypi.org/project/orjson) (📥 110M / month · 📦 4.9K · ⏱️ 06.12.2025):
- [Conda](https://anaconda.org/conda-forge/orjson) (📥 4.3M · ⏱️ 29.11.2025):
dill (🥈36 · ⭐ 2.4K) - serialize all of Python. BSD-3
- [GitHub](https://github.com/uqfoundation/dill) (👨💻 47 · 🔀 180 · 📥 290K · 📦 240K · 📋 550 - 35% open · ⏱️ 09.11.2025):
- [PyPi](https://pypi.org/project/dill) (📥 110M / month · 📦 3.7K · ⏱️ 16.04.2025):
- [Conda](https://anaconda.org/conda-forge/dill) (📥 16M · ⏱️ 30.11.2025):
cloudpickle (🥈34 · ⭐ 1.9K) - Extended pickling support for Python objects. BSD-3
- [GitHub](https://github.com/cloudpipe/cloudpickle) (👨💻 64 · 🔀 180 · 📥 84 · 📋 280 - 35% open · ⏱️ 05.11.2025):
- [PyPi](https://pypi.org/project/cloudpickle) (📥 110M / month · 📦 2.3K · ⏱️ 03.11.2025):
- [Conda](https://anaconda.org/conda-forge/cloudpickle) (📥 29M · ⏱️ 09.12.2025):
jsonpickle (🥈34 · ⭐ 1.3K) - Python library for serializing any arbitrary object graph into.. BSD-3
- [GitHub](https://github.com/jsonpickle/jsonpickle) (👨💻 83 · 🔀 180 · 📋 370 - 16% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/jsonpickle) (📥 19M / month · 📦 1.5K · ⏱️ 02.06.2025):
- [Conda](https://anaconda.org/conda-forge/jsonpickle) (📥 2.2M · ⏱️ 03.06.2025):
srsly (🥉30 · ⭐ 480) - Modern high-performance serialization utilities for Python (JSON,.. MIT
- [GitHub](https://github.com/explosion/srsly) (👨💻 16 · 🔀 36 · 📥 910 · 📦 67K · 📋 38 - 26% open · ⏱️ 19.11.2025):
- [PyPi](https://pypi.org/project/srsly) (📥 20M / month · 📦 250 · ⏱️ 17.11.2025):
- [Conda](https://anaconda.org/conda-forge/srsly) (📥 2.2M · ⏱️ 17.11.2025):
python-rapidjson (🥉29 · ⭐ 530) - Python wrapper around rapidjson. MIT
- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (👨💻 25 · 🔀 53 · 📦 7.4K · 📋 120 - 13% open · ⏱️ 07.12.2025):
- [PyPi](https://pypi.org/project/python-rapidjson) (📥 5.2M / month · 📦 270 · ⏱️ 07.12.2025):
- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (📥 4.3M · ⏱️ 07.12.2025):
rtoml (🥉24 · ⭐ 390) - A fast TOML library for python implemented in rust. MIT
- [GitHub](https://github.com/samuelcolvin/rtoml) (👨💻 16 · 🔀 30 · 📦 810 · 📋 27 - 37% open · ⏱️ 19.10.2025):
- [PyPi](https://pypi.org/project/rtoml) (📥 480K / month · 📦 160 · ⏱️ 19.10.2025):
Show 5 hidden projects...
- ultrajson (🥉33 · ⭐ 4.5K) - Ultra fast JSON decoder and encoder written in C with Python..❗Unlicensed
- pyasn1 (🥉33 · ⭐ 250 · 💀) - Generic ASN.1 library for Python. BSD-2
- msgpack (🥉32 · ⭐ 2K) - MessagePack serializer implementation for Python.. ❗Unlicensed
- hickle (🥉26 · ⭐ 500 · 💀) - a HDF5-based python pickle replacement. MIT
- pysimdjson (🥉24 · ⭐ 750) - Python bindings for the simdjson project. ❗Unlicensed
Data Containers & Dataframes¶
General-purpose data containers as well as utilities & extensions for pandas.
pandas (🥇54 · ⭐ 47K) - Flexible and powerful data analysis / manipulation library for.. BSD-3
- [GitHub](https://github.com/pandas-dev/pandas) (👨💻 4.1K · 🔀 19K · 📥 1.9M · 📦 2.8M · 📋 28K - 12% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/pandas) (📥 510M / month · 📦 100K · ⏱️ 03.12.2025):
- [Conda](https://anaconda.org/conda-forge/pandas) (📥 73M · ⏱️ 04.12.2025):
xarray (🥈41 · ⭐ 4K) - N-D labeled arrays and datasets in Python. Apache-2
- [GitHub](https://github.com/pydata/xarray) (👨💻 590 · 🔀 1.2K · 📦 42K · 📋 5.2K - 25% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/xarray) (📥 13M / month · 📦 5K · ⏱️ 05.12.2025):
- [Conda](https://anaconda.org/conda-forge/xarray) (📥 13M · ⏱️ 05.12.2025):
h5py (🥈40 · ⭐ 2.2K · 📉) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
- [GitHub](https://github.com/h5py/h5py) (👨💻 220 · 🔀 550 · 📥 5.3K · 📋 1.7K - 19% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/h5py) (📥 31M / month · 📦 9.5K · ⏱️ 16.10.2025):
- [Conda](https://anaconda.org/conda-forge/h5py) (📥 23M · ⏱️ 24.11.2025):
numexpr (🥈38 · ⭐ 2.4K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
- [GitHub](https://github.com/pydata/numexpr) (👨💻 85 · 🔀 220 · 📥 2.8K · 📦 99K · 📋 400 - 0% open · ⏱️ 02.12.2025):
- [PyPi](https://pypi.org/project/numexpr) (📥 9.6M / month · 📦 1.2K · ⏱️ 13.10.2025):
- [Conda](https://anaconda.org/conda-forge/numexpr) (📥 12M · ⏱️ 03.12.2025):
zarr (🥈37 · ⭐ 1.9K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
- [GitHub](https://github.com/zarr-developers/zarr-python) (👨💻 150 · 🔀 370 · 📦 7.4K · 📋 1.4K - 36% open · ⏱️ 27.11.2025):
- [PyPi](https://pypi.org/project/zarr) (📥 3.1M / month · 📦 1.7K · ⏱️ 21.11.2025):
- [Conda](https://anaconda.org/conda-forge/zarr) (📥 4.8M · ⏱️ 21.11.2025):
Modin (🥈36 · ⭐ 10K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2
- [GitHub](https://github.com/modin-project/modin) (👨💻 140 · 🔀 660 · 📥 200K · 📦 2.3K · 📋 4.4K - 16% open · ⏱️ 01.10.2025):
- [PyPi](https://pypi.org/project/modin) (📥 1.8M / month · 📦 66 · ⏱️ 02.10.2025):
- [Conda](https://anaconda.org/conda-forge/modin-core) (📥 850K · ⏱️ 22.04.2025):
Bottleneck (🥈35 · ⭐ 1.2K) - Fast NumPy array functions written in C. BSD-2
- [GitHub](https://github.com/pydata/bottleneck) (👨💻 37 · 🔀 110 · 📦 59K · 📋 260 - 18% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/Bottleneck) (📥 5.7M / month · 📦 620 · ⏱️ 08.09.2025):
- [Conda](https://anaconda.org/conda-forge/bottleneck) (📥 5.9M · ⏱️ 10.11.2025):
pandera (🥈34 · ⭐ 4.1K) - A light-weight, flexible, and expressive statistical data testing.. MIT
- [GitHub](https://github.com/unionai-oss/pandera) (👨💻 180 · 🔀 360 · 📦 3.2K · 📋 1K - 41% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/pandera) (📥 13M / month · 📦 380 · ⏱️ 25.11.2025):
- [Conda](https://anaconda.org/conda-forge/pandera-core) (📥 94K · ⏱️ 26.11.2025):
datasketch (🥈33 · ⭐ 2.8K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
- [GitHub](https://github.com/ekzhu/datasketch) (👨💻 35 · 🔀 310 · 📥 36 · 📦 2.3K · 📋 180 - 31% open · ⏱️ 28.11.2025):
- [PyPi](https://pypi.org/project/datasketch) (📥 5.4M / month · 📦 110 · ⏱️ 28.11.2025):
PyTables (🥈33 · ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3
- [GitHub](https://github.com/PyTables/PyTables) (👨💻 140 · 🔀 280 · 📥 200 · 📋 750 - 20% open · ⏱️ 06.12.2025):
- [PyPi](https://pypi.org/project/tables) (📥 1.7M / month · 📦 1.5K · ⏱️ 04.01.2025):
- [Conda](https://anaconda.org/conda-forge/pytables) (📥 11M · ⏱️ 30.10.2025):
Vaex (🥉31 · ⭐ 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
- [GitHub](https://github.com/vaexio/vaex) (👨💻 75 · 🔀 600 · 📥 330 · 📦 1K · 📋 1.3K - 41% open · ⏱️ 03.09.2025):
- [PyPi](https://pypi.org/project/vaex) (📥 31K / month · 📦 52 · ⏱️ 21.07.2023):
- [Conda](https://anaconda.org/conda-forge/vaex) (📥 350K · ⏱️ 22.04.2025):
docarray (🥉31 · ⭐ 3.1K · 💤) - Represent, send, store and search multimodal data. Apache-2
- [GitHub](https://github.com/docarray/docarray) (👨💻 81 · 🔀 230 · 📦 5.6K · 📋 640 - 10% open · ⏱️ 21.03.2025):
- [PyPi](https://pypi.org/project/docarray) (📥 130K / month · 📦 82 · ⏱️ 21.03.2025):
- [Conda](https://anaconda.org/conda-forge/docarray) (📥 240K · ⏱️ 22.04.2025):
datatable (🥉29 · ⭐ 1.9K · 💤) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
- [GitHub](https://github.com/h2oai/datatable) (👨💻 41 · 🔀 160 · 📥 3.2K · 📋 1.5K - 11% open · ⏱️ 17.03.2025):
- [PyPi](https://pypi.org/project/datatable) (📥 68K / month · 📦 54 · ⏱️ 01.12.2023):
- [Conda](https://anaconda.org/conda-forge/datatable) (📥 47K · ⏱️ 22.04.2025):
StaticFrame (🥉28 · ⭐ 480) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
- [GitHub](https://github.com/static-frame/static-frame) (👨💻 27 · 🔀 35 · 📦 29 · 📋 730 - 6% open · ⏱️ 01.12.2025):
- [PyPi](https://pypi.org/project/static-frame) (📥 23K / month · 📦 6 · ⏱️ 30.10.2025):
- [Conda](https://anaconda.org/conda-forge/static-frame) (📥 550K · ⏱️ 31.10.2025):
pickleDB (🥉25 · ⭐ 1.1K · 📈) - pickleDB is an in memory key-value store using Pythons orjson.. BSD-3
- [GitHub](https://github.com/patx/pickledb) (👨💻 17 · 🔀 130 · 📦 3.4K · 📋 89 - 20% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/pickledb) (📥 27K / month · ⏱️ 11.12.2025):
Pandas Summary (🥉24 · ⭐ 520) - Engine for ML/Data tracking, visualization,.. Apache-2
- [GitHub](https://github.com/polyaxon/traceml) (👨💻 99 · 🔀 44 · 📋 14 - 42% open · ⏱️ 26.11.2025):
- [PyPi](https://pypi.org/project/pandas-summary) (📥 110K / month · 📦 21 · ⏱️ 25.11.2021):
Show 14 hidden projects...
- numpy (🥇51 · ⭐ 31K) - The fundamental package for scientific computing with Python.❗Unlicensed
- polars (🥇44 · ⭐ 37K) - Extremely fast Query Engine for DataFrames, written in Rust. ❗Unlicensed
- Blaze (🥉32 · ⭐ 3.2K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
- TinyDB (🥉31 · ⭐ 7.4K · 💀) - TinyDB is a lightweight document oriented database optimized for your.. MIT
- Koalas (🥉31 · ⭐ 3.4K · 💀) - Koalas: pandas API on Apache Spark. Apache-2 spark ❗️LGPL-2.1
- sklearn-pandas (🥉28 · ⭐ 2.8K · 💀) - Pandas integration with sklearn. ❗️Zlib sklearn MIT BSD-3 jupyter
- swifter (🥉27 · ⭐ 2.6K · 💀) - A package which efficiently applies any function to a pandas.. MIT BSD-3
- fletcher (🥉20 · ⭐ 230 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT MIT
- PandaPy (🥉12 · ⭐ 550 · 💀) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT Data Structures¶
pyrsistent (🥇37 · ⭐ 2.1K) - Persistent/Immutable/Functional data structures for Python. MIT
- [GitHub](https://github.com/tobgu/pyrsistent) (👨💻 76 · 🔀 150 · 📦 370K · 📋 180 - 15% open · ⏱️ 22.10.2025):
- [PyPi](https://pypi.org/project/pyrsistent) (📥 40M / month · 📦 1K · ⏱️ 25.10.2023):
- [Conda](https://anaconda.org/conda-forge/pyrsistent) (📥 22M · ⏱️ 04.10.2025):
multidict (🥇34 · ⭐ 480) - The multidict implementation. Apache-2
- [GitHub](https://github.com/aio-libs/multidict) (👨💻 62 · 🔀 110 · 📥 1.9K · 📋 190 - 11% open · ⏱️ 20.11.2025):
- [PyPi](https://pypi.org/project/multidict) (📥 280M / month · 📦 2.1K · ⏱️ 06.10.2025):
- [Conda](https://anaconda.org/conda-forge/multidict) (📥 21M · ⏱️ 30.06.2025):
bidict (🥈31 · ⭐ 1.6K) - The bidirectional mapping library for Python. MPL-2.0
- [GitHub](https://github.com/jab/bidict) (👨💻 24 · 🔀 63 · 📥 140 · 📦 42K · 📋 63 - 1% open · ⏱️ 09.11.2025):
- [PyPi](https://pypi.org/project/bidict) (📥 14M / month · 📦 480 · ⏱️ 18.02.2024):
- [Conda](https://anaconda.org/conda-forge/bidict) (📥 660K · ⏱️ 22.04.2025):
anytree (🥈31 · ⭐ 1.1K · 💤) - Python tree data library. Apache-2
- [GitHub](https://github.com/c0fec0de/anytree) (👨💻 30 · 🔀 140 · 📦 23K · 📋 200 - 17% open · ⏱️ 08.04.2025):
- [PyPi](https://pypi.org/project/anytree) (📥 3.6M / month · 📦 580 · ⏱️ 08.04.2025):
- [Conda](https://anaconda.org/conda-forge/anytree) (📥 69K · ⏱️ 22.04.2025):
python-benedict (🥉29 · ⭐ 1.6K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
- [GitHub](https://github.com/fabiocaccamo/python-benedict) (👨💻 11 · 🔀 45 · 📦 2K · 📋 120 - 10% open · ⏱️ 06.12.2025):
- [PyPi](https://pypi.org/project/python-benedict) (📥 800K / month · 📦 110 · ⏱️ 30.09.2025):
- [Conda](https://anaconda.org/conda-forge/python-benedict) (📥 240K · ⏱️ 22.04.2025):
glom (🥉28 · ⭐ 2.1K · 💤) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
- [GitHub](https://github.com/mahmoud/glom) (👨💻 23 · 🔀 69 · 📦 2.9K · 📋 190 - 58% open · ⏱️ 12.01.2025):
- [PyPi](https://pypi.org/project/glom) (📥 7.4M / month · 📦 200 · ⏱️ 02.11.2024):
- [Conda](https://anaconda.org/conda-forge/glom) (📥 59K · ⏱️ 22.04.2025):
python-box (🥉26 · ⭐ 2.8K · 💤) - Python dictionaries with advanced dot notation access. MIT
- [GitHub](https://github.com/cdgriffith/Box) (👨💻 1 · 🔀 120 · 📥 54 · 📋 180 - 18% open · ⏱️ 16.01.2025):
- [PyPi](https://pypi.org/project/python-box) (📥 5.9M / month · 📦 460 · ⏱️ 16.01.2025):
- [Conda](https://anaconda.org/conda-forge/python-box) (📥 1M · ⏱️ 05.10.2025):
janus (🥉26 · ⭐ 940) - Thread-safe asyncio-aware queue for Python. Apache-2
- [GitHub](https://github.com/aio-libs/janus) (👨💻 30 · 🔀 54 · 📥 33 · 📋 49 - 16% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/janus) (📥 1.6M / month · 📦 130 · ⏱️ 13.12.2024):
- [Conda](https://anaconda.org/conda-forge/janus) (📥 34K · ⏱️ 22.04.2025):
Show 7 hidden projects...
