Best-of Python
🏆 A ranked list of awesome Python open-source libraries & tools. Updated weekly.
This curated list contains 400 awesome open-source projects with a total of 2.1M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
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Contents¤
- Data Serialization 16 projects
- Data Containers & Dataframes 31 projects
- Data Structures 15 projects
- Data Validation 15 projects
- Algorithms & Design Patterns 4 projects
- Date & Time Utilities 9 projects
- File & Path Utilities 10 projects
- Compatiblity 7 projects
- Cryptography 7 projects
- Infrastructure & DevOps 20 projects
- Process Utilities 4 projects
- Asynchronous Programming 7 projects
- Configuration 9 projects
- CLI Development 20 projects
- Development Tools 1 projects
- Data Caching 6 projects
- GUI Development 10 projects
- Computer & Machine Vision 2 projects
- Machine Learning & Data Engineering 1 projects
- Text Data 12 projects
- Web Development 1 projects
- Database Clients 64 projects
- Data Loading & Extraction 31 projects
- Data Pipelines & Streaming 44 projects
- File Formats 3 projects
- Code Inspection 4 projects
- General Utilities 15 projects
- Python Implementations 6 projects
- Others 21 projects
Explanation¤
- 🥇🥈🥉 Combined project-quality score
- ⭐️ Star count from GitHub
- 🐣 New project (less than 6 months old)
- 💤 Inactive project (6 months no activity)
- 💀 Dead project (12 months no activity)
- 📈📉 Project is trending up or down
- ➕ Project was recently added
- ❗️ Warning (e.g. missing/risky license)
- 👨💻 Contributors count from GitHub
- 🔀 Fork count from GitHub
- 📋 Issue count from GitHub
- ⏱️ Last update timestamp on package manager
- 📥 Download count from package manager
- 📦 Number of dependent projects
Pandas related project
Data Serialization¤
protobuf (🥇52 · ⭐ 71K) - Protocol Buffers - Googles data interchange format. BSD-3
- [GitHub](https://github.com/protocolbuffers/protobuf) (👨💻 1.4K · 🔀 16K · 📥 90M · 📦 980K · 📋 6.8K - 1% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/protobuf) (📥 710M / month):
- [Conda](https://anaconda.org/conda-forge/protobuf) (📥 30M · ⏱️ 11.03.2026):
- [npm](https://www.npmjs.com/package/google-protobuf) (📥 17M / month):
flatbuffers (🥇45 · ⭐ 26K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
- [GitHub](https://github.com/google/flatbuffers) (👨💻 770 · 🔀 3.4K · 📥 1.8M · 📦 200K · 📋 2.6K - 3% open · ⏱️ 03.04.2026):
- [PyPi](https://pypi.org/project/flatbuffers) (📥 99M / month):
- [Conda](https://anaconda.org/conda-forge/flatbuffers) (📥 2M · ⏱️ 22.12.2025):
- [npm](https://www.npmjs.com/package/flatbuffers) (📥 17M / month):
marshmallow (🥈41 · ⭐ 7.2K) - A lightweight library for converting complex objects to and from.. MIT