- python-sortedcontainers (🥈32 · ⭐ 3.9K · 💀) - Python Sorted Container Types: Sorted List, Sorted..Apache-2
- addict (🥈31 · ⭐ 2.5K · 💀) - The Python Dict thats better than heroin. MIT
- sqlitedict (🥉29 · ⭐ 1.2K · 💀) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
- ordered-set (🥉28 · ⭐ 220 · 💀) - A mutable set that remembers the order of its entries. One of.. MIT
- munch (🥉26 · ⭐ 780 · 💀) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
- immutables (🥉25 · ⭐ 1.2K · 💀) - A high-performance immutable mapping type for Python. Apache-2
- cleverdict (🥉16 · ⭐ 100 · 💀) - A JSON-friendly data structure which allows both object attributes.. MIT
Data Validation¶
pydantic (🥇47 · ⭐ 26K) - Data validation using Python type hints. MIT
- [GitHub](https://github.com/pydantic/pydantic) (👨💻 720 · 🔀 2.3K · 📦 930K · 📋 5.5K - 9% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/pydantic) (📥 580M / month · 📦 51K · ⏱️ 26.11.2025):
- [Conda](https://anaconda.org/conda-forge/pydantic) (📥 18M · ⏱️ 29.11.2025):
jsonschema (🥇42 · ⭐ 4.9K) - An implementation of the JSON Schema specification for Python. MIT
- [GitHub](https://github.com/python-jsonschema/jsonschema) (👨💻 120 · 🔀 600 · 📥 840 · 📦 810K · 📋 880 - 4% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/jsonschema) (📥 280M / month · 📦 8.4K · ⏱️ 18.08.2025):
- [Conda](https://anaconda.org/conda-forge/jsonschema) (📥 42M · ⏱️ 19.08.2025):
cerberus (🥈36 · ⭐ 3.3K) - Lightweight, extensible data validation library for Python. ISC
- [GitHub](https://github.com/pyeve/cerberus) (👨💻 67 · 🔀 240 · 📦 18K · 📋 360 - 3% open · ⏱️ 06.11.2025):
- [PyPi](https://pypi.org/project/cerberus) (📥 4.8M / month · 📦 770 · ⏱️ 06.11.2025):
- [Conda](https://anaconda.org/conda-forge/cerberus) (📥 680K · ⏱️ 22.04.2025):
schema (🥈34 · ⭐ 2.9K) - Schema validation just got Pythonic. MIT
- [GitHub](https://github.com/keleshev/schema) (👨💻 71 · 🔀 210 · 📦 16K · 📋 190 - 52% open · ⏱️ 26.10.2025):
- [PyPi](https://pypi.org/project/schema) (📥 29M / month · 📦 890 · ⏱️ 11.10.2025):
- [Conda](https://anaconda.org/conda-forge/schema) (📥 550K · ⏱️ 22.04.2025):
voluptuous (🥈33 · ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
- [GitHub](https://github.com/alecthomas/voluptuous) (👨💻 100 · 🔀 220 · 📦 20K · 📋 260 - 15% open · ⏱️ 31.08.2025):
- [PyPi](https://pypi.org/project/voluptuous) (📥 4.7M / month · 📦 540 · ⏱️ 02.07.2024):
- [Conda](https://anaconda.org/conda-forge/voluptuous) (📥 620K · ⏱️ 22.04.2025):
validators (🥈33 · ⭐ 1.1K) - Python Data Validation for Humans. MIT
- [GitHub](https://github.com/python-validators/validators) (👨💻 64 · 🔀 170 · 📥 200 · 📦 150K · 📋 190 - 1% open · ⏱️ 03.10.2025):
- [PyPi](https://pypi.org/project/validators) (📥 24M / month · 📦 7.6K · ⏱️ 01.05.2025):
- [Conda](https://anaconda.org/conda-forge/validators) (📥 1.2M · ⏱️ 03.05.2025):
python-email-validator (🥉32 · ⭐ 1.3K) - A robust email syntax and deliverability validation.. Unlicense
- [GitHub](https://github.com/JoshData/python-email-validator) (👨💻 26 · 🔀 130 · 📋 110 - 12% open · ⏱️ 27.10.2025):
- [PyPi](https://pypi.org/project/email-validator) (📥 91M / month · 📦 1.2K · ⏱️ 26.08.2025):
- [Conda](https://anaconda.org/conda-forge/email-validator) (📥 1.8M · ⏱️ 26.08.2025):
param (🥉32 · ⭐ 500) - Declarative parameters for robust Python classes and a rich API for.. BSD-3
- [GitHub](https://github.com/holoviz/param) (👨💻 42 · 🔀 80 · 📦 18K · 📋 520 - 34% open · ⏱️ 25.11.2025):
- [PyPi](https://pypi.org/project/param) (📥 1.4M / month · 📦 210 · ⏱️ 25.11.2025):
- [Conda](https://anaconda.org/conda-forge/param) (📥 2.3M · ⏱️ 25.11.2025):
dirty-equals (🥉25 · ⭐ 940) - Doing dirty (but extremely useful) things with equals. MIT
- [GitHub](https://github.com/samuelcolvin/dirty-equals) (👨💻 20 · 🔀 43 · 📦 640 · 📋 45 - 35% open · ⏱️ 17.11.2025):
- [PyPi](https://pypi.org/project/dirty-equals) (📥 1.9M / month · 📦 100 · ⏱️ 17.11.2025):
- [Conda](https://anaconda.org/conda-forge/dirty-equals) (📥 110K · ⏱️ 18.11.2025):
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- schematics (🥉31 · ⭐ 2.6K · 💀) - Python Data Structures for Humans.BSD-3
- strictyaml (🥉29 · ⭐ 1.6K · 💀) - Type-safe YAML parser and validator. MIT
- valideer (🥉20 · ⭐ 260 · 💀) - Lightweight data validation and adaptation Python library. MIT
- validr (🥉17 · ⭐ 220 · 💀) - A simple, fast, extensible python library for data validation. MIT
- typical (🥉17 · ⭐ 180 · 💀) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
- dataklasses (🥉7 · ⭐ 810 · 💀) - A different spin on dataclasses. ❗Unlicensed
Algorithms & Design Patterns¶
🔗 python-patterns ( ⭐ 43K) - Collection of design patterns/idioms in Python.
transitions (🥇33 · ⭐ 6.3K) - A lightweight, object-oriented finite state machine implementation.. MIT
- [GitHub](https://github.com/pytransitions/transitions) (👨💻 81 · 🔀 550 · 📦 4.2K · 📋 480 - 3% open · ⏱️ 09.09.2025):
- [PyPi](https://pypi.org/project/transitions) (📥 2M / month · 📦 220 · ⏱️ 02.07.2025):
- [Conda](https://anaconda.org/conda-forge/transitions) (📥 860K · ⏱️ 02.07.2025):
algorithms (🥉29 · ⭐ 25K) - Minimal examples of data structures and algorithms in Python. MIT
- [GitHub](https://github.com/keon/algorithms) (👨💻 210 · 🔀 4.7K · 📦 140 · 📋 320 - 67% open · ⏱️ 03.11.2025):
- [PyPi](https://pypi.org/project/algorithms) (📥 4.2K / month · 📦 4 · ⏱️ 04.10.2020):
- [Conda](https://anaconda.org/conda-forge/algorithms) (📥 4.1K · ⏱️ 22.04.2025):
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- PyPattyrn (🥉20 · ⭐ 2.3K · 💀) - A simple library for implementing common design patterns.MIT
Date & Time Utilities¶
arrow (🥇40 · ⭐ 9K) - Better dates & times for Python. Apache-2
- [GitHub](https://github.com/arrow-py/arrow) (👨💻 280 · 🔀 700 · 📦 180K · 📋 520 - 21% open · ⏱️ 25.10.2025):
- [PyPi](https://pypi.org/project/arrow) (📥 58M / month · 📦 2.3K · ⏱️ 18.10.2025):
- [Conda](https://anaconda.org/conda-forge/arrow) (📥 11M · ⏱️ 18.10.2025):
holidays (🥈38 · ⭐ 1.8K) - Open World Holidays Framework. MIT
- [GitHub](https://github.com/vacanza/holidays) (👨💻 290 · 🔀 560 · 📥 350 · 📦 26K · 📋 730 - 7% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/holidays) (📥 21M / month · 📦 470 · ⏱️ 01.12.2025):
- [Conda](https://anaconda.org/conda-forge/holidays) (📥 4.4M · ⏱️ 02.12.2025):
pendulum (🥈35 · ⭐ 6.6K) - Python datetimes made easy. MIT
- [GitHub](https://github.com/python-pendulum/pendulum) (👨💻 120 · 🔀 410 · 📥 3.5K · 📦 39K · 📋 570 - 36% open · ⏱️ 28.10.2025):
- [PyPi](https://pypi.org/project/pendulum) (📥 62M / month · 📦 1.4K · ⏱️ 19.04.2025):
- [Conda](https://anaconda.org/conda-forge/pendulum) (📥 1.7M · ⏱️ 22.04.2025):
dateparser (🥈34 · ⭐ 2.8K) - python parser for human readable dates. BSD-3
- [GitHub](https://github.com/scrapinghub/dateparser) (👨💻 140 · 🔀 480 · 📦 37K · 📋 750 - 46% open · ⏱️ 28.10.2025):
- [PyPi](https://pypi.org/project/dateparser) (📥 22M / month · 📦 1.3K · ⏱️ 26.06.2025):
- [Conda](https://anaconda.org/conda-forge/dateparser) (📥 610K · ⏱️ 26.06.2025):
python-dateutil (🥉33 · ⭐ 2.6K) - Useful extensions to the standard Python datetime features. Apache-2
- [GitHub](https://github.com/dateutil/dateutil) (👨💻 130 · 🔀 520 · 📥 36K · 📋 820 - 47% open · ⏱️ 16.09.2025):
- [PyPi](https://pypi.org/project/python-dateutil) (📥 680M / month · 📦 12K · ⏱️ 01.03.2024):
- [Conda](https://anaconda.org/conda-forge/python-dateutil) (📥 86M · ⏱️ 28.06.2025):
pytz (🥉33 · ⭐ 380 · 💤) - pytz Python historical timezone library and database. MIT
- [GitHub](https://github.com/stub42/pytz) (👨💻 21 · 🔀 99 · 📥 630 · 📦 2.5M · 📋 100 - 40% open · ⏱️ 25.03.2025):
- [PyPi](https://pypi.org/project/pytz) (📥 390M / month · 📦 13K · ⏱️ 25.03.2025):
- [Conda](https://anaconda.org/conda-forge/pytz) (📥 80M · ⏱️ 22.04.2025):
tzlocal (🥉31 · ⭐ 210) - A Python module that tries to figure out what your local timezone is. MIT
- [GitHub](https://github.com/regebro/tzlocal) (👨💻 31 · 🔀 64 · 📦 210K · 📋 90 - 1% open · ⏱️ 08.07.2025):
- [PyPi](https://pypi.org/project/tzlocal) (📥 100M / month · 📦 1.9K · ⏱️ 05.03.2025):
- [Conda](https://anaconda.org/conda-forge/tzlocal) (📥 4.2M · ⏱️ 26.08.2025):
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- isodate (🥉32 · ⭐ 170 · 💀) - ISO 8601 date/time parser.BSD-3
- parsedatetime (🥉29 · ⭐ 710 · 💀) - Parse human-readable date/time strings. Apache-2
File & Path Utilities¶
filesystem_spec (🥇40 · ⭐ 1.3K) - A specification that python filesystems should adhere to. BSD-3
- [GitHub](https://github.com/fsspec/filesystem_spec) (👨💻 300 · 🔀 420 · 📦 280K · 📋 820 - 40% open · ⏱️ 04.12.2025):
- [PyPi](https://pypi.org/project/fsspec) (📥 550M / month · 📦 3.1K · ⏱️ 03.12.2025):
- [Conda](https://anaconda.org/conda-forge/fsspec) (📥 28M · ⏱️ 03.12.2025):
watchdog (🥈38 · ⭐ 7.2K) - Python library and shell utilities to monitor filesystem events. Apache-2
- [GitHub](https://github.com/gorakhargosh/watchdog) (👨💻 170 · 🔀 720 · 📦 250K · 📋 700 - 30% open · ⏱️ 26.11.2025):
- [PyPi](https://pypi.org/project/watchdog) (📥 64M / month · 📦 2.7K · ⏱️ 01.11.2024):
- [Conda](https://anaconda.org/conda-forge/watchdog) (📥 4.9M · ⏱️ 05.12.2025):
filelock (🥈36 · ⭐ 910) - A platform-independent file lock for Python. Unlicense
- [GitHub](https://github.com/tox-dev/filelock) (👨💻 54 · 🔀 120 · 📦 690K · 📋 140 - 17% open · ⏱️ 08.12.2025):
- [PyPi](https://pypi.org/project/filelock) (📥 330M / month · 📦 3.6K · ⏱️ 08.10.2025):
- [Conda](https://anaconda.org/conda-forge/filelock) (📥 35M · ⏱️ 08.10.2025):
aiofiles (🥈35 · ⭐ 3.2K) - File support for asyncio. Apache-2
- [GitHub](https://github.com/Tinche/aiofiles) (👨💻 42 · 🔀 160 · 📦 240K · 📋 140 - 41% open · ⏱️ 09.10.2025):
- [PyPi](https://pypi.org/project/aiofiles) (📥 86M / month · 📦 5.3K · ⏱️ 09.10.2025):
- [Conda](https://anaconda.org/conda-forge/aiofiles) (📥 2.2M · ⏱️ 10.10.2025):
pyfilesystem2 (🥉30 · ⭐ 2.1K · 💤) - Pythons Filesystem abstraction layer. MIT
- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (👨💻 47 · 🔀 180 · 📋 380 - 28% open · ⏱️ 17.05.2025):
- [PyPi](https://pypi.org/project/fs) (📥 7.4M / month · 📦 410 · ⏱️ 20.07.2023):
- [Conda](https://anaconda.org/conda-forge/fs) (📥 1.1M · ⏱️ 22.04.2025):
scandir (🥉25 · ⭐ 540 · 💤) - Better directory iterator and faster os.walk(). Archived, as this.. BSD-3
- [GitHub](https://github.com/benhoyt/scandir) (👨💻 23 · 🔀 70 · ⏱️ 27.05.2025):
- [PyPi](https://pypi.org/project/scandir) (📥 2M / month · 📦 220 · ⏱️ 09.03.2019):
- [Conda](https://anaconda.org/conda-forge/scandir) (📥 1.7M · ⏱️ 22.08.2025):
Show 4 hidden projects...
- appdirs (🥉32 · ⭐ 1.1K · 💀) - A small Python module for determining appropriate platform-specific..MIT
- zipp (🥉31 · ⭐ 67) - Backport of pathlib-compatible object wrapper for zip files. ❗Unlicensed
- path (🥉30 · ⭐ 1.1K) - Object-oriented file system path manipulation. ❗Unlicensed
- Unipath (🥉23 · ⭐ 510 · 💀) - An object-oriented approach to Python file/directory operations. MIT
Compatiblity¶
six (🥇38 · ⭐ 1K) - Python 2 and 3 compatibility library. MIT
- [GitHub](https://github.com/benjaminp/six) (👨💻 67 · 🔀 270 · 📦 2.7M · 📋 300 - 36% open · ⏱️ 15.11.2025):
- [PyPi](https://pypi.org/project/six) (📥 640M / month · 📦 25K · ⏱️ 04.12.2024):
- [Conda](https://anaconda.org/conda-forge/six) (📥 84M · ⏱️ 22.07.2025):
typing (🥈33 · ⭐ 1.7K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
- [GitHub](https://github.com/python/typing) (👨💻 140 · 🔀 280 · 📋 870 - 20% open · ⏱️ 01.12.2025):
- [PyPi](https://pypi.org/project/typing) (📥 6.5M / month · 📦 3.3K · ⏱️ 01.05.2021):
- [Conda](https://anaconda.org/conda-forge/typing) (📥 3.6M · ⏱️ 22.04.2025):
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- future (🥈37 · ⭐ 1.2K · 💀) - Easy, clean, reliable Python 2/3 compatibility.MIT
- dataclasses (🥉27 · ⭐ 590 · 💀) - A backport of the dataclasses module for Python 3.6. Apache-2
- futures (🥉27 · ⭐ 240 · 💀) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
- pathlib2 (🥉27 · ⭐ 85 · 💀) - Backport of pathlib aiming to support the full stdlib Python API. MIT
- contextlib2 (🥉26 · ⭐ 38) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag
Cryptography¶
bcrypt (🥈39 · ⭐ 1.4K) - Modern(-ish) password hashing for your software and your servers. Apache-2
- [GitHub](https://github.com/pyca/bcrypt) (👨💻 40 · 🔀 200 · 📦 340K · 📋 160 - 3% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/bcrypt) (📥 140M / month · 📦 2K · ⏱️ 25.09.2025):
- [Conda](https://anaconda.org/conda-forge/bcrypt) (📥 8.7M · ⏱️ 07.11.2025):
pycryptodomex (🥉36 · ⭐ 3.2K) - A self-contained cryptographic library for Python. BSD-3
- [GitHub](https://github.com/Legrandin/pycryptodome) (👨💻 160 · 🔀 540 · 📥 2.3K · 📦 140K · 📋 640 - 12% open · ⏱️ 16.11.2025):
- [PyPi](https://pypi.org/project/pycryptodomex) (📥 44M / month · 📦 1.6K · ⏱️ 17.05.2025):
- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (📥 2.4M · ⏱️ 13.09.2025):
rsa (🥉29 · ⭐ 490 · 💤) - Python-RSA is a pure-Python RSA implementation. Apache-2
- [GitHub](https://github.com/sybrenstuvel/python-rsa) (👨💻 43 · 🔀 120 · 📋 140 - 20% open · ⏱️ 16.04.2025):
- [PyPi](https://pypi.org/project/rsa) (📥 390M / month · 📦 1.9K · ⏱️ 16.04.2025):
- [Conda](https://anaconda.org/conda-forge/rsa) (📥 17M · ⏱️ 22.04.2025):
Show 4 hidden projects...
- cryptography (🥇45 · ⭐ 7.4K) - cryptography is a package designed to expose..❗Unlicensed
- keyring (🥈37 · ⭐ 1.4K) - Store and access your passwords safely. ❗Unlicensed
- tink (🥉36 · ⭐ 14K · 💀) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
- asn1crypto (🥉32 · ⭐ 360 · 💀) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
Infrastructure & DevOps¶
ansible (🥇48 · ⭐ 67K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0
- [GitHub](https://github.com/ansible/ansible) (👨💻 6.9K · 🔀 24K · 📦 41K · 📋 34K - 2% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/ansible) (📥 9.9M / month · 📦 560 · ⏱️ 09.12.2025):
- [Conda](https://anaconda.org/conda-forge/ansible) (📥 1.7M · ⏱️ 10.09.2025):
botocore (🥇46 · ⭐ 1.6K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
- [GitHub](https://github.com/boto/botocore) (👨💻 220 · 🔀 1.1K · 📦 420K · 📋 1.2K - 12% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/botocore) (📥 970M / month · 📦 4.1K · ⏱️ 10.12.2025):
- [Conda](https://anaconda.org/conda-forge/botocore) (📥 39M · ⏱️ 10.12.2025):
pulumi (🥈44 · ⭐ 24K) - Pulumi - Infrastructure as Code in any programming language. Apache-2
- [GitHub](https://github.com/pulumi/pulumi) (👨💻 630 · 🔀 1.3K · 📥 3.1M · 📦 10K · 📋 8.8K - 27% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/pulumi) (📥 5M / month · 📦 460 · ⏱️ 11.12.2025):
- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (📥 3.8M / month · 📦 930 · ⏱️ 09.12.2025):
awscli (🥈44 · ⭐ 17K) - Universal Command Line Interface for Amazon Web Services. Apache-2
- [GitHub](https://github.com/aws/aws-cli) (👨💻 480 · 🔀 4.4K · 📥 11K · 📦 5 · 📋 5K - 12% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/awscli) (📥 430M / month · 📦 740 · ⏱️ 10.12.2025):
- [Conda](https://anaconda.org/conda-forge/awscli) (📥 49M · ⏱️ 10.12.2025):
docker (🥈42 · ⭐ 7.1K) - A Python library for the Docker Engine API. Apache-2
- [GitHub](https://github.com/docker/docker-py) (👨💻 460 · 🔀 1.7K · 📥 1.7K · 📦 120K · 📋 1.8K - 29% open · ⏱️ 24.11.2025):
- [PyPi](https://pypi.org/project/docker) (📥 97M / month · 📦 3.7K · ⏱️ 23.05.2024):
- [Conda](https://anaconda.org/conda-forge/docker-py) (📥 6.1M · ⏱️ 22.04.2025):
docker-compose (🥈41 · ⭐ 37K) - Define and run multi-container applications with Docker. Apache-2
- [GitHub](https://github.com/docker/compose) (👨💻 600 · 🔀 5.6K · 📥 9.5M · 📦 1.3K · 📋 8.2K - 0% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/docker-compose) (📥 1.3M / month · 📦 250 · ⏱️ 10.05.2021):
- [Conda](https://anaconda.org/conda-forge/docker-compose) (📥 750K · ⏱️ 03.12.2025):
paramiko (🥈41 · ⭐ 9.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
- [GitHub](https://github.com/paramiko/paramiko) (👨💻 190 · 🔀 2K · 📦 120K · 📋 2K - 57% open · ⏱️ 20.10.2025):
- [PyPi](https://pypi.org/project/paramiko) (📥 120M / month · 📦 3.8K · ⏱️ 04.08.2025):
- [Conda](https://anaconda.org/conda-forge/paramiko) (📥 7.1M · ⏱️ 13.08.2025):
kubernetes (🥈39 · ⭐ 7.4K) - Official Python client library for kubernetes. Apache-2
- [GitHub](https://github.com/kubernetes-client/python) (👨💻 220 · 🔀 3.4K · 📋 1.5K - 6% open · ⏱️ 05.12.2025):
- [PyPi](https://pypi.org/project/kubernetes) (📥 88M / month · 📦 1.9K · ⏱️ 29.09.2025):
- [Conda](https://anaconda.org/conda-forge/kubernetes) (📥 710K · ⏱️ 11.12.2025):
netmiko (🥉37 · ⭐ 4K) - Multi-vendor library to simplify Paramiko SSH connections to network devices. MIT
- [GitHub](https://github.com/ktbyers/netmiko) (👨💻 270 · 🔀 1.3K · 📦 5.4K · 📋 2.2K - 4% open · ⏱️ 16.11.2025):
- [PyPi](https://pypi.org/project/netmiko) (📥 700K / month · 📦 220 · ⏱️ 26.06.2025):
plumbum (🥉36 · ⭐ 3K) - Plumbum: Shell Combinators. MIT
- [GitHub](https://github.com/tomerfiliba/plumbum) (👨💻 120 · 🔀 190 · 📦 9K · 📋 370 - 37% open · ⏱️ 24.11.2025):
- [PyPi](https://pypi.org/project/plumbum) (📥 3.3M / month · 📦 360 · ⏱️ 31.10.2025):
- [Conda](https://anaconda.org/conda-forge/plumbum) (📥 1.3M · ⏱️ 31.10.2025):
fabric (🥉35 · ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2
- [GitHub](https://github.com/fabric/fabric) (👨💻 140 · 🔀 2K · 📋 1.8K - 26% open · ⏱️ 20.07.2025):
- [PyPi](https://pypi.org/project/fabric) (📥 9.8M / month · 📦 400 · ⏱️ 31.08.2023):
- [Conda](https://anaconda.org/conda-forge/fabric) (📥 240K · ⏱️ 22.04.2025):
sshtunnel (🥉32 · ⭐ 1.3K) - SSH tunnels to remote server. MIT
- [GitHub](https://github.com/pahaz/sshtunnel) (👨💻 27 · 🔀 190 · 📦 9.4K · 📋 210 - 30% open · ⏱️ 27.08.2025):
- [PyPi](https://pypi.org/project/sshtunnel) (📥 31M / month · 📦 350 · ⏱️ 11.01.2021):
- [Conda](https://anaconda.org/conda-forge/sshtunnel) (📥 310K · ⏱️ 22.04.2025):
pyinfra (🥉30 · ⭐ 4.5K) - pyinfra turns Python code into shell commands and runs them on your.. MIT
- [GitHub](https://github.com/pyinfra-dev/pyinfra) (👨💻 170 · 🔀 450 · 📋 870 - 21% open · ⏱️ 08.12.2025):
- [PyPi](https://pypi.org/project/pyinfra) (📥 54K / month · 📦 22 · ⏱️ 01.10.2025):
Show 7 hidden projects...
- schedule (🥉35 · ⭐ 12K · 💀) - Python job scheduling for humans.MIT
- parallel-ssh (🥉28 · ⭐ 1.3K) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
- fabtools (🥉25 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files. BSD-2
- storm (🥉23 · ⭐ 3.9K · 💀) - Manage your SSH like a boss. MIT
- pypyr (🥉21 · ⭐ 640 · 💀) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2
- wssh (🥉17 · ⭐ 1.4K · 💀) - SSH to WebSockets Bridge. MIT
- Grai (🥉12 · ⭐ 310 · 💤) - Platform to programmatically manage, test, and debug data.. ❗️MIT-0
Process Utilities¶
supervisor (🥇38 · ⭐ 8.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License
- [GitHub](https://github.com/Supervisor/supervisor) (👨💻 180 · 🔀 1.3K · 📦 13K · 📋 1.2K - 13% open · ⏱️ 26.10.2025):
- [PyPi](https://pypi.org/project/supervisor) (📥 3.7M / month · 📦 160 · ⏱️ 23.08.2025):
- [Conda](https://anaconda.org/conda-forge/supervisor) (📥 570K · ⏱️ 01.09.2025):
pexpect (🥈37 · ⭐ 2.8K · 💤) - A Python module for controlling interactive programs in a pseudo-.. ISC
- [GitHub](https://github.com/pexpect/pexpect) (👨💻 110 · 🔀 490 · 📥 4.4K · 📦 510K · 📋 510 - 32% open · ⏱️ 11.04.2025):
- [PyPi](https://pypi.org/project/pexpect) (📥 170M / month · 📦 1.8K · ⏱️ 25.11.2023):
- [Conda](https://anaconda.org/conda-forge/pexpect) (📥 34M · ⏱️ 22.04.2025):
sh (🥉35 · ⭐ 7.2K) - Python process launching. MIT
- [GitHub](https://github.com/amoffat/sh) (👨💻 110 · 🔀 500 · 📥 90 · 📦 18K · 📋 500 - 2% open · ⏱️ 01.11.2025):
- [PyPi](https://pypi.org/project/sh) (📥 15M / month · 📦 760 · ⏱️ 24.02.2025):
- [Conda](https://anaconda.org/conda-forge/sh) (📥 360K · ⏱️ 22.04.2025):
ptyprocess (🥉26 · ⭐ 230) - Run a subprocess in a pseudo terminal. ISC
- [GitHub](https://github.com/pexpect/ptyprocess) (👨💻 21 · 🔀 70 · 📋 40 - 50% open · ⏱️ 17.07.2025):
- [PyPi](https://pypi.org/project/ptyprocess) (📥 170M / month · 📦 770 · ⏱️ 28.12.2020):
- [Conda](https://anaconda.org/conda-forge/ptyprocess) (📥 31M · ⏱️ 22.04.2025):
Asynchronous Programming¶
anyio (🥇42 · ⭐ 2.3K) - High level asynchronous concurrency and networking framework that works on.. MIT
- [GitHub](https://github.com/agronholm/anyio) (👨💻 65 · 🔀 180 · 📦 610K · 📋 430 - 16% open · ⏱️ 01.12.2025):
- [PyPi](https://pypi.org/project/anyio) (📥 420M / month · 📦 4.4K · ⏱️ 28.11.2025):
- [Conda](https://anaconda.org/conda-forge/anyio) (📥 29M · ⏱️ 29.11.2025):
greenlet (🥈41 · ⭐ 1.8K) - Lightweight in-process concurrent programming. MIT
- [GitHub](https://github.com/python-greenlet/greenlet) (👨💻 82 · 🔀 260 · 📦 580K · 📋 280 - 8% open · ⏱️ 04.12.2025):
- [PyPi](https://pypi.org/project/greenlet) (📥 250M / month · 📦 2.1K · ⏱️ 04.12.2025):
- [Conda](https://anaconda.org/conda-forge/greenlet) (📥 18M · ⏱️ 04.12.2025):
uvloop (🥈39 · ⭐ 12K) - Ultra fast asyncio event loop. Apache-2
- [GitHub](https://github.com/MagicStack/uvloop) (👨💻 68 · 🔀 580 · 📥 640 · 📦 210K · 📋 430 - 34% open · ⏱️ 16.10.2025):
- [PyPi](https://pypi.org/project/uvloop) (📥 75M / month · 📦 2K · ⏱️ 16.10.2025):
- [Conda](https://anaconda.org/conda-forge/uvloop) (📥 2.5M · ⏱️ 07.11.2025):
asyncer (🥉31 · ⭐ 2.3K) - Asyncer, async and await, focused on developer experience. MIT
- [GitHub](https://github.com/fastapi/asyncer) (👨💻 20 · 🔀 80 · 📦 7.4K · 📋 6 - 16% open · ⏱️ 01.12.2025):
- [PyPi](https://pypi.org/project/asyncer) (📥 3.8M / month · 📦 260 · ⏱️ 01.12.2025):
- [Conda](https://anaconda.org/conda-forge/asyncer) (📥 27K · ⏱️ 05.12.2025):
aiomisc (🥉24 · ⭐ 420) - aiomisc - miscellaneous utils for asyncio. MIT
- [GitHub](https://github.com/aiokitchen/aiomisc) (👨💻 21 · 🔀 28 · 📦 440 · 📋 26 - 30% open · ⏱️ 21.11.2025):
- [PyPi](https://pypi.org/project/aiomisc) (📥 36K / month · 📦 60 · ⏱️ 21.11.2025):
Show 2 hidden projects...
- unsync (🥉22 · ⭐ 900 · 💀) - Unsynchronize asyncio.MIT
- stopit (🥉20 · ⭐ 120 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT
Configuration¶
python-dotenv (🥇42 · ⭐ 8.5K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
- [GitHub](https://github.com/theskumar/python-dotenv) (👨💻 110 · 🔀 480 · 📦 1.6M · 📋 340 - 19% open · ⏱️ 26.10.2025):
- [PyPi](https://pypi.org/project/python-dotenv) (📥 280M / month · 📦 25K · ⏱️ 26.10.2025):
- [Conda](https://anaconda.org/conda-forge/python-dotenv) (📥 9.2M · ⏱️ 26.10.2025):
hydra (🥈35 · ⭐ 10K) - Hydra is a framework for elegantly configuring complex applications. MIT
- [GitHub](https://github.com/facebookresearch/hydra) (👨💻 120 · 🔀 740 · 📦 42K · 📋 1.5K - 22% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/hydra) (📥 16K / month · 📦 13 · ⏱️ 03.08.2016):
- [Conda](https://anaconda.org/conda-forge/hydra-core) (📥 1.5M · ⏱️ 22.04.2025):
traitlets (🥈35 · ⭐ 650) - A lightweight Traits like module. BSD-3
- [GitHub](https://github.com/ipython/traitlets) (👨💻 120 · 🔀 210 · 📥 720 · 📦 600K · 📋 310 - 35% open · ⏱️ 14.10.2025):
- [PyPi](https://pypi.org/project/traitlets) (📥 88M / month · 📦 1.5K · ⏱️ 19.04.2024):
- [Conda](https://anaconda.org/conda-forge/traitlets) (📥 46M · ⏱️ 22.04.2025):
omegaconf (🥈33 · ⭐ 2.3K) - Flexible Python configuration system. The last one you will ever need. BSD-3
- [GitHub](https://github.com/omry/omegaconf) (👨💻 37 · 🔀 140 · 📦 59K · 📋 600 - 24% open · ⏱️ 29.11.2025):
- [PyPi](https://pypi.org/project/omegaconf) (📥 29M / month · 📦 1.8K · ⏱️ 30.10.2025):
- [Conda](https://anaconda.org/conda-forge/omegaconf) (📥 2.1M · ⏱️ 22.04.2025):
Dynaconf (🥉28 · ⭐ 4.2K · 💤) - dynaconf mirror (mainly for stats)- ORIGINAL REPO ON -.. MIT
- [GitHub](https://github.com/rochacbruno/dynaconf-mirror) (👨💻 130 · 🔀 310 · ⏱️ 07.05.2025):
- [PyPi](https://pypi.org/project/dynaconf) (📥 4.2M / month · 📦 640 · ⏱️ 10.10.2025):
- [Conda](https://anaconda.org/conda-forge/dynaconf) (📥 160K · ⏱️ 13.10.2025):
configobj (🥉28 · ⭐ 340) - Python 3+ compatible port of the configobj library. BSD-3
- [GitHub](https://github.com/DiffSK/configobj) (👨💻 13 · 🔀 82 · 📥 2K · 📦 49K · 📋 180 - 39% open · ⏱️ 06.06.2025):
- [PyPi](https://pypi.org/project/configobj) (📥 6.4M / month · 📦 650 · ⏱️ 21.09.2024):
- [Conda](https://anaconda.org/conda-forge/configobj) (📥 1.1M · ⏱️ 22.04.2025):
gin-config (🥉27 · ⭐ 2.1K) - Gin provides a lightweight configuration framework for Python. Apache-2
- [GitHub](https://github.com/google/gin-config) (👨💻 25 · 🔀 120 · 📦 13K · 📋 100 - 58% open · ⏱️ 22.09.2025):
- [PyPi](https://pypi.org/project/gin-config) (📥 590K / month · 📦 75 · ⏱️ 03.11.2021):
- [Conda](https://anaconda.org/conda-forge/gin-config) (📥 33K · ⏱️ 22.04.2025):
everett (🥉23 · ⭐ 150) - configuration library for python projects. MPL-2.0
- [GitHub](https://github.com/willkg/everett) (👨💻 9 · 🔀 14 · 📋 96 - 4% open · ⏱️ 15.10.2025):
- [PyPi](https://pypi.org/project/everett) (📥 450K / month · 📦 22 · ⏱️ 15.10.2025):
- [Conda](https://anaconda.org/conda-forge/everett) (📥 99K · ⏱️ 22.04.2025):
Show 1 hidden projects...