- [GitHub](https://github.com/marshmallow-code/marshmallow) (👨💻 230 · 🔀 680 · 📦 230K · 📋 1.3K - 10% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/marshmallow) (📥 130M / month · 📦 2.8K · ⏱️ 03.04.2026):
- [Conda](https://anaconda.org/conda-forge/marshmallow) (📥 3.8M · ⏱️ 04.04.2026):
orjson (🥈36 · ⭐ 8K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
- [GitHub](https://github.com/ijl/orjson) (👨💻 24 · 🔀 290 · 📦 210K · ⏱️ 31.03.2026):
- [PyPi](https://pypi.org/project/orjson) (📥 170M / month):
- [Conda](https://anaconda.org/conda-forge/orjson) (📥 5.2M · ⏱️ 31.03.2026):
jsonpickle (🥈36 · ⭐ 1.3K) - Python library for serializing any arbitrary object graph into.. BSD-3
- [GitHub](https://github.com/jsonpickle/jsonpickle) (👨💻 83 · 🔀 170 · 📦 50K · 📋 340 - 8% open · ⏱️ 01.02.2026):
- [PyPi](https://pypi.org/project/jsonpickle) (📥 19M / month):
- [Conda](https://anaconda.org/conda-forge/jsonpickle) (📥 2.3M · ⏱️ 03.06.2025):
cloudpickle (🥉28 · ⭐ 1.9K) - Extended pickling support for Python objects. BSD-3
- [GitHub](https://github.com/cloudpipe/cloudpickle) (👨💻 64 · 🔀 180 · 📥 110 · 📋 270 - 34% open · ⏱️ 05.11.2025):
- [PyPi](https://pypi.org/project/cloudpickle) (📥 120M / month):
- [Conda](https://anaconda.org/conda-forge/cloudpickle) (📥 32M · ⏱️ 09.12.2025):
srsly (🥉28 · ⭐ 480) - Modern high-performance serialization utilities for Python (JSON,.. MIT
- [GitHub](https://github.com/explosion/srsly) (👨💻 16 · 🔀 37 · 📥 1.1K · 📦 68K · 📋 37 - 16% open · ⏱️ 23.03.2026):
- [PyPi](https://pypi.org/project/srsly) (📥 20M / month):
- [Conda](https://anaconda.org/conda-forge/srsly) (📥 2.5M · ⏱️ 24.03.2026):
rtoml (🥉23 · ⭐ 400) - A fast TOML library for python implemented in rust. MIT
- [GitHub](https://github.com/samuelcolvin/rtoml) (👨💻 16 · 🔀 30 · 📦 900 · 📋 27 - 37% open · ⏱️ 19.10.2025):
- [PyPi](https://pypi.org/project/rtoml) (📥 990K / month · 📦 160 · ⏱️ 19.10.2025):
Show 8 hidden projects...
- simplejson (🥈35 · ⭐ 1.7K) - simplejson is a simple, fast, extensible JSON..❗Unlicensed
- pyasn1 (🥈34 · ⭐ 250 · 💀) - Generic ASN.1 library for Python. BSD-2
- ultrajson (🥉28 · ⭐ 4.5K) - Ultra fast JSON decoder and encoder written in C with Python.. ❗Unlicensed
- dill (🥉27 · ⭐ 2.4K · 📉) - serialize all of Python. ❗Unlicensed
- msgpack (🥉26 · ⭐ 2.1K) - MessagePack serializer implementation for Python.. ❗Unlicensed
- python-rapidjson (🥉26 · ⭐ 530) - Python wrapper around rapidjson. ❗Unlicensed
- hickle (🥉26 · ⭐ 500 · 💀) - a HDF5-based python pickle replacement. MIT
- pysimdjson (🥉24 · ⭐ 760 · 💤) - Python bindings for the simdjson project. ❗Unlicensed
Data Containers & Dataframes¤
General-purpose data containers as well as utilities & extensions for pandas.
pandas (🥇54 · ⭐ 49K) - Flexible and powerful data analysis / manipulation library for.. BSD-3
- [GitHub](https://github.com/pandas-dev/pandas) (👨💻 4.2K · 🔀 20K · 📥 3.9M · 📦 2.8M · 📋 29K - 12% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/pandas) (📥 630M / month · 📦 120K · ⏱️ 31.03.2026):
- [Conda](https://anaconda.org/conda-forge/pandas) (📥 80M · ⏱️ 31.03.2026):
polars (🥇46 · ⭐ 38K) - Extremely fast Query Engine for DataFrames, written in Rust. MIT
- [GitHub](https://github.com/pola-rs/polars) (👨💻 700 · 🔀 2.8K · 📥 20K · 📦 32K · 📋 13K - 21% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/polars) (📥 49M / month · 📦 5.3K · ⏱️ 20.03.2026):
h5py (🥇44 · ⭐ 2.2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
- [GitHub](https://github.com/h5py/h5py) (👨💻 220 · 🔀 540 · 📥 6.2K · 📦 360K · 📋 1.7K - 17% open · ⏱️ 10.04.2026):
- [PyPi](https://pypi.org/project/h5py) (📥 42M / month):
- [Conda](https://anaconda.org/conda-forge/h5py) (📥 25M · ⏱️ 07.04.2026):
xarray (🥈40 · ⭐ 4.1K) - N-D labeled arrays and datasets in Python. Apache-2
- [GitHub](https://github.com/pydata/xarray) (👨💻 610 · 🔀 1.2K · 📦 44K · 📋 5K - 21% open · ⏱️ 13.04.2026):
- [PyPi](https://pypi.org/project/xarray) (📥 20M / month):
- [Conda](https://anaconda.org/conda-forge/xarray) (📥 15M · ⏱️ 13.04.2026):
zarr (🥈39 · ⭐ 2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
- [GitHub](https://github.com/zarr-developers/zarr-python) (👨💻 160 · 🔀 400 · 📦 8K · 📋 1.5K - 35% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/zarr) (📥 38M / month · 📦 2K · ⏱️ 23.03.2026):
- [Conda](https://anaconda.org/conda-forge/zarr) (📥 5.4M · ⏱️ 09.04.2026):
pandera (🥈36 · ⭐ 4.3K) - A light-weight, flexible, and expressive statistical data testing.. MIT
- [GitHub](https://github.com/unionai-oss/pandera) (👨💻 190 · 🔀 390 · 📦 3.5K · 📋 1.1K - 39% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/pandera) (📥 8.6M / month):
- [Conda](https://anaconda.org/conda-forge/pandera-core) (📥 110K · ⏱️ 15.04.2026):
Bottleneck (🥈36 · ⭐ 1.2K) - Fast NumPy array functions written in C. BSD-2
- [GitHub](https://github.com/pydata/bottleneck) (👨💻 40 · 🔀 110 · 📦 59K · 📋 270 - 17% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/Bottleneck) (📥 8.6M / month · 📦 620 · ⏱️ 08.09.2025):
- [Conda](https://anaconda.org/conda-forge/bottleneck) (📥 6.6M · ⏱️ 10.11.2025):
numexpr (🥈35 · ⭐ 2.4K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
- [GitHub](https://github.com/pydata/numexpr) (👨💻 86 · 🔀 220 · 📥 3.6K · 📦 100K · 📋 400 - 0% open · ⏱️ 02.03.2026):
- [PyPi](https://pypi.org/project/numexpr) (📥 14M / month):
- [Conda](https://anaconda.org/conda-forge/numexpr) (📥 13M · ⏱️ 03.12.2025):
PyTables (🥈35 · ⭐ 1.4K) - A Python package to manage extremely large amounts of data. BSD-3
- [GitHub](https://github.com/PyTables/PyTables) (👨💻 140 · 🔀 280 · 📥 210 · 📋 750 - 20% open · ⏱️ 09.04.2026):
- [PyPi](https://pypi.org/project/tables) (📥 2M / month · 📦 1.8K · ⏱️ 01.03.2026):
- [Conda](https://anaconda.org/conda-forge/pytables) (📥 12M · ⏱️ 24.03.2026):
Vaex (🥈33 · ⭐ 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
- [GitHub](https://github.com/vaexio/vaex) (👨💻 76 · 🔀 600 · 📥 340 · 📦 1K · 📋 1.3K - 41% open · ⏱️ 05.02.2026):