- python-decouple (🥉32 · ⭐ 3K · 💀) - Strict separation of config from code.MIT
CLI Development¶
click (🥇48 · ⭐ 17K) - Python composable command line interface toolkit. BSD-3
- [GitHub](https://github.com/pallets/click) (👨💻 420 · 🔀 1.5K · 📥 4K · 📦 2.3M · 📋 1.7K - 8% open · ⏱️ 25.11.2025):
- [PyPi](https://pypi.org/project/click) (📥 510M / month · 📦 54K · ⏱️ 15.11.2025):
- [Conda](https://anaconda.org/conda-forge/click) (📥 55M · ⏱️ 30.11.2025):
rich (🥇46 · ⭐ 55K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
- [GitHub](https://github.com/Textualize/rich) (👨💻 280 · 🔀 1.9K · 📦 490K · 📋 1.5K - 20% open · ⏱️ 02.12.2025):
- [PyPi](https://pypi.org/project/rich) (📥 290M / month · 📦 26K · ⏱️ 09.10.2025):
- [Conda](https://anaconda.org/conda-forge/rich) (📥 17M · ⏱️ 09.10.2025):
Typer (🥈41 · ⭐ 18K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
- [GitHub](https://github.com/fastapi/typer) (👨💻 93 · 🔀 810 · 📦 230K · 📋 340 - 19% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/typer) (📥 110M / month · 📦 13K · ⏱️ 20.10.2025):
- [Conda](https://anaconda.org/conda-forge/typer) (📥 8.2M · ⏱️ 12.11.2025):
python-prompt-toolkit (🥈39 · ⭐ 10K) - Library for building powerful interactive command line.. BSD-3
- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (👨💻 240 · 🔀 750 · 📋 1.3K - 54% open · ⏱️ 17.11.2025):
- [PyPi](https://pypi.org/project/prompt_toolkit) (📥 120M / month · 📦 4.2K · ⏱️ 27.08.2025):
- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (📥 39M · ⏱️ 27.08.2025):
python-fire (🥈38 · ⭐ 28K) - Python Fire is a library for automatically generating command.. Apache-2
- [GitHub](https://github.com/google/python-fire) (👨💻 67 · 🔀 1.5K · 📦 51K · 📋 360 - 42% open · ⏱️ 16.08.2025):
- [PyPi](https://pypi.org/project/fire) (📥 17M / month · 📦 3K · ⏱️ 16.08.2025):
- [Conda](https://anaconda.org/conda-forge/fire) (📥 1.4M · ⏱️ 12.09.2025):
colorama (🥈36 · ⭐ 3.8K) - Simple cross-platform colored terminal text in Python. BSD-3
- [GitHub](https://github.com/tartley/colorama) (👨💻 52 · 🔀 260 · 📦 1.4M · 📋 270 - 47% open · ⏱️ 09.07.2025):
- [PyPi](https://pypi.org/project/colorama) (📥 300M / month · 📦 15K · ⏱️ 25.10.2022):
- [Conda](https://anaconda.org/conda-forge/colorama) (📥 59M · ⏱️ 22.04.2025):
docopt (🥈35 · ⭐ 8K) - Create *beautiful* command-line interfaces with Python. MIT
- [GitHub](https://github.com/docopt/docopt) (👨💻 34 · 🔀 560 · 📦 150K · 📋 450 - 58% open · ⏱️ 23.06.2025):
- [PyPi](https://pypi.org/project/docopt) (📥 16M / month · 📦 3.4K · ⏱️ 16.06.2014):
- [Conda](https://anaconda.org/conda-forge/docopt) (📥 2.6M · ⏱️ 22.04.2025):
argcomplete (🥈35 · ⭐ 1.5K) - Python and tab completion, better together. Apache-2
- [GitHub](https://github.com/kislyuk/argcomplete) (👨💻 83 · 🔀 140 · 📥 1.4K · 📦 69K · 📋 300 - 22% open · ⏱️ 20.10.2025):
- [PyPi](https://pypi.org/project/argcomplete) (📥 85M / month · 📦 1.8K · ⏱️ 20.10.2025):
- [Conda](https://anaconda.org/conda-forge/argcomplete) (📥 2.9M · ⏱️ 20.10.2025):
wcwidth (🥈35 · ⭐ 430) - Python library that measures the width of strings in a terminal. MIT
- [GitHub](https://github.com/jquast/wcwidth) (👨💻 23 · 🔀 60 · 📦 740K · 📋 60 - 28% open · ⏱️ 07.11.2025):
- [PyPi](https://pypi.org/project/wcwidth) (📥 150M / month · 📦 2.3K · ⏱️ 22.09.2025):
- [Conda](https://anaconda.org/conda-forge/wcwidth) (📥 41M · ⏱️ 23.09.2025):
cleo (🥉34 · ⭐ 1.3K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
- [GitHub](https://github.com/python-poetry/cleo) (👨💻 38 · 🔀 88 · 📦 29K · 📋 120 - 30% open · ⏱️ 17.10.2025):
- [PyPi](https://pypi.org/project/cleo) (📥 59M / month · 📦 390 · ⏱️ 18.11.2024):
- [Conda](https://anaconda.org/conda-forge/cleo) (📥 6.1M · ⏱️ 22.04.2025):
questionary (🥉32 · ⭐ 1.9K) - Python library to build pretty command line user prompts Easy to use.. MIT
- [GitHub](https://github.com/tmbo/questionary) (👨💻 50 · 🔀 100 · 📦 20K · 📋 190 - 38% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/questionary) (📥 10M / month · 📦 1.4K · ⏱️ 28.08.2025):
- [Conda](https://anaconda.org/conda-forge/questionary) (📥 250K · ⏱️ 08.09.2025):
asciimatics (🥉30 · ⭐ 4.2K · 💤) - A cross platform package to do curses-like operations, plus.. Apache-2
- [GitHub](https://github.com/peterbrittain/asciimatics) (👨💻 45 · 🔀 260 · 📦 1.2K · 📋 310 - 7% open · ⏱️ 31.05.2025):
- [PyPi](https://pypi.org/project/asciimatics) (📥 66K / month · 📦 120 · ⏱️ 25.10.2023):
- [Conda](https://anaconda.org/conda-forge/asciimatics) (📥 240K · ⏱️ 22.04.2025):
ConfigArgParse (🥉29 · ⭐ 750) - Drop-in replacement for argparse with added support for config.. MIT
- [GitHub](https://github.com/bw2/ConfigArgParse) (👨💻 56 · 🔀 120 · 📦 24K · 📋 220 - 38% open · ⏱️ 06.08.2025):
- [PyPi](https://pypi.org/project/configargparse) (📥 12M / month · 📦 670 · ⏱️ 13.06.2025):
- [Conda](https://anaconda.org/conda-forge/configargparse) (📥 1.6M · ⏱️ 26.05.2025):
blessings (🥉28 · ⭐ 1.5K) - A thin, practical wrapper around terminal capabilities in Python. MIT
- [GitHub](https://github.com/erikrose/blessings) (👨💻 17 · 🔀 140 · 📦 11K · 📋 90 - 38% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/blessings) (📥 970K / month · 📦 460 · ⏱️ 21.06.2018):
- [Conda](https://anaconda.org/conda-forge/blessings) (📥 420K · ⏱️ 26.08.2025):
Show 6 hidden projects...
- docopt-ng (🥉23 · ⭐ 220 · 💀) - Humane command line arguments parser. Now with maintenance,..MIT
- Click Extra (🥉23 · ⭐ 98) - Drop-in replacement for Click to make user-friendly and colorful.. ❗️GPL-2.0
- clint (🥉23 · ⭐ 97 · 💀) - Python Command-line Application Tools. ISC
- bashplotlib (🥉22 · ⭐ 1.9K · 💀) - plotting in the terminal. MIT
- colout (🥉18 · ⭐ 1.2K · 💀) - Color text streams with a polished command line interface. ❗️GPL-3.0
- onecite (🥉13 · ⭐ 44 · 🐣) - An intelligent toolkit to automatically parse, complete, and format.. MIT
Development Tools¶
🔗 best-of-python-dev ( ⭐ 1.2K) - A ranked list of awesome python developer tools and libraries. Updated..
Data Caching¶
cachetools (🥇36 · ⭐ 2.7K) - Extensible memoizing collections and decorators. MIT
- [GitHub](https://github.com/tkem/cachetools) (👨💻 19 · 🔀 180 · 📋 260 - 1% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/cachetools) (📥 340M / month · 📦 4.1K · ⏱️ 13.11.2025):
- [Conda](https://anaconda.org/conda-forge/cachetools) (📥 18M · ⏱️ 13.11.2025):
aiocache (🥈33 · ⭐ 1.4K) - Asyncio cache manager for redis, memcached and memory. BSD-3
- [GitHub](https://github.com/aio-libs/aiocache) (👨💻 51 · 🔀 170 · 📥 72 · 📦 4.5K · 📋 340 - 17% open · ⏱️ 28.11.2025):
- [PyPi](https://pypi.org/project/aiocache) (📥 5.2M / month · 📦 150 · ⏱️ 25.09.2024):
beaker (🥉28 · ⭐ 540) - WSGI middleware for sessions and caching. BSD-3
- [GitHub](https://github.com/bbangert/beaker) (👨💻 93 · 🔀 140 · 📦 6.1K · 📋 150 - 51% open · ⏱️ 03.12.2025):
- [PyPi](https://pypi.org/project/beaker) (📥 140K / month · 📦 90 · ⏱️ 11.04.2024):
- [Conda](https://anaconda.org/conda-forge/beaker) (📥 110K · ⏱️ 22.04.2025):
pylibmc (🥉27 · ⭐ 490 · 💤) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
- [GitHub](https://github.com/lericson/pylibmc) (👨💻 56 · 🔀 140 · 📥 1.3K · 📦 5.7K · 📋 200 - 13% open · ⏱️ 12.04.2025):
- [PyPi](https://pypi.org/project/pylibmc) (📥 340K / month · 📦 79 · ⏱️ 30.08.2022):
- [Conda](https://anaconda.org/conda-forge/pylibmc) (📥 370K · ⏱️ 28.08.2025):
cachier (🥉26 · ⭐ 630) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
- [GitHub](https://github.com/python-cachier/cachier) (👨💻 27 · 🔀 71 · 📥 120 · 📦 590 · 📋 94 - 19% open · ⏱️ 02.11.2025):
- [PyPi](https://pypi.org/project/cachier) (📥 270K / month · 📦 51 · ⏱️ 15.07.2025):
Show 1 hidden projects...
- cached-property (🥈29 · ⭐ 710 · 💀) - A decorator for caching properties in classes.BSD-3
GUI Development¶
🔗 best-of-web-python - Web UI ( ⭐ 2.7K) - Collection of libraries to implement web-based UIs.
kivy (🥇38 · ⭐ 19K · 📉) - Open source UI framework written in Python, running on Windows, Linux,.. MIT
- [GitHub](https://github.com/kivy/kivy) (👨💻 630 · 🔀 3.1K · 📥 43K · 📋 5.3K - 16% open · ⏱️ 07.12.2025):
- [PyPi](https://pypi.org/project/kivy) (📥 320K / month · 📦 360 · ⏱️ 26.12.2024):
- [Conda](https://anaconda.org/conda-forge/kivy) (📥 600K · ⏱️ 03.11.2025):
DearPyGui (🥈35 · ⭐ 15K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
- [GitHub](https://github.com/hoffstadt/DearPyGui) (👨💻 72 · 🔀 750 · 📦 4.3K · 📋 1.5K - 27% open · ⏱️ 14.11.2025):
- [PyPi](https://pypi.org/project/dearpygui) (📥 140K / month · 📦 180 · ⏱️ 14.11.2025):
toga (🥈33 · ⭐ 5.3K) - A Python native, OS native GUI toolkit. BSD-3
- [GitHub](https://github.com/beeware/toga) (👨💻 320 · 🔀 780 · 📥 9.4K · 📦 3 · 📋 1.2K - 24% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/toga) (📥 17K / month · 📦 41 · ⏱️ 03.12.2025):
- [npm](https://www.npmjs.com/package/@pybee/toga) (📥 22 / month · 📦 5 · ⏱️ 23.04.2017):
Eel (🥉27 · ⭐ 6.8K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
- [GitHub](https://github.com/python-eel/Eel) (👨💻 49 · 🔀 600 · 📋 550 - 34% open · ⏱️ 22.06.2025):
- [PyPi](https://pypi.org/project/eel) (📥 79K / month · 📦 100 · ⏱️ 22.06.2025):
Show 5 hidden projects...
- PySimpleGUI (🥈32 · ⭐ 14K) - PySimpleGUI is a Python package that enables Python..❗️PySimpleGUI License
- Gooey (🥉30 · ⭐ 22K · 💀) - Turn (almost) any Python command line program into a full GUI.. MIT
- Phoenix (🥉28 · ⭐ 2.6K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
- enaml (🥉28 · ⭐ 1.6K) - Declarative User Interfaces for Python. ❗Unlicensed
- flexx (🥉27 · ⭐ 3.3K · 💀) - Write desktop and web apps in pure Python. BSD-2
Computer & Machine Vision¶
🔗 best-of-ml-python - Computer Vision ( ⭐ 23K) - Collection of computer vision and image processing..
Show 1 hidden projects...
- Pipeless (🥇15 · ⭐ 770 · 💀) - An open-source framework to create and deploy computer vision..Apache-2
Machine Learning & Data Engineering¶
🔗 best-of-ml-python ( ⭐ 23K) - A ranked list of awesome machine learning Python libraries. Updated..
Text Data¶
🔗 best-of-ml-python - NLP ( ⭐ 23K) - Collection of text processing and NLP libraries.
chardet (🥇35 · ⭐ 2.3K) - Python character encoding detector. ❗️LGPL-2.1
- [GitHub](https://github.com/chardet/chardet) (👨💻 49 · 🔀 260 · 📦 960K · 📋 160 - 46% open · ⏱️ 13.11.2025):
- [PyPi](https://pypi.org/project/chardet) (📥 120M / month · 📦 5.6K · ⏱️ 01.08.2023):
- [Conda](https://anaconda.org/conda-forge/chardet) (📥 31M · ⏱️ 22.04.2025):
- [npm](https://www.npmjs.com/package/@pypi/chardet) (📥 130 / month · 📦 7 · ⏱️ 20.08.2017):
emoji (🥇35 · ⭐ 2K) - emoji terminal output for Python. BSD-3
- [GitHub](https://github.com/carpedm20/emoji) (👨💻 70 · 🔀 290 · 📦 91K · 📋 180 - 10% open · ⏱️ 21.09.2025):
- [PyPi](https://pypi.org/project/emoji) (📥 19M / month · 📦 1.3K · ⏱️ 21.09.2025):
- [Conda](https://anaconda.org/conda-forge/emoji) (📥 200K · ⏱️ 21.09.2025):
phonenumbers (🥈34 · ⭐ 3.7K) - Python port of Googles libphonenumber. Apache-2
- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (👨💻 32 · 🔀 440 · 📋 200 - 6% open · ⏱️ 05.12.2025):
- [PyPi](https://pypi.org/project/phonenumbers) (📥 20M / month · 📦 770 · ⏱️ 05.12.2025):
- [Conda](https://anaconda.org/conda-forge/phonenumbers) (📥 1.6M · ⏱️ 05.12.2025):
python-slugify (🥈31 · ⭐ 1.6K) - Returns unicode slugs. MIT
- [GitHub](https://github.com/un33k/python-slugify) (👨💻 40 · 🔀 110 · 📋 80 - 6% open · ⏱️ 12.11.2025):
- [PyPi](https://pypi.org/project/python-slugify) (📥 49M / month · 📦 1.5K · ⏱️ 08.02.2024):
- [Conda](https://anaconda.org/conda-forge/python-slugify) (📥 3.2M · ⏱️ 22.04.2025):
inflect (🥈31 · ⭐ 1.1K · 💤) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT
- [GitHub](https://github.com/jaraco/inflect) (👨💻 59 · 🔀 110 · 📦 35K · 📋 130 - 28% open · ⏱️ 14.05.2025):
- [PyPi](https://pypi.org/project/inflect) (📥 20M / month · 📦 720 · ⏱️ 28.12.2024):
- [Conda](https://anaconda.org/conda-forge/inflect) (📥 650K · ⏱️ 22.04.2025):
pyahocorasick (🥉28 · ⭐ 1.1K) - Python module (C extension and plain python) implementing Aho-.. BSD-3
- [GitHub](https://github.com/WojciechMula/pyahocorasick) (👨💻 33 · 🔀 130 · 📥 620 · 📦 4K · 📋 140 - 19% open · ⏱️ 17.06.2025):
- [PyPi](https://pypi.org/project/pyahocorasick) (📥 1.6M / month · 📦 190 · ⏱️ 19.06.2025):
- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (📥 420K · ⏱️ 03.09.2025):
price-parser (🥉23 · ⭐ 340) - Extract price amount and currency symbol from a raw text string. BSD-3
- [GitHub](https://github.com/scrapinghub/price-parser) (👨💻 17 · 🔀 51 · 📦 520 · 📋 42 - 61% open · ⏱️ 06.10.2025):
- [PyPi](https://pypi.org/project/price-parser) (📥 290K / month · 📦 39 · ⏱️ 06.10.2025):
Show 4 hidden projects...
- humanize (🥈33 · ⭐ 1.7K · 💀) - python humanize functions.MIT
- coolname (🥉24 · ⭐ 160 · 💀) - Random Name and Slug Generator. BSD-2
- awesome-slugify (🥉21 · ⭐ 490 · 💀) - Python flexible slugify function. ❗️GPL-3.0
- millify (🥉16 · ⭐ 110 · 💀) - Convert long numbers into a human-readable format in Python. MIT
Web Development¶
🔗 best-of-web-python ( ⭐ 2.7K) - A ranked list of awesome python libraries for web development. Updated..
Database Clients¶
Libraries for connecting to, operating, and querying databases.
boto3 (🥇49 · ⭐ 9.6K) - Boto3, an AWS SDK for Python. Apache-2
- [GitHub](https://github.com/boto/boto3) (👨💻 170 · 🔀 1.9K · 📦 590K · 📋 3.6K - 4% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/boto3) (📥 1.4B / month · 📦 17K · ⏱️ 10.12.2025):
- [Conda](https://anaconda.org/conda-forge/boto3) (📥 28M · ⏱️ 10.12.2025):
SQLAlchemy (🥇47 · ⭐ 11K · 📈) - The Database Toolkit for Python. MIT
- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (👨💻 800 · 🔀 1.6K · 📥 6.8K · 📦 1.2M · 📋 8.1K - 2% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/SQLAlchemy) (📥 250M / month · 📦 17K · ⏱️ 09.12.2025):
- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (📥 25M · ⏱️ 10.12.2025):
azure-storage-blob (🥇44 · ⭐ 5.4K) - This repository is for active development of the Azure SDK.. MIT
- [GitHub](https://github.com/Azure/azure-sdk-for-python) (👨💻 880 · 🔀 3.2K · 📦 2.7K · 📋 12K - 8% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/azure-storage-blob) (📥 96M / month · 📦 1.5K · ⏱️ 04.12.2025):
- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (📥 1.5M · ⏱️ 29.10.2025):
redis (🥇43 · ⭐ 13K) - Redis Python client. MIT
- [GitHub](https://github.com/redis/redis-py) (👨💻 520 · 🔀 2.6K · 📋 1.9K - 7% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/redis) (📥 120M / month · 📦 8.6K · ⏱️ 19.11.2025):
- [Conda](https://anaconda.org/conda-forge/redis-py) (📥 1.7M · ⏱️ 19.11.2025):
google-cloud-storage (🥇43 · ⭐ 5.2K · 📈) - Google Cloud Client Library for Python. Apache-2
- [GitHub](https://github.com/googleapis/google-cloud-python) (👨💻 540 · 🔀 1.6K · 📋 4K - 5% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/google-cloud-storage) (📥 170M / month · 📦 2.5K · ⏱️ 09.12.2025):
- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (📥 6M · ⏱️ 09.12.2025):
elasticsearch (🥇42 · ⭐ 4.4K) - Official Python client for Elasticsearch. Apache-2
- [GitHub](https://github.com/elastic/elasticsearch-py) (👨💻 220 · 🔀 1.2K · 📥 5.9K · 📦 63K · 📋 1.2K - 5% open · ⏱️ 08.12.2025):
- [PyPi](https://pypi.org/project/elasticsearch) (📥 44M / month · 📦 1.9K · ⏱️ 28.10.2025):
- [Conda](https://anaconda.org/conda-forge/elasticsearch) (📥 1.5M · ⏱️ 28.10.2025):
peewee (🥇41 · ⭐ 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
- [GitHub](https://github.com/coleifer/peewee) (👨💻 160 · 🔀 1.4K · 📦 50K · 📋 2.5K - 0% open · ⏱️ 05.12.2025):
- [PyPi](https://pypi.org/project/peewee) (📥 7.4M / month · 📦 1.2K · ⏱️ 03.11.2025):
- [Conda](https://anaconda.org/conda-forge/peewee) (📥 1.5M · ⏱️ 03.11.2025):
kafka-python (🥈40 · ⭐ 5.9K) - Python client for Apache Kafka. Apache-2
- [GitHub](https://github.com/dpkp/kafka-python) (👨💻 230 · 🔀 1.4K · 📥 1.9K · 📦 36K · 📋 1.5K - 2% open · ⏱️ 06.12.2025):
- [PyPi](https://pypi.org/project/kafka-python) (📥 22M / month · 📦 890 · ⏱️ 21.11.2025):
- [Conda](https://anaconda.org/conda-forge/kafka-python) (📥 500K · ⏱️ 21.11.2025):
PyMySQL (🥈39 · ⭐ 7.8K) - MySQL client library for Python. MIT
- [GitHub](https://github.com/PyMySQL/PyMySQL) (👨💻 130 · 🔀 1.4K · 📦 290K · 📋 680 - 3% open · ⏱️ 24.08.2025):
- [PyPi](https://pypi.org/project/PyMySQL) (📥 74M / month · 📦 1.8K · ⏱️ 24.08.2025):
- [Conda](https://anaconda.org/conda-forge/pymysql) (📥 2M · ⏱️ 25.08.2025):
Ibis (🥈39 · ⭐ 6.3K) - the portable Python dataframe library. Apache-2
- [GitHub](https://github.com/ibis-project/ibis) (👨💻 500 · 🔀 690 · 📥 420 · 📦 5.1K · 📋 3.6K - 12% open · ⏱️ 03.12.2025):
- [PyPi](https://pypi.org/project/ibis-framework) (📥 910K / month · 📦 120 · ⏱️ 07.12.2025):
- [Conda](https://anaconda.org/conda-forge/ibis-framework) (📥 650K · ⏱️ 15.10.2025):
pymongo (🥈39 · ⭐ 4.3K) - PyMongo - the Official MongoDB Python driver. Apache-2
- [GitHub](https://github.com/mongodb/mongo-python-driver) (👨💻 240 · 🔀 1.1K · 📥 4.1K · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/pymongo) (📥 74M / month · 📦 5.8K · ⏱️ 11.12.2025):
- [Conda](https://anaconda.org/conda-forge/pymongo) (📥 5.3M · ⏱️ 02.12.2025):
alembic (🥈39 · ⭐ 3.8K) - A database migrations tool for SQLAlchemy. MIT
- [GitHub](https://github.com/sqlalchemy/alembic) (👨💻 220 · 🔀 300 · 📦 330K · 📋 1.2K - 9% open · ⏱️ 30.11.2025):
- [PyPi](https://pypi.org/project/alembic) (📥 110M / month · 📦 2.6K · ⏱️ 14.11.2025):
- [Conda](https://anaconda.org/conda-forge/alembic) (📥 9M · ⏱️ 15.11.2025):
confluent-kafka-python (🥈39 · ⭐ 410) - Confluents Kafka Python Client. Apache-2
- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (👨💻 140 · 🔀 930 · 📦 17K · 📋 1.3K - 15% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/confluent-kafka) (📥 43M / month · 📦 780 · ⏱️ 25.11.2025):
- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (📥 1.7M · ⏱️ 16.11.2025):
sqlmodel (🥈38 · ⭐ 17K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
- [GitHub](https://github.com/fastapi/sqlmodel) (👨💻 98 · 🔀 770 · 📦 30K · 📋 340 - 17% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/sqlmodel) (📥 8M / month · 📦 1K · ⏱️ 08.10.2025):
- [Conda](https://anaconda.org/conda-forge/sqlmodel) (📥 110K · ⏱️ 08.10.2025):
AWS Data Wrangler (🥈38 · ⭐ 4.1K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
- [GitHub](https://github.com/aws/aws-sdk-pandas) (👨💻 170 · 🔀 720 · 📥 430K · 📦 2.5K · 📋 1.2K - 2% open · ⏱️ 28.11.2025):
- [PyPi](https://pypi.org/project/awswrangler) (📥 80M / month · 📦 130 · ⏱️ 30.10.2025):
- [Conda](https://anaconda.org/conda-forge/awswrangler) (📥 750K · ⏱️ 31.10.2025):
s3transfer (🥈37 · ⭐ 230) - Amazon S3 Transfer Manager for Python. Apache-2
- [GitHub](https://github.com/boto/s3transfer) (👨💻 44 · 🔀 150 · 📦 370K · 📋 100 - 60% open · ⏱️ 05.12.2025):
- [PyPi](https://pypi.org/project/s3transfer) (📥 630M / month · 📦 880 · ⏱️ 01.12.2025):
- [Conda](https://anaconda.org/conda-forge/s3transfer) (📥 25M · ⏱️ 01.12.2025):
MongoEngine (🥈36 · ⭐ 4.4K) - A Python Object-Document-Mapper for working with MongoDB. MIT
- [GitHub](https://github.com/MongoEngine/mongoengine) (👨💻 400 · 🔀 1.2K · 📦 28K · 📋 1.8K - 21% open · ⏱️ 02.09.2025):
- [PyPi](https://pypi.org/project/mongoengine) (📥 1.7M / month · 📦 400 · ⏱️ 19.09.2024):
- [Conda](https://anaconda.org/conda-forge/mongoengine) (📥 500K · ⏱️ 09.07.2025):
s3fs (🥈36 · ⭐ 990) - S3 Filesystem. BSD-3
- [GitHub](https://github.com/fsspec/s3fs) (👨💻 150 · 🔀 290 · 📦 26K · 📋 530 - 32% open · ⏱️ 03.12.2025):
- [PyPi](https://pypi.org/project/s3fs) (📥 550M / month · 📦 1.6K · ⏱️ 03.12.2025):
- [Conda](https://anaconda.org/conda-forge/s3fs) (📥 8.9M · ⏱️ 03.12.2025):
python-bigquery (🥈36 · ⭐ 780) - Google BigQuery API client library. Apache-2
- [GitHub](https://github.com/googleapis/python-bigquery) (👨💻 170 · 🔀 320 · 📋 760 - 10% open · ⏱️ 26.11.2025):
- [PyPi](https://pypi.org/project/google-cloud-bigquery) (📥 120M / month · 📦 1.3K · ⏱️ 17.09.2025):
- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (📥 3.6M · ⏱️ 18.09.2025):
Prometheus Client (🥈35 · ⭐ 4.3K) - Prometheus instrumentation library for Python.. Apache-2
- [GitHub](https://github.com/prometheus/client_python) (👨💻 170 · 🔀 830 · 📋 610 - 23% open · ⏱️ 26.11.2025):
- [PyPi](https://pypi.org/project/prometheus_client) (📥 96M / month · 📦 2.6K · ⏱️ 18.09.2025):
- [Conda](https://anaconda.org/conda-forge/prometheus_client) (📥 23M · ⏱️ 19.09.2025):
PyPika (🥈35 · ⭐ 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
- [GitHub](https://github.com/kayak/pypika) (👨💻 120 · 🔀 310 · 📦 44K · 📋 490 - 45% open · ⏱️ 02.11.2025):
- [PyPi](https://pypi.org/project/pypika) (📥 5.9M / month · 📦 170 · ⏱️ 15.03.2022):
- [Conda](https://anaconda.org/conda-forge/pypika) (📥 92K · ⏱️ 22.04.2025):
minio (🥈35 · ⭐ 1K) - MinIO Client SDK for Python. Apache-2
- [GitHub](https://github.com/minio/minio-py) (👨💻 140 · 🔀 360 · 📦 15K · 📋 610 - 0% open · ⏱️ 07.12.2025):
- [PyPi](https://pypi.org/project/minio) (📥 7.6M / month · 📦 820 · ⏱️ 27.11.2025):
- [Conda](https://anaconda.org/conda-forge/minio) (📥 300K · ⏱️ 27.11.2025):
tortoise-orm (🥈34 · ⭐ 5.4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
- [GitHub](https://github.com/tortoise/tortoise-orm) (👨💻 160 · 🔀 440 · 📥 18 · 📦 10K · 📋 1.2K - 40% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/tortoise-orm) (📥 530K / month · 📦 280 · ⏱️ 05.06.2025):
- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (📥 50K · ⏱️ 11.06.2025):
mysqlclient (🥈34 · ⭐ 2.5K · 💤) - MySQL/MariaDB connector for Python. ❗️GPL-2.0
- [GitHub](https://github.com/PyMySQL/mysqlclient) (👨💻 89 · 🔀 440 · 📥 5.4K · 📦 210K · 📋 340 - 3% open · ⏱️ 23.02.2025):
- [PyPi](https://pypi.org/project/mysqlclient) (📥 20M / month · 📦 900 · ⏱️ 10.01.2025):
- [Conda](https://anaconda.org/conda-forge/mysqlclient) (📥 780K · ⏱️ 31.08.2025):
Elasticsearch DSL (🥉33 · ⭐ 3.9K · 💤) - High level Python client for Elasticsearch. Apache-2
- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (👨💻 140 · 🔀 800 · 📥 290 · 📋 1.3K - 3% open · ⏱️ 18.04.2025):
- [PyPi](https://pypi.org/project/elasticsearch-dsl) (📥 9.7M / month · 📦 380 · ⏱️ 16.04.2025):
- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (📥 13K · ⏱️ 22.04.2025):
Cassandra Driver (🥉32 · ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2
- [GitHub](https://github.com/apache/cassandra-python-driver) (👨💻 210 · 🔀 560 · ⏱️ 05.12.2025):
- [PyPi](https://pypi.org/project/cassandra-driver) (📥 6.4M / month · 📦 260 · ⏱️ 22.10.2025):
- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (📥 490K · ⏱️ 22.10.2025):
pandas-gbq (🥉32 · ⭐ 490) - Google BigQuery connector for pandas. BSD-3
- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (👨💻 55 · 🔀 120 · 📥 570 · 📋 390 - 1% open · ⏱️ 08.12.2025):
- [PyPi](https://pypi.org/project/pandas-gbq) (📥 30M / month · 📦 260 · ⏱️ 08.12.2025):
- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (📥 2.2M · ⏱️ 01.05.2025):
dataset (🥉31 · ⭐ 4.8K · 💤) - Easy-to-use data handling for SQL data stores with support for.. MIT
- [GitHub](https://github.com/pudo/dataset) (👨💻 79 · 🔀 300 · 📦 5.1K · 📋 300 - 13% open · ⏱️ 05.02.2025):
- [PyPi](https://pypi.org/project/dataset) (📥 1.3M / month · 📦 130 · ⏱️ 12.07.2023):
- [Conda](https://anaconda.org/conda-forge/dataset) (📥 17K · ⏱️ 17.09.2025):