- [PyPi](https://pypi.org/project/vaex) (📥 20K / month · 📦 68 · ⏱️ 03.02.2026):
- [Conda](https://anaconda.org/conda-forge/vaex) (📥 480K · ⏱️ 22.04.2025):
TinyDB (🥈32 · ⭐ 7.5K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
- [GitHub](https://github.com/msiemens/tinydb) (👨💻 95 · 🔀 600 · 📦 16K · 📋 330 - 2% open · ⏱️ 17.01.2026):
- [PyPi](https://pypi.org/project/tinydb) (📥 3.1M / month):
- [Conda](https://anaconda.org/conda-forge/tinydb) (📥 850K · ⏱️ 22.04.2025):
StaticFrame (🥉29 · ⭐ 480) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
- [GitHub](https://github.com/static-frame/static-frame) (👨💻 28 · 🔀 37 · 📦 31 · 📋 740 - 5% open · ⏱️ 30.03.2026):
- [PyPi](https://pypi.org/project/static-frame) (📥 18K / month):
- [Conda](https://anaconda.org/conda-forge/static-frame) (📥 590K · ⏱️ 24.03.2026):
Modin (🥉28 · ⭐ 10K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2
- [GitHub](https://github.com/modin-project/modin) (👨💻 140 · 🔀 670 · 📥 200K · 📋 4.3K - 15% open · ⏱️ 10.02.2026):
- [PyPi](https://pypi.org/project/modin) (📥 2M / month):
- [Conda](https://anaconda.org/conda-forge/modin-core) (📥 910K · ⏱️ 22.04.2025):
datasketch (🥉27 · ⭐ 2.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
- [GitHub](https://github.com/ekzhu/datasketch) (👨💻 35 · 🔀 310 · 📥 40 · 📋 170 - 28% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/datasketch) (📥 6.6M / month):
Pandas Summary (🥉25 · ⭐ 530) - Engine for ML/Data tracking, visualization,.. Apache-2
- [GitHub](https://github.com/polyaxon/traceml) (👨💻 100 · 🔀 47 · 📋 15 - 40% open · ⏱️ 13.04.2026):
- [PyPi](https://pypi.org/project/pandas-summary) (📥 110K / month · 📦 21 · ⏱️ 25.11.2021):
pickleDB (🥉21 · ⭐ 1.1K) - pickleDB is an in memory key-value store using Pythons orjson module.. BSD-3
- [GitHub](https://github.com/patx/pickledb) (👨💻 17 · 🔀 130 · 📦 3.4K · ⏱️ 06.01.2026):
- [PyPi](https://pypi.org/project/pickledb) (📥 30K / month):
Show 15 hidden projects...
- numpy (🥇51 · ⭐ 32K) - The fundamental package for scientific computing with Python.❗Unlicensed
- Blaze (🥈32 · ⭐ 3.2K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
- docarray (🥈32 · ⭐ 3.1K · 💀) - Represent, send, store and search multimodal data. Apache-2
- Koalas (🥉29 · ⭐ 3.4K · 💀) - Koalas: pandas API on Apache Spark. Apache-2 spark ❗️LGPL-2.1
- sklearn-pandas (🥉28 · ⭐ 2.9K · 💀) - Pandas integration with sklearn. ❗️Zlib sklearn MPL-2.0
- swifter (🥉27 · ⭐ 2.6K · 💀) - A package which efficiently applies any function to a pandas.. MIT BSD-3
- Pandaral·lel (🥉24 · ⭐ 3.8K · 💀) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
- pandasql (🥉20 · ⭐ 1.3K · 💀) - sqldf for pandas. MIT MIT MIT MIT
- PandaPy (🥉9 · ⭐ 550 · 💀) - PandaPy has the speed of NumPy and the usability of.. ❗Unlicensed Data Structures¤
pyrsistent (🥇32 · ⭐ 2.2K) - Persistent/Immutable/Functional data structures for Python. MIT
- [GitHub](https://github.com/tobgu/pyrsistent) (👨💻 77 · 🔀 160 · 📋 180 - 15% open · ⏱️ 31.01.2026):
- [PyPi](https://pypi.org/project/pyrsistent) (📥 42M / month · 📦 1K · ⏱️ 25.10.2023):
- [Conda](https://anaconda.org/conda-forge/pyrsistent) (📥 22M · ⏱️ 04.10.2025):
bidict (🥇31 · ⭐ 1.6K) - The bidirectional mapping library for Python. MPL-2.0