Pony (🥉31 · ⭐ 3.8K) - Pony Object Relational Mapper. Apache-2
- [GitHub](https://github.com/ponyorm/pony) (👨💻 33 · 🔀 250 · 📥 220 · 📦 4.6K · 📋 670 - 49% open · ⏱️ 03.07.2025):
- [PyPi](https://pypi.org/project/pony) (📥 170K / month · 📦 170 · ⏱️ 27.08.2024):
- [Conda](https://anaconda.org/conda-forge/pony) (📥 170K · ⏱️ 22.04.2025):
PynamoDB (🥉31 · ⭐ 2.6K) - A pythonic interface to Amazons DynamoDB. MIT
- [GitHub](https://github.com/pynamodb/PynamoDB) (👨💻 110 · 🔀 430 · 📦 2K · 📋 680 - 43% open · ⏱️ 02.06.2025):
- [PyPi](https://pypi.org/project/pynamodb) (📥 3.8M / month · 📦 86 · ⏱️ 02.06.2025):
- [Conda](https://anaconda.org/conda-forge/pynamodb) (📥 2.7M · ⏱️ 02.06.2025):
Motor (🥉31 · ⭐ 2.5K · 📉) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
- [GitHub](https://github.com/mongodb/motor) (👨💻 65 · 🔀 210 · 📥 74 · ⏱️ 08.12.2025):
- [PyPi](https://pypi.org/project/motor) (📥 8M / month · 📦 750 · ⏱️ 14.05.2025):
- [Conda](https://anaconda.org/conda-forge/motor) (📥 120K · ⏱️ 15.05.2025):
pygsheets (🥉31 · ⭐ 1.5K) - Google Sheets Python API v4. MIT
- [GitHub](https://github.com/nithinmurali/pygsheets) (👨💻 97 · 🔀 220 · 📦 3.1K · 📋 410 - 16% open · ⏱️ 10.06.2025):
- [PyPi](https://pypi.org/project/pygsheets) (📥 2.3M / month · 📦 77 · ⏱️ 30.11.2022):
piccolos (🥉30 · ⭐ 1.8K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
- [GitHub](https://github.com/piccolo-orm/piccolo) (👨💻 52 · 🔀 96 · 📦 510 · 📋 540 - 19% open · ⏱️ 06.12.2025):
- [PyPi](https://pypi.org/project/piccolo) (📥 86K / month · 📦 17 · ⏱️ 21.10.2025):
neo4j-driver (🥉30 · ⭐ 1K) - Neo4j Bolt driver for Python. Apache-2
- [GitHub](https://github.com/neo4j/neo4j-python-driver) (👨💻 44 · 🔀 200 · 📋 260 - 1% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/neo4j-driver) (📥 180K / month · 📦 63 · ⏱️ 30.07.2025):
- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (📥 360K · ⏱️ 06.11.2025):
umongo (🥉30 · ⭐ 450) - sync/async MongoDB ODM, yes. MIT
- [GitHub](https://github.com/Scille/umongo) (👨💻 19 · 🔀 66 · 📦 26K · 📋 210 - 23% open · ⏱️ 02.12.2025):
- [PyPi](https://pypi.org/project/umongo) (📥 41K / month · 📦 9 · ⏱️ 06.10.2025):
- [Conda](https://anaconda.org/conda-forge/umongo) (📥 12K · ⏱️ 22.04.2025):
libcloud (🥉29 · ⭐ 2.1K · 💤) - Apache Libcloud is a Python library which hides differences.. Apache-2
- [GitHub](https://github.com/apache/libcloud) (👨💻 480 · 🔀 930 · 📋 240 - 45% open · ⏱️ 03.03.2025):
- [PyPi](https://pypi.org/project/apache-libcloud) (📥 350K / month · 📦 180 · ⏱️ 10.08.2023):
cx-Oracle (🥉29 · ⭐ 900 · 💤) - Obsolete Python interface to Oracle Database, now superseded by.. BSD-3
- [GitHub](https://github.com/oracle/python-cx_Oracle) (👨💻 17 · 🔀 360 · 📋 650 - 3% open · ⏱️ 26.05.2025):
- [PyPi](https://pypi.org/project/cx-Oracle) (📥 5.1M / month · 📦 430 · ⏱️ 20.07.2023):
- [Conda](https://anaconda.org/conda-forge/cx_oracle) (📥 960K · ⏱️ 27.08.2025):
pysolr (🥉28 · ⭐ 690) - Pysolr Python Solr client. BSD-3
- [GitHub](https://github.com/django-haystack/pysolr) (👨💻 74 · 🔀 340 · 📋 160 - 19% open · ⏱️ 03.12.2025):
- [PyPi](https://pypi.org/project/pysolr) (📥 400K / month · 📦 87 · ⏱️ 18.11.2025):
- [Conda](https://anaconda.org/conda-forge/pysolr) (📥 60K · ⏱️ 18.11.2025):
HappyBase (🥉27 · ⭐ 610) - [UNMAINTAINED] A developer-friendly Python library to interact with.. MIT
- [GitHub](https://github.com/python-happybase/happybase) (👨💻 22 · 🔀 160 · 📦 1K · 📋 220 - 15% open · ⏱️ 26.09.2025):
- [PyPi](https://pypi.org/project/happybase) (📥 46K / month · 📦 44 · ⏱️ 26.09.2025):
- [Conda](https://anaconda.org/conda-forge/happybase) (📥 230K · ⏱️ 22.04.2025):
prisma (🥉25 · ⭐ 2.1K · 💤) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (👨💻 31 · 🔀 87 · 📋 440 - 53% open · ⏱️ 23.03.2025):
- [PyPi](https://pypi.org/project/prisma) (📥 670K / month · 📦 24 · ⏱️ 16.08.2024):
ODMantic (🥉25 · ⭐ 1.1K · 💤) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC
- [GitHub](https://github.com/art049/odmantic) (👨💻 20 · 🔀 90 · 📦 3.6K · 📋 210 - 57% open · ⏱️ 07.01.2025):
- [PyPi](https://pypi.org/project/odmantic) (📥 76K / month · 📦 13 · ⏱️ 26.04.2024):
PugSQL (🥉22 · ⭐ 760) - A HugSQL-inspired database library for Python. Apache-2
- [GitHub](https://github.com/mcfunley/pugsql) (👨💻 14 · 🔀 27 · 📥 38 · 📋 54 - 48% open · ⏱️ 04.12.2025):
- [PyPi](https://pypi.org/project/pugsql) (📥 27K / month · 📦 3 · ⏱️ 04.12.2025):
psycopg3 (🥉20 · ⭐ 2.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0
- [GitHub](https://github.com/psycopg/psycopg) (👨💻 89 · 🔀 210 · 📋 650 - 6% open · ⏱️ 06.12.2025):
Show 21 hidden projects...
- psycopg2 (🥈40 · ⭐ 3.6K) - PostgreSQL database adapter for the Python..❗️BSD-3-Clause-Attribution
- pyodbc (🥈36 · ⭐ 3.1K) - Python ODBC bridge. ❗️MIT-0
- SQLAlchemy-Utils (🥉32 · ⭐ 1.3K) - Various utility functions and datatypes for SQLAlchemy. ❗Unlicensed
- influxdb (🥉30 · ⭐ 1.7K · 💀) - Python client for InfluxDB. MIT
- redis-py-cluster (🥉30 · ⭐ 1.1K · 💀) - Python cluster client for the official redis cluster... MIT
- google-cloud-bigtable (🥉30 · ⭐ 75) - Google Cloud Bigtable API client library. Apache-2
- Records (🥉29 · ⭐ 7.2K · 💀) - SQL for Humans. ISC
- gino (🥉29 · ⭐ 2.8K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
- Databases (🥉28 · ⭐ 4K · 💀) - Async database support for Python. BSD-3
- mongo-connector (🥉28 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
- pyhdb (🥉24 · ⭐ 320 · 💀) - SAP HANA Connector in pure Python. Apache-2
- filedepot (🥉24 · ⭐ 160 · 💀) - Toolkit for storing files and attachments in web applications. MIT
- cloudant (🥉24 · ⭐ 160 · 💀) - A Python library for Cloudant and CouchDB. Apache-2
- aioprometheus (🥉22 · ⭐ 190 · 💀) - A Prometheus Python client library for asyncio-based.. MIT
- py2neo (🥉22 · ⭐ 31 · 💀) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
- Queries (🥉21 · ⭐ 260 · 💀) - PostgreSQL database access simplified. BSD-3
- db.py (🥉20 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
- gsheets-db-api (🥉20 · ⭐ 220 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
- PyMODM (🥉19 · ⭐ 350 · 💀) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
- SuperSQLite (🥉14 · ⭐ 720 · 💀) - A supercharged SQLite library for Python. MIT
- lazydata (🥉13 · ⭐ 620 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
Data Loading & Extraction¶
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
Datasets (🥇45 · ⭐ 21K) - The largest hub of ready-to-use datasets for AI models with fast,.. Apache-2
- [GitHub](https://github.com/huggingface/datasets) (👨💻 640 · 🔀 3K · 📦 120K · 📋 3.4K - 30% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/datasets) (📥 48M / month · 📦 4.1K · ⏱️ 05.11.2025):
- [Conda](https://anaconda.org/conda-forge/datasets) (📥 2.3M · ⏱️ 08.11.2025):
Faker (🥇44 · ⭐ 19K) - Faker is a Python package that generates fake data for you. MIT
- [GitHub](https://github.com/joke2k/faker) (👨💻 640 · 🔀 2K · 📦 290K · 📋 810 - 2% open · ⏱️ 24.11.2025):
- [PyPi](https://pypi.org/project/Faker) (📥 44M / month · 📦 2.7K · ⏱️ 19.11.2025):
- [Conda](https://anaconda.org/conda-forge/faker) (📥 1.6M · ⏱️ 19.11.2025):
xmltodict (🥇38 · ⭐ 5.7K) - Python module that makes working with XML feel like you are working.. MIT
- [GitHub](https://github.com/martinblech/xmltodict) (👨💻 56 · 🔀 460 · 📥 33 · 📦 84K · ⏱️ 27.10.2025):
- [PyPi](https://pypi.org/project/xmltodict) (📥 96M / month · 📦 3.7K · ⏱️ 17.09.2025):
- [Conda](https://anaconda.org/conda-forge/xmltodict) (📥 6M · ⏱️ 18.09.2025):
Tablib (🥈37 · ⭐ 4.7K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
- [GitHub](https://github.com/jazzband/tablib) (👨💻 130 · 🔀 590 · 📦 130K · 📋 270 - 11% open · ⏱️ 15.10.2025):
- [PyPi](https://pypi.org/project/tablib) (📥 3.6M / month · 📦 210 · ⏱️ 15.10.2025):
- [Conda](https://anaconda.org/conda-forge/tablib) (📥 200K · ⏱️ 15.10.2025):
xlwings (🥈37 · ⭐ 3.3K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
- [GitHub](https://github.com/xlwings/xlwings) (👨💻 66 · 🔀 520 · 📥 14K · 📦 34K · 📋 2K - 20% open · ⏱️ 06.12.2025):
- [PyPi](https://pypi.org/project/xlwings) (📥 530K / month · 📦 240 · ⏱️ 06.12.2025):
- [Conda](https://anaconda.org/conda-forge/xlwings) (📥 1.6M · ⏱️ 10.12.2025):
smart-open (🥈35 · ⭐ 3.4K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
- [GitHub](https://github.com/piskvorky/smart_open) (👨💻 130 · 🔀 390 · 📥 66 · 📋 420 - 3% open · ⏱️ 01.12.2025):
- [PyPi](https://pypi.org/project/smart-open) (📥 60M / month · 📦 650 · ⏱️ 08.11.2025):
- [Conda](https://anaconda.org/conda-forge/smart_open) (📥 3.7M · ⏱️ 08.11.2025):
python-magic (🥈35 · ⭐ 2.9K) - A python wrapper for libmagic. MIT
- [GitHub](https://github.com/ahupp/python-magic) (👨💻 65 · 🔀 300 · 📦 83K · 📋 230 - 11% open · ⏱️ 02.12.2025):
- [PyPi](https://pypi.org/project/python-magic) (📥 19M / month · 📦 1.5K · ⏱️ 07.06.2022):
- [Conda](https://anaconda.org/conda-forge/python-magic) (📥 600K · ⏱️ 22.04.2025):
xlrd (🥈33 · ⭐ 2.2K) - Please use openpyxl where you can... BSD-3
- [GitHub](https://github.com/python-excel/xlrd) (👨💻 52 · 🔀 440 · 📦 250K · ⏱️ 14.06.2025):
- [PyPi](https://pypi.org/project/xlrd) (📥 44M / month · 📦 3.5K · ⏱️ 14.06.2025):
- [Conda](https://anaconda.org/conda-forge/xlrd) (📥 4.8M · ⏱️ 26.08.2025):
gdown (🥈32 · ⭐ 5K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT
- [GitHub](https://github.com/wkentaro/gdown) (👨💻 25 · 🔀 390 · 📦 58K · 📋 190 - 26% open · ⏱️ 12.08.2025):
- [PyPi](https://pypi.org/project/gdown) (📥 3.7M / month · 📦 900 · ⏱️ 12.05.2024):
- [Conda](https://anaconda.org/conda-forge/gdown) (📥 460K · ⏱️ 22.04.2025):
pandas-datareader (🥈32 · ⭐ 3.1K · 💤) - Extract data from a wide range of Internet sources.. BSD-3
- [GitHub](https://github.com/pydata/pandas-datareader) (👨💻 92 · 🔀 680 · 📦 31K · 📋 560 - 26% open · ⏱️ 03.04.2025):
- [PyPi](https://pypi.org/project/pandas-datareader) (📥 570K / month · 📦 270 · ⏱️ 13.07.2021):
- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (📥 530K · ⏱️ 22.04.2025):
csvkit (🥈31 · ⭐ 6.3K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
- [GitHub](https://github.com/wireservice/csvkit) (👨💻 110 · 🔀 660 · 📦 2K · 📋 950 - 3% open · ⏱️ 21.11.2025):
- [PyPi](https://pypi.org/project/csvkit) (📥 320K / month · 📦 44 · ⏱️ 26.02.2025):
- [Conda](https://anaconda.org/conda-forge/csvkit) (📥 220K · ⏱️ 22.04.2025):
camelot (🥉30 · ⭐ 3.5K) - A Python library to extract tabular data from PDFs. MIT
- [GitHub](https://github.com/camelot-dev/camelot) (👨💻 74 · 🔀 500 · 📥 240 · 📦 3.5K · 📋 390 - 57% open · ⏱️ 11.08.2025):
- [PyPi](https://pypi.org/project/camelot) (📥 7.3K / month · 📦 6 · ⏱️ 15.12.2021):
img2dataset (🥉29 · ⭐ 4.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
- [GitHub](https://github.com/rom1504/img2dataset) (👨💻 36 · 🔀 360 · 📥 2.5K · 📦 280 · 📋 300 - 48% open · ⏱️ 16.08.2025):
- [PyPi](https://pypi.org/project/img2dataset) (📥 13K / month · 📦 6 · ⏱️ 09.08.2025):
Intake (🥉29 · ⭐ 1.1K) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
- [GitHub](https://github.com/intake/intake) (👨💻 94 · 🔀 150 · 📦 3.6K · 📋 400 - 28% open · ⏱️ 13.11.2025):
- [PyPi](https://pypi.org/project/intake) (📥 350K / month · 📦 180 · ⏱️ 14.01.2025):
- [Conda](https://anaconda.org/conda-forge/intake) (📥 820K · ⏱️ 22.04.2025):
Singer (🥉28 · ⭐ 1.3K) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
- [GitHub](https://github.com/singer-io/getting-started) (👨💻 30 · 🔀 150 · 📋 48 - 60% open · ⏱️ 08.08.2025):
- [PyPi](https://pypi.org/project/singer-python) (📥 4.2M / month · 📦 300 · ⏱️ 22.10.2025):
rows (🥉24 · ⭐ 890) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0
- [GitHub](https://github.com/turicas/rows) (👨💻 32 · 🔀 140 · 📥 43 · 📦 180 · 📋 320 - 52% open · ⏱️ 01.12.2025):
- [PyPi](https://pypi.org/project/rows) (📥 1.1K / month · 📦 6 · ⏱️ 15.12.2021):
pyexcel-xlsx (🥉24 · ⭐ 120 · 💤) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
- [GitHub](https://github.com/pyexcel/pyexcel-xlsx) (👨💻 6 · 🔀 33 · 📥 90 · 📦 3.2K · 📋 43 - 20% open · ⏱️ 03.05.2025):
- [PyPi](https://pypi.org/project/pyexcel-xlsx) (📥 1M / month · 📦 75 · ⏱️ 05.03.2025):
- [Conda](https://anaconda.org/conda-forge/pyexcel-xlsx) (📥 42K · ⏱️ 22.04.2025):
excalibur (🥉22 · ⭐ 1.8K · 💤) - A web interface to extract tabular data from PDFs. MIT
- [GitHub](https://github.com/camelot-dev/excalibur) (👨💻 13 · 🔀 240 · 📥 14K · 📦 91 · 📋 160 - 74% open · ⏱️ 03.01.2025):
- [PyPi](https://pypi.org/project/excalibur-py) (📥 850 / month · ⏱️ 03.01.2025):
Upgini (🥉21 · ⭐ 350) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
- [GitHub](https://github.com/upgini/upgini) (👨💻 14 · 🔀 25 · 📦 11 · ⏱️ 20.11.2025):
- [PyPi](https://pypi.org/project/upgini) (📥 3.5K / month · ⏱️ 20.11.2025):
csvs-to-sqlite (🥉15 · ⭐ 930 · 💤) - Convert CSV files into a SQLite database. Apache-2
- [GitHub](https://github.com/simonw/csvs-to-sqlite) (👨💻 8 · 🔀 70 · 📋 74 - 55% open · ⏱️ 10.04.2025):
- [PyPi](https://pypi.org/project/csvs-to-sqlite) (📥 740 / month · 📦 2 · ⏱️ 10.04.2025):
Squirrel (🥉12 · ⭐ 280 · 💤) - A Python library that enables ML teams to share, load, and.. Apache-2
- [GitHub](https://github.com/merantix-momentum/squirrel-core) (👨💻 17 · 🔀 8):
- [PyPi](https://pypi.org/project/squirrel-core) (📥 620 / month · ⏱️ 23.01.2025):
- [Conda](https://anaconda.org/anaconda/squirrel-core) (📦 1 · ⏱️ 18.11.2022):
Show 9 hidden projects...
- SDV (🥈34 · ⭐ 3.4K) - Synthetic data generation for tabular data.❗️SSPL-1.0
- snorkel (🥉30 · ⭐ 5.9K · 💀) - A system for quickly generating training data with weak.. Apache-2
- PDFMiner (🥉30 · ⭐ 5.3K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
- textract (🥉26 · ⭐ 4.4K · 💀) - extract text from any document. no muss. no fuss. MIT
- tabulator-py (🥉26 · ⭐ 240 · 💀) - Python library for reading and writing tabular data via streams. MIT
- messytables (🥉24 · ⭐ 390 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
- deepdish (🥉23 · ⭐ 270 · 💀) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
- borb (🥉22 · ⭐ 3.5K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
- datatest (🥉22 · ⭐ 300 · 💀) - Tools for test driven data-wrangling and data validation. Apache-2
Data Pipelines & Streaming¶
Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
Airflow (🥇50 · ⭐ 44K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
- [GitHub](https://github.com/apache/airflow) (👨💻 4K · 🔀 16K · 📥 630K · 📦 19K · 📋 14K - 12% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/apache-airflow) (📥 15M / month · 📦 730 · ⏱️ 10.12.2025):
- [Conda](https://anaconda.org/conda-forge/airflow) (📥 1.8M · ⏱️ 14.11.2025):
- [Docker Hub](https://hub.docker.com/r/apache/airflow) (📥 1.6B · ⭐ 610 · ⏱️ 10.12.2025):
Celery (🥇47 · ⭐ 28K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
- [GitHub](https://github.com/celery/celery) (👨💻 1.5K · 🔀 4.9K · 📦 180K · 📋 5.3K - 14% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/celery) (📥 32M / month · 📦 2.4K · ⏱️ 30.11.2025):
- [Conda](https://anaconda.org/conda-forge/celery) (📥 2.3M · ⏱️ 04.06.2025):
Beam (🥇46 · ⭐ 8.4K) - Unified programming model to define and execute data processing.. Apache-2
- [GitHub](https://github.com/apache/beam) (👨💻 1.8K · 🔀 4.5K · 📥 140K · 📦 9.4K · 📋 8.1K - 51% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/apache-beam) (📥 33M / month · 📦 180 · ⏱️ 11.12.2025):
- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (📥 290K · ⏱️ 28.10.2025):
Prefect (🥇44 · ⭐ 21K) - Prefect is a workflow orchestration framework for building resilient.. Apache-2
- [GitHub](https://github.com/PrefectHQ/prefect) (👨💻 640 · 🔀 2K · 📦 7.9K · 📋 6.7K - 16% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/prefect) (📥 7.9M / month · 📦 410 · ⏱️ 08.12.2025):
- [Conda](https://anaconda.org/conda-forge/prefect) (📥 1M · ⏱️ 04.12.2025):
Dagster (🥇43 · ⭐ 15K) - An orchestration platform for the development, production, and.. Apache-2
- [GitHub](https://github.com/dagster-io/dagster) (👨💻 630 · 🔀 1.9K · 📥 2.6K · 📦 4.5K · 📋 8.7K - 32% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/dagster) (📥 3.7M / month · 📦 300 · ⏱️ 09.12.2025):
- [Conda](https://anaconda.org/conda-forge/dagster) (📥 2.5M · ⏱️ 10.12.2025):
rq (🥈41 · ⭐ 10K) - Simple job queues for Python. BSD-3
- [GitHub](https://github.com/rq/rq) (👨💻 350 · 🔀 1.5K · 📦 21K · 📋 1.2K - 18% open · ⏱️ 07.12.2025):
- [PyPi](https://pypi.org/project/rq) (📥 3.6M / month · 📦 310 · ⏱️ 22.11.2025):
- [Conda](https://anaconda.org/conda-forge/rq) (📥 200K · ⏱️ 21.07.2025):
joblib (🥈41 · ⭐ 4.3K) - Computing with Python functions. BSD-3
- [GitHub](https://github.com/joblib/joblib) (👨💻 150 · 🔀 440 · 📥 130 · 📦 720K · 📋 980 - 42% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/joblib) (📥 130M / month · 📦 9.1K · ⏱️ 27.08.2025):
- [Conda](https://anaconda.org/conda-forge/joblib) (📥 41M · ⏱️ 27.08.2025):
Great Expectations (🥈39 · ⭐ 11K) - Always know what to expect from your data. Apache-2
- [GitHub](https://github.com/great-expectations/great_expectations) (👨💻 460 · 🔀 1.6K · 📋 2K - 3% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/great_expectations) (📥 24M / month · 📦 140 · ⏱️ 11.12.2025):
- [Conda](https://anaconda.org/conda-forge/great-expectations) (📥 1.3M · ⏱️ 03.12.2025):
Kedro (🥈38 · ⭐ 11K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
- [GitHub](https://github.com/kedro-org/kedro) (👨💻 270 · 🔀 980 · 📦 3.2K · 📋 2.5K - 7% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/kedro) (📥 670K / month · 📦 140 · ⏱️ 26.11.2025):
zenml (🥈36 · ⭐ 5.1K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2
- [GitHub](https://github.com/zenml-io/zenml) (👨💻 140 · 🔀 560 · 📦 1.4K · 📋 530 - 18% open · ⏱️ 08.12.2025):
- [PyPi](https://pypi.org/project/zenml) (📥 83K / month · 📦 6 · ⏱️ 02.12.2025):
luigi (🥈35 · ⭐ 19K · 💤) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
- [GitHub](https://github.com/spotify/luigi) (👨💻 630 · 🔀 2.4K · 📦 2.8K · 📋 1.1K - 14% open · ⏱️ 16.05.2025):
- [PyPi](https://pypi.org/project/luigi) (📥 1.9M / month · 📦 170 · ⏱️ 06.12.2024):
- [Conda](https://anaconda.org/anaconda/luigi) (📥 21K · 📦 3 · ⏱️ 27.06.2025):
Activeloop (🥈33 · ⭐ 8.9K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. Apache-2
- [GitHub](https://github.com/activeloopai/deeplake) (👨💻 140 · 🔀 700 · 📥 55 · 📦 3.4K · 📋 480 - 10% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/hub) (📥 14K / month · 📦 4 · ⏱️ 02.02.2023):
huey (🥈33 · ⭐ 5.8K) - a little task queue for python. MIT
- [GitHub](https://github.com/coleifer/huey) (👨💻 71 · 🔀 390 · 📦 2K · ⏱️ 05.12.2025):
- [PyPi](https://pypi.org/project/huey) (📥 6.3M / month · 📦 120 · ⏱️ 05.12.2025):
- [Conda](https://anaconda.org/conda-forge/huey) (📥 53K · ⏱️ 05.12.2025):
petl (🥈33 · ⭐ 1.3K) - Python Extract Transform and Load Tables of Data. MIT
- [GitHub](https://github.com/petl-developers/petl) (👨💻 67 · 🔀 200 · 📦 4.2K · 📋 470 - 18% open · ⏱️ 13.08.2025):
- [PyPi](https://pypi.org/project/petl) (📥 960K / month · 📦 48 · ⏱️ 10.07.2025):
- [Conda](https://anaconda.org/conda-forge/petl) (📥 370K · ⏱️ 11.07.2025):
arq (🥈30 · ⭐ 2.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT
- [GitHub](https://github.com/python-arq/arq) (👨💻 64 · 🔀 190 · 📦 1K · 📋 240 - 35% open · ⏱️ 18.10.2025):
- [PyPi](https://pypi.org/project/arq) (📥 540K / month · 📦 33 · ⏱️ 06.01.2025):
- [Conda](https://anaconda.org/conda-forge/arq) (📥 21K · ⏱️ 22.04.2025):
CocoIndex (🥈29 · ⭐ 3.7K) - Data transformation framework for AI. Ultra performant, with.. Apache-2
- [GitHub](https://github.com/cocoindex-io/cocoindex) (👨💻 46 · 🔀 290 · 📦 14 · 📋 250 - 21% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/cocoindex) (📥 7.9K / month · 📦 1 · ⏱️ 08.12.2025):
whylogs (🥉27 · ⭐ 2.8K · 💤) - Open standard for end-to-end data and ML monitoring for any.. Apache-2
- [GitHub](https://github.com/whylabs/whylogs) (👨💻 35 · 🔀 130 · 📦 380 · ⏱️ 10.01.2025):
- [PyPi](https://pypi.org/project/whylogs) (📥 140K / month · 📦 8 · ⏱️ 03.12.2024):
PyFunctional (🥉27 · ⭐ 2.5K · 💤) - Python library for creating data pipelines with chain.. MIT
- [GitHub](https://github.com/EntilZha/PyFunctional) (👨💻 33 · 🔀 130 · 📦 960 · 📋 140 - 9% open · ⏱️ 13.03.2025):
- [PyPi](https://pypi.org/project/pyfunctional) (📥 430K / month · 📦 27 · ⏱️ 13.03.2024):
ploomber (🥉26 · ⭐ 3.6K · 💤) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
- [GitHub](https://github.com/ploomber/ploomber) (👨💻 80 · 🔀 240 · 📋 880 - 12% open · ⏱️ 29.05.2025):
- [PyPi](https://pypi.org/project/ploomber) (📥 7.7K / month · 📦 13 · ⏱️ 18.09.2024):
- [Conda](https://anaconda.org/conda-forge/ploomber) (📥 170K · ⏱️ 22.04.2025):
TaskTiger (🥉25 · ⭐ 1.5K · 📈) - Python task queue using Redis. MIT
- [GitHub](https://github.com/closeio/tasktiger) (👨💻 34 · 🔀 87 · 📦 33 · 📋 87 - 50% open · ⏱️ 05.12.2025):
- [PyPi](https://pypi.org/project/tasktiger) (📥 6.2K / month · 📦 2 · ⏱️ 05.12.2025):
dbnd (🥉24 · ⭐ 270 · 💤) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
- [GitHub](https://github.com/databand-ai/dbnd) (👨💻 93 · 🔀 33 · 📦 42 · 📋 30 - 86% open · ⏱️ 04.03.2025):
- [PyPi](https://pypi.org/project/dbnd) (📥 120K / month · 📦 27 · ⏱️ 07.10.2025):
BatchFlow (🥉23 · ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
- [GitHub](https://github.com/analysiscenter/batchflow) (👨💻 39 · 🔀 45 · 📦 15 · 📋 120 - 25% open · ⏱️ 21.10.2025):
- [PyPi](https://pypi.org/project/batchflow) (📥 5.2K / month · ⏱️ 21.10.2025):
flupy (🥉23 · ⭐ 200) - Fluent data pipelines for python and your shell. MIT
- [GitHub](https://github.com/olirice/flupy) (👨💻 8 · 🔀 15 · 📦 610 · 📋 21 - 19% open · ⏱️ 18.07.2025):
- [PyPi](https://pypi.org/project/flupy) (📥 930K / month · 📦 4 · ⏱️ 15.07.2025):
pdpipe (🥉22 · ⭐ 720) - Easy pipelines for pandas DataFrames. MIT
- [GitHub](https://github.com/pdpipe/pdpipe) (👨💻 13 · 🔀 46 · 📥 11 · 📦 67 · 📋 54 - 29% open · ⏱️ 02.11.2025):
- [PyPi](https://pypi.org/project/pdpipe) (📥 1.7K / month · 📦 14 · ⏱️ 01.07.2025):
- [Conda](https://anaconda.org/conda-forge/pdpipe) (📥 54K · ⏱️ 02.07.2025):
kale (🥉19 · ⭐ 650) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
- [GitHub](https://github.com/kubeflow-kale/kale) (👨💻 18 · 🔀 130 · 📋 210 - 13% open · ⏱️ 08.12.2025):
- [PyPi](https://pypi.org/project/kubeflow-kale) (📥 470 / month · ⏱️ 19.05.2021):
Show 19 hidden projects...
- dbt (🥈33 · ⭐ 12K · 📉) - dbt enables data analysts and engineers to transform their data..❗Unlicensed
- mrjob (🥈31 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
- mleap (🥈29 · ⭐ 1.5K · 💀) - MLeap: Deploy ML Pipelines to Production. Apache-2
- faust (🥉26 · ⭐ 6.8K · 💀) - Python Stream Processing. BSD-3
- bonobo (🥉25 · ⭐ 1.6K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
- Pypeline (🥉25 · ⭐ 1.6K · 💀) - Concurrent data pipelines in Python . MIT
- streamparse (🥉25 · ⭐ 1.5K · 💀) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
- dpark (🥉23 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
- Optimus (🥉23 · ⭐ 1.5K · 💀) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark
- pysparkling (🥉23 · ⭐ 270 · 💀) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
- spark-deep-learning (🥉20 · ⭐ 2K · 💀) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
- mrq (🥉20 · ⭐ 900 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
- riko (🥉18 · ⭐ 1.6K · 💀) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
- Databolt Flow (🥉18 · ⭐ 950 · 💀) - Python library for building highly effective data science.. MIT
- Mara Pipelines (🥉17 · ⭐ 2.1K · 💀) - A lightweight opinionated ETL framework, halfway between.. MIT
- Botflow (🥉16 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
- bodywork-core (🥉15 · ⭐ 430 · 💀) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0
- datajob (🥉14 · ⭐ 110 · 💀) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
- RasgoQL (🥉12 · ⭐ 270 · 💀) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
File Formats¶
XlsxWriter (🥇39 · ⭐ 3.9K) - A Python module for creating Excel XLSX files. BSD-2
- [GitHub](https://github.com/jmcnamara/XlsxWriter) (👨💻 58 · 🔀 650 · 📦 110K · 📋 1K - 1% open · ⏱️ 20.11.2025):
- [PyPi](https://pypi.org/project/xlsxwriter) (📥 51M / month · 📦 470 · ⏱️ 16.09.2025):
- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (📥 4.3M · ⏱️ 12.10.2025):
PyYAML (🥉38 · ⭐ 2.8K) - Canonical source repository for PyYAML. MIT
- [GitHub](https://github.com/yaml/pyyaml) (👨💻 40 · 🔀 560 · 📦 1.7M · 📋 680 - 47% open · ⏱️ 25.09.2025):
- [PyPi](https://pypi.org/project/pyyaml) (📥 590M / month · 📦 55K · ⏱️ 25.09.2025):
- [Conda](https://anaconda.org/conda-forge/pyyaml) (📥 72M · ⏱️ 26.09.2025):
jmespath (🥉33 · ⭐ 2.4K) - JMESPath is a query language for JSON. MIT
- [GitHub](https://github.com/jmespath/jmespath.py) (👨💻 32 · 🔀 190 · 📋 150 - 39% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/jmespath) (📥 400M / month · 📦 1.5K · ⏱️ 17.06.2022):
- [Conda](https://anaconda.org/conda-forge/jmespath) (📥 28M · ⏱️ 22.04.2025):
Code Inspection¶
deepdiff (🥇37 · ⭐ 2.4K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
- [GitHub](https://github.com/seperman/deepdiff) (👨💻 98 · 🔀 260 · 📦 20K · 📋 360 - 26% open · ⏱️ 03.09.2025):
- [PyPi](https://pypi.org/project/deepdiff) (📥 56M / month · 📦 1.3K · ⏱️ 03.09.2025):
- [Conda](https://anaconda.org/conda-forge/deepdiff) (📥 750K · ⏱️ 04.09.2025):
typing_inspect (🥉25 · ⭐ 380) - Runtime inspection utilities for Python typing module. MIT
- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (👨💻 20 · 🔀 38 · 📋 61 - 39% open · ⏱️ 20.10.2025):
- [PyPi](https://pypi.org/project/typing_inspect) (📥 73M / month · 📦 720 · ⏱️ 24.05.2023):
- [Conda](https://anaconda.org/conda-forge/typing_inspect) (📥 2.8M · ⏱️ 22.04.2025):
Show 2 hidden projects...