- [GitHub](https://github.com/jab/bidict) (👨💻 16 · 🔀 65 · 📥 150 · 📦 44K · ⏱️ 11.04.2026):
- [PyPi](https://pypi.org/project/bidict) (📥 22M / month):
- [Conda](https://anaconda.org/conda-forge/bidict) (📥 750K · ⏱️ 22.04.2025):
anytree (🥇31 · ⭐ 1.1K · 💤) - Python tree data library. Apache-2
- [GitHub](https://github.com/c0fec0de/anytree) (👨💻 30 · 🔀 130 · 📦 24K · 📋 200 - 17% open · ⏱️ 08.04.2025):
- [PyPi](https://pypi.org/project/anytree) (📥 6.1M / month):
- [Conda](https://anaconda.org/conda-forge/anytree) (📥 79K · ⏱️ 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) (👨💻 10 · 🔀 44 · 📥 10 · 📦 2K · 📋 110 - 5% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/python-benedict) (📥 1.3M / month):
- [Conda](https://anaconda.org/conda-forge/python-benedict) (📥 260K · ⏱️ 22.04.2025):
python-box (🥉24 · ⭐ 2.8K) - Python dictionaries with advanced dot notation access. MIT
- [GitHub](https://github.com/cdgriffith/Box) (🔀 120 · 📥 54 · 📋 180 - 18% open · ⏱️ 21.02.2026):
- [PyPi](https://pypi.org/project/python-box) (📥 7.6M / month):
- [Conda](https://anaconda.org/conda-forge/python-box) (📥 1.1M · ⏱️ 21.02.2026):
janus (🥉22 · ⭐ 960) - Thread-safe asyncio-aware queue for Python. Apache-2
- [GitHub](https://github.com/aio-libs/janus) (👨💻 23 · 🔀 52 · 📥 37 · 📋 43 - 4% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/janus) (📥 2M / month):
- [Conda](https://anaconda.org/conda-forge/janus) (📥 36K · ⏱️ 22.04.2025):
Show 9 hidden projects...
- addict (🥇31 · ⭐ 2.5K · 💀) - The Python Dict thats better than heroin.MIT
- ordered-set (🥇31 · ⭐ 230 · 💀) - A mutable set that remembers the order of its entries. One of.. MIT
- sqlitedict (🥈29 · ⭐ 1.2K · 💀) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
- multidict (🥉27 · ⭐ 490) - The multidict implementation. ❗Unlicensed
- python-sortedcontainers (🥉26 · ⭐ 3.9K · 💀) - Python Sorted Container Types: Sorted List, Sorted.. ❗Unlicensed
- glom (🥉26 · ⭐ 2.1K) - Pythons nested data operator (and CLI), for all your declarative.. ❗Unlicensed
- immutables (🥉26 · ⭐ 1.2K · 💀) - A high-performance immutable mapping type for Python. Apache-2
- munch (🥉23 · ⭐ 780 · 💀) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
- cleverdict (🥉15 · ⭐ 100 · 💀) - A JSON-friendly data structure which allows both object attributes.. MIT
Data Validation¤
pydantic (🥇46 · ⭐ 27K) - Data validation using Python type hints. MIT
- [GitHub](https://github.com/pydantic/pydantic) (👨💻 750 · 🔀 2.5K · 📥 20 · 📦 980K · 📋 5.6K - 9% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/pydantic) (📥 810M / month):
- [Conda](https://anaconda.org/conda-forge/pydantic) (📥 21M · ⏱️ 16.04.2026):
jsonschema (🥇41 · ⭐ 4.9K) - An implementation of the JSON Schema specification for Python. MIT
- [GitHub](https://github.com/python-jsonschema/jsonschema) (👨💻 120 · 🔀 610 · 📥 1.2K · 📦 830K · 📋 890 - 4% open · ⏱️ 28.03.2026):
- [PyPi](https://pypi.org/project/jsonschema) (📥 470M / month · 📦 9.6K · ⏱️ 07.01.2026):
- [Conda](https://anaconda.org/conda-forge/jsonschema) (📥 46M · ⏱️ 08.01.2026):
cerberus (🥈35 · ⭐ 3.3K) - Lightweight, extensible data validation library for Python. ISC
- [GitHub](https://github.com/pyeve/cerberus) (👨💻 67 · 🔀 240 · 📦 18K · 📋 360 - 3% open · ⏱️ 01.01.2026):