- importlib-resources (🥈29 · ⭐ 69 · 💤) - Backport of the importlib.resources module.Apache-2
- entrypoints (🥉24 · ⭐ 76 · 💤) - Discover and load entry points from installed packages. MIT
General Utilities¶
attrs (🥇42 · ⭐ 5.7K) - Python Classes Without Boilerplate. MIT
- [GitHub](https://github.com/python-attrs/attrs) (👨💻 180 · 🔀 410 · 📦 1.4M · 📋 790 - 17% open · ⏱️ 08.12.2025):
- [PyPi](https://pypi.org/project/attrs) (📥 460M / month · 📦 10K · ⏱️ 06.10.2025):
- [Conda](https://anaconda.org/conda-forge/attrs) (📥 59M · ⏱️ 04.12.2025):
more-itertools (🥇39 · ⭐ 4K) - More routines for operating on iterables, beyond itertools. MIT
- [GitHub](https://github.com/more-itertools/more-itertools) (👨💻 140 · 🔀 310 · 📥 3.4K · 📋 420 - 7% open · ⏱️ 04.12.2025):
- [PyPi](https://pypi.org/project/more-itertools) (📥 190M / month · 📦 4.5K · ⏱️ 02.09.2025):
- [Conda](https://anaconda.org/conda-forge/more-itertools) (📥 30M · ⏱️ 30.11.2025):
python-dependency-injector (🥈36 · ⭐ 4.7K · 📈) - Dependency injection framework for Python. BSD-3
- [GitHub](https://github.com/ets-labs/python-dependency-injector) (👨💻 41 · 🔀 340 · 📦 5.3K · 📋 640 - 31% open · ⏱️ 04.12.2025):
- [PyPi](https://pypi.org/project/dependency-injector) (📥 3.7M / month · 📦 340 · ⏱️ 04.12.2025):
- [Conda](https://anaconda.org/conda-forge/dependency_injector) (📥 110K · ⏱️ 04.12.2025):
tenacity (🥈34 · ⭐ 8.1K) - Retrying library for Python. Apache-2
- [GitHub](https://github.com/jd/tenacity) (👨💻 100 · 🔀 300 · 📋 300 - 42% open · ⏱️ 02.12.2025):
- [PyPi](https://pypi.org/project/tenacity) (📥 180M / month · 📦 3.8K · ⏱️ 02.04.2025):
- [Conda](https://anaconda.org/conda-forge/tenacity) (📥 12M · ⏱️ 22.04.2025):
returns (🥈33 · ⭐ 4.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2
- [GitHub](https://github.com/dry-python/returns) (👨💻 66 · 🔀 140 · 📦 910 · 📋 440 - 17% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/returns) (📥 900K / month · 📦 180 · ⏱️ 24.07.2025):
- [Conda](https://anaconda.org/conda-forge/returns) (📥 45K · ⏱️ 29.07.2025):
boltons (🥉32 · ⭐ 6.8K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
- [GitHub](https://github.com/mahmoud/boltons) (👨💻 94 · 🔀 370 · 📥 45 · 📦 11K · 📋 190 - 37% open · ⏱️ 04.10.2025):
- [PyPi](https://pypi.org/project/boltons) (📥 9.2M / month · 📦 380 · ⏱️ 03.02.2025):
- [Conda](https://anaconda.org/conda-forge/boltons) (📥 12M · ⏱️ 11.06.2025):
funcy (🥉31 · ⭐ 3.5K) - A fancy and practical functional tools. BSD-3
- [GitHub](https://github.com/Suor/funcy) (👨💻 34 · 🔀 150 · 📦 15K · 📋 89 - 14% open · ⏱️ 19.09.2025):
- [PyPi](https://pypi.org/project/funcy) (📥 3.8M / month · 📦 390 · ⏱️ 28.03.2023):
- [Conda](https://anaconda.org/conda-forge/funcy) (📥 730K · ⏱️ 22.04.2025):
natsort (🥉29 · ⭐ 990) - Simple yet flexible natural sorting in Python. MIT
- [GitHub](https://github.com/SethMMorton/natsort) (👨💻 24 · 🔀 57 · 📦 44K · 📋 100 - 3% open · ⏱️ 01.08.2025):
- [PyPi](https://pypi.org/project/natsort) (📥 19M / month · 📦 1.5K · ⏱️ 20.06.2023):
- [Conda](https://anaconda.org/conda-forge/natsort) (📥 2.4M · ⏱️ 22.04.2025):
ratelimit (🥉26 · ⭐ 820 · 💤) - API Rate Limit Decorator. MIT
- [GitHub](https://github.com/tomasbasham/ratelimit) (👨💻 9 · 🔀 160 · 📦 5.8K · 📋 48 - 60% open · ⏱️ 31.05.2025):
- [PyPi](https://pypi.org/project/ratelimit) (📥 12M / month · 📦 360 · ⏱️ 17.12.2018):
- [Conda](https://anaconda.org/conda-forge/ratelimit) (📥 24K · ⏱️ 22.04.2025):
ubelt (🥉24 · ⭐ 740) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
- [GitHub](https://github.com/Erotemic/ubelt) (👨💻 5 · 🔀 49 · 📥 110 · 📋 22 - 27% open · ⏱️ 08.11.2025):
- [PyPi](https://pypi.org/project/ubelt) (📥 88K / month · 📦 110 · ⏱️ 17.08.2025):
- [Conda](https://anaconda.org/conda-forge/ubelt) (📥 340K · ⏱️ 21.08.2025):
pampy (🥉23 · ⭐ 3.5K · 💤) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
- [GitHub](https://github.com/santinic/pampy) (👨💻 10 · 🔀 130 · 📦 490 · 📋 38 - 60% open · ⏱️ 16.01.2025):
- [PyPi](https://pypi.org/project/pampy) (📥 67K / month · 📦 37 · ⏱️ 07.11.2019):
Show 4 hidden projects...
- toolz (🥈36 · ⭐ 5.1K) - A functional standard library for Python.❗Unlicensed
- retrying (🥉29 · ⭐ 1.9K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
- pinject (🥉23 · ⭐ 1.3K · 💀) - A pythonic dependency injection library. Apache-2
- CommonRegex (🥉20 · ⭐ 1.6K · 💀) - A collection of common regular expressions bundled with an easy.. MIT
Python Implementations¶
cpython (🥇51 · ⭐ 70K) - The Python programming language. MIT
- [GitHub](https://github.com/python/cpython) (👨💻 3.6K · 🔀 34K · 📦 630K · 📋 77K - 12% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/cpython) (📥 16 / month · 📦 21 · ⏱️ 22.07.2020):
- [Conda](https://anaconda.org/conda-forge/typing) (📥 3.6M · ⏱️ 22.04.2025):
- [npm](https://www.npmjs.com/package/@buckpkg/python) (📦 6 · ⏱️ 03.08.2017):
micropython (🥈36 · ⭐ 21K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
- [GitHub](https://github.com/micropython/micropython) (👨💻 710 · 🔀 8.6K · 📥 110K · 📦 16 · 📋 6.3K - 28% open · ⏱️ 09.12.2025):
- [PyPi](https://pypi.org/project/micropython-_markupbase) (⏱️ 10.10.2016):
Show 4 hidden projects...
- grumpy (🥈23 · ⭐ 11K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime.Apache-2
- pyston (🥉22 · ⭐ 2.5K · 💀) - (No longer maintained) A faster and highly-compatible.. Apache-2
- stackless (🥉17 · ⭐ 1.1K · 💤) - The Stackless Python programming language. ❗Unlicensed
- cl-python (🥉11 · ⭐ 390 · 💀) - An implementation of Python in Common Lisp. ❗Unlicensed
Others¶
pyparsing (🥇42 · ⭐ 2.4K) - Python library for creating PEG parsers. MIT
- [GitHub](https://github.com/pyparsing/pyparsing) (👨💻 74 · 🔀 300 · 📥 15K · 📦 1.3M · 📋 380 - 10% open · ⏱️ 08.12.2025):
- [PyPi](https://pypi.org/project/pyparsing) (📥 230M / month · 📦 6.3K · ⏱️ 26.11.2025):
- [Conda](https://anaconda.org/conda-forge/pyparsing) (📥 63M · ⏱️ 21.09.2025):
wrapt (🥇41 · ⭐ 2.2K) - A Python module for decorators, wrappers and monkey patching. BSD-2
- [GitHub](https://github.com/GrahamDumpleton/wrapt) (👨💻 36 · 🔀 240 · 📦 610K · 📋 220 - 26% open · ⏱️ 07.11.2025):
- [PyPi](https://pypi.org/project/wrapt) (📥 260M / month · 📦 2.9K · ⏱️ 07.11.2025):
- [Conda](https://anaconda.org/conda-forge/wrapt) (📥 30M · ⏱️ 08.11.2025):
cookiecutter (🥇39 · ⭐ 24K) - A cross-platform command-line utility that creates projects from.. BSD-3
- [GitHub](https://github.com/cookiecutter/cookiecutter) (👨💻 330 · 🔀 2.2K · 📦 37K · 📋 930 - 29% open · ⏱️ 08.11.2025):
- [PyPi](https://pypi.org/project/cookiecutter) (📥 6.4M / month · 📦 1.1K · ⏱️ 21.02.2024):
- [Conda](https://anaconda.org/conda-forge/cookiecutter) (📥 1.7M · ⏱️ 22.04.2025):
pycparser (🥈38 · ⭐ 3.5K) - Complete C99 parser in pure Python. BSD-3
- [GitHub](https://github.com/eliben/pycparser) (👨💻 91 · 🔀 630 · 📦 1.1M · 📋 380 - 10% open · ⏱️ 10.10.2025):
- [PyPi](https://pypi.org/project/pycparser) (📥 500M / month · 📦 3K · ⏱️ 09.09.2025):
- [Conda](https://anaconda.org/conda-forge/pycparser) (📥 67M · ⏱️ 22.04.2025):
diagrams (🥈37 · ⭐ 42K) - Diagram as Code for prototyping cloud system architectures. MIT
- [GitHub](https://github.com/mingrammer/diagrams) (👨💻 180 · 🔀 2.7K · 📦 2.2K · 📋 600 - 62% open · ⏱️ 23.11.2025):
- [PyPi](https://pypi.org/project/diagrams) (📥 6.1M / month · 📦 110 · ⏱️ 22.11.2025):
- [Conda](https://anaconda.org/conda-forge/diagrams) (📥 320K · ⏱️ 24.11.2025):
Pygments (🥈37 · ⭐ 2.1K) - Pygments is a generic syntax highlighter written in Python. BSD-2
- [GitHub](https://github.com/pygments/pygments) (👨💻 890 · 🔀 750 · 📋 2K - 28% open · ⏱️ 12.08.2025):
- [PyPi](https://pypi.org/project/pygments) (📥 430M / month · 📦 9.6K · ⏱️ 21.06.2025):
- [Conda](https://anaconda.org/conda-forge/pygments) (📥 53M · ⏱️ 22.06.2025):
pluggy (🥈37 · ⭐ 1.5K) - A minimalist production ready plugin system. MIT
- [GitHub](https://github.com/pytest-dev/pluggy) (👨💻 54 · 🔀 140 · 📦 760K · 📋 200 - 26% open · ⏱️ 10.12.2025):
- [PyPi](https://pypi.org/project/pluggy) (📥 400M / month · 📦 2.6K · ⏱️ 15.05.2025):
- [Conda](https://anaconda.org/conda-forge/pluggy) (📥 44M · ⏱️ 05.12.2025):
fastcore (🥈35 · ⭐ 1.1K) - Python supercharged for the fastai library. Apache-2
- [GitHub](https://github.com/AnswerDotAI/fastcore) (👨💻 79 · 🔀 290 · 📦 12K · 📋 440 - 5% open · ⏱️ 07.12.2025):
- [PyPi](https://pypi.org/project/fastcore) (📥 7.1M / month · 📦 1K · ⏱️ 07.12.2025):
- [Conda](https://anaconda.org/conda-forge/fastcore) (📥 200K · ⏱️ 08.12.2025):
Copier (🥈34 · ⭐ 3K) - Library and command-line utility for rendering projects templates. MIT
- [GitHub](https://github.com/copier-org/copier) (👨💻 110 · 🔀 230 · 📦 1.7K · 📋 640 - 20% open · ⏱️ 04.12.2025):
- [PyPi](https://pypi.org/project/copier) (📥 940K / month · 📦 270 · ⏱️ 20.11.2025):
py4j (🥈34 · ⭐ 1.3K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3
- [GitHub](https://github.com/py4j/py4j) (👨💻 43 · 🔀 230 · 📦 54K · 📋 440 - 36% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/py4j) (📥 96M / month · 📦 340 · ⏱️ 15.01.2025):
- [Conda](https://anaconda.org/conda-forge/py4j) (📥 12M · ⏱️ 22.04.2025):
decorator (🥉33 · ⭐ 900) - Decorators for Humans. BSD-2
- [GitHub](https://github.com/micheles/decorator) (👨💻 32 · 🔀 110 · 📦 750K · 📋 110 - 9% open · ⏱️ 27.06.2025):
- [PyPi](https://pypi.org/project/decorator) (📥 160M / month · 📦 2.5K · ⏱️ 24.02.2025):
- [Conda](https://anaconda.org/conda-forge/decorator) (📥 42M · ⏱️ 22.04.2025):
python-mss (🥉29 · ⭐ 1.2K) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
- [GitHub](https://github.com/BoboTiG/python-mss) (👨💻 27 · 🔀 110 · 📋 150 - 25% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/mss) (📥 2.3M / month · 📦 360 · ⏱️ 16.08.2025):
- [Conda](https://anaconda.org/conda-forge/python-mss) (📥 87K · ⏱️ 16.08.2025):
Send2Trash (🥉26 · ⭐ 290) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3
- [GitHub](https://github.com/arsenetar/send2trash) (👨💻 18 · 🔀 46 · 📋 65 - 50% open · ⏱️ 24.10.2025):
- [PyPi](https://pypi.org/project/send2trash) (📥 35M / month · 📦 550 · ⏱️ 07.04.2024):
- [Conda](https://anaconda.org/conda-forge/send2trash) (📥 19M · ⏱️ 22.04.2025):
Show 8 hidden projects...
- keyboard (🥉33 · ⭐ 4K · 💀) - Hook and simulate global keyboard events on Windows and Linux.MIT
- pyscaffold (🥉29 · ⭐ 2.2K · 💀) - Python project template generator with batteries included. MIT
- powerline-shell (🥉27 · ⭐ 6.3K · 💀) - A beautiful and useful prompt for your shell. MIT
- pyscreenshot (🥉26 · ⭐ 510 · 💀) - Python screenshot library, replacement for the Pillow.. BSD-2
- openpyxl (🥉25 · ⭐ 9) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
- macropy (🥉23 · ⭐ 3.3K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
- pluginbase (🥉23 · ⭐ 1.1K · 💀) - A simple but flexible plugin system for Python. BSD-3
- catalogue (🥉21 · ⭐ 180 · 💀) - Super lightweight function registries for your library. MIT
Related Resources¶
- Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
- best-of-ml-python: A ranked list of awesome machine learning Python libraries.
- best-of-web-python: A ranked list of awesome Python libraries for web development.
- best-of-python-dev: A ranked list of awesome Python developer tools and libraries.
- awesome-python: A curated list of awesome Python frameworks, libraries, software and resources.
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License¶