- [PyPi](https://pypi.org/project/cerberus) (📥 9.2M / month · 📦 770 · ⏱️ 06.11.2025):
- [Conda](https://anaconda.org/conda-forge/cerberus) (📥 760K · ⏱️ 22.04.2025):
voluptuous (🥈35 · ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
- [GitHub](https://github.com/alecthomas/voluptuous) (👨💻 100 · 🔀 220 · 📦 21K · 📋 250 - 14% open · ⏱️ 18.12.2025):
- [PyPi](https://pypi.org/project/voluptuous) (📥 7.3M / month):
- [Conda](https://anaconda.org/conda-forge/voluptuous) (📥 770K · ⏱️ 19.12.2025):
validators (🥈35 · ⭐ 1.1K) - Python Data Validation for Humans. MIT
- [GitHub](https://github.com/python-validators/validators) (👨💻 64 · 🔀 160 · 📥 200 · 📦 150K · 📋 190 - 2% open · ⏱️ 14.03.2026):
- [PyPi](https://pypi.org/project/validators) (📥 29M / month):
- [Conda](https://anaconda.org/conda-forge/validators) (📥 1.4M · ⏱️ 03.05.2025):
schema (🥈33 · ⭐ 2.9K) - Schema validation just got Pythonic. MIT
- [GitHub](https://github.com/keleshev/schema) (👨💻 73 · 🔀 220 · 📦 16K · 📋 190 - 51% open · ⏱️ 04.03.2026):
- [PyPi](https://pypi.org/project/schema) (📥 27M / month · 📦 890 · ⏱️ 11.10.2025):
- [Conda](https://anaconda.org/conda-forge/schema) (📥 610K · ⏱️ 22.04.2025):
param (🥉32 · ⭐ 510) - Declarative parameters for robust Python classes and a rich API for.. BSD-3
- [GitHub](https://github.com/holoviz/param) (👨💻 44 · 🔀 83 · 📥 9 · 📦 18K · 📋 520 - 32% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/param) (📥 2M / month · 📦 230 · ⏱️ 16.04.2026):
- [Conda](https://anaconda.org/conda-forge/param) (📥 2.6M · ⏱️ 09.04.2026):
python-email-validator (🥉31 · ⭐ 1.4K) - A robust email syntax and deliverability validation.. Unlicense
- [GitHub](https://github.com/JoshData/python-email-validator) (👨💻 27 · 🔀 130 · 📋 110 - 12% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/email-validator) (📥 180M / month · 📦 1.2K · ⏱️ 26.08.2025):
- [Conda](https://anaconda.org/conda-forge/email-validator) (📥 2.3M · ⏱️ 26.08.2025):
dirty-equals (🥉25 · ⭐ 980) - Doing dirty (but extremely useful) things with equals. MIT
- [GitHub](https://github.com/samuelcolvin/dirty-equals) (👨💻 20 · 🔀 44 · 📦 860 · 📋 44 - 34% open · ⏱️ 17.11.2025):
- [PyPi](https://pypi.org/project/dirty-equals) (📥 2.6M / month):
- [Conda](https://anaconda.org/conda-forge/dirty-equals) (📥 130K · ⏱️ 18.11.2025):
valideer (🥉19 · ⭐ 260) - Lightweight data validation and adaptation Python library. MIT
- [GitHub](https://github.com/podio/valideer) (👨💻 10 · 🔀 27 · 📦 80 · 📋 15 - 26% open · ⏱️ 25.03.2026):
- [PyPi](https://pypi.org/project/valideer) (📥 15K / month):
- [Conda](https://anaconda.org/conda-forge/valideer) (📥 73K · ⏱️ 22.04.2025):
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- strictyaml (🥉29 · ⭐ 1.6K · 💀) - Type-safe YAML parser and validator.MIT
- schematics (🥉27 · ⭐ 2.6K · 💀) - Python Data Structures for Humans. ❗Unlicensed
- typical (🥉17 · ⭐ 180 · 💀) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
- validr (🥉12 · ⭐ 220 · 💀) - A simple, fast, extensible python library for data validation. ❗Unlicensed
- dataklasses (🥉7 · ⭐ 810 · 💀) - A different spin on dataclasses. ❗Unlicensed
Algorithms & Design Patterns¤
🔗 python-patterns ( ⭐ 43K) - Collection of design patterns/idioms in Python.
algorithms (🥇33 · ⭐ 25K) - Minimal examples of data structures and algorithms in Python. MIT
- [GitHub](https://github.com/keon/algorithms) (👨💻 220 · 🔀 4.4K · 📦 140 · 📋 180 - 0% open · ⏱️ 13.03.2026):
- [PyPi](https://pypi.org/project/algorithms) (📥 3.1K / month):
- [Conda](https://anaconda.org/conda-forge/algorithms) (📥 4.5K · ⏱️ 22.04.2025):
transitions (🥉32 · ⭐ 6.5K · 💤) - A lightweight, object-oriented finite state machine.. MIT
- [GitHub](https://github.com/pytransitions/transitions) (👨💻 82 · 🔀 550 · 📦 4.3K · 📋 490 - 2% open · ⏱️ 09.09.2025):
- [PyPi](https://pypi.org/project/transitions) (📥 2.6M / month):
- [Conda](https://anaconda.org/conda-forge/transitions) (📥 870K · ⏱️ 02.07.2025):
Show 1 hidden projects...
- PyPattyrn (🥉20 · ⭐ 2.3K · 💀) - A simple library for implementing common design patterns.MIT
Date & Time Utilities¤
holidays (🥇40 · ⭐ 1.9K) - Open World Holidays Framework. MIT
- [GitHub](https://github.com/vacanza/holidays) (👨💻 320 · 🔀 680 · 📥 330 · 📦 27K · 📋 790 - 8% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/holidays) (📥 27M / month):
- [Conda](https://anaconda.org/conda-forge/holidays) (📥 4.5M · ⏱️ 07.04.2026):
dateparser (🥈39 · ⭐ 2.8K) - python parser for human readable dates. BSD-3
- [GitHub](https://github.com/scrapinghub/dateparser) (👨💻 150 · 🔀 480 · 📦 38K · 📋 710 - 42% open · ⏱️ 09.04.2026):
- [PyPi](https://pypi.org/project/dateparser) (📥 36M / month):
- [Conda](https://anaconda.org/conda-forge/dateparser) (📥 1.1M · ⏱️ 26.03.2026):
arrow (🥈38 · ⭐ 9K) - Better dates & times for Python. Apache-2
- [GitHub](https://github.com/arrow-py/arrow) (👨💻 290 · 🔀 730 · 📦 180K · 📋 540 - 24% open · ⏱️ 19.02.2026):
- [PyPi](https://pypi.org/project/arrow) (📥 71M / month · 📦 2.3K · ⏱️ 18.10.2025):
- [Conda](https://anaconda.org/conda-forge/arrow) (📥 12M · ⏱️ 18.10.2025):
pendulum (🥈36 · ⭐ 6.7K) - Python datetimes made easy. MIT
- [GitHub](https://github.com/python-pendulum/pendulum) (👨💻 130 · 🔀 420 · 📥 4.4K · 📦 40K · 📋 570 - 35% open · ⏱️ 30.03.2026):
- [PyPi](https://pypi.org/project/pendulum) (📥 71M / month):
- [Conda](https://anaconda.org/conda-forge/pendulum) (📥 2M · ⏱️ 31.01.2026):
python-dateutil (🥉30 · ⭐ 2.6K) - Useful extensions to the standard Python datetime features. Apache-2
- [GitHub](https://github.com/dateutil/dateutil) (👨💻 130 · 🔀 530 · 📥 36K · 📋 770 - 43% open · ⏱️ 03.03.2026):
- [PyPi](https://pypi.org/project/python-dateutil) (📥 970M / month):
- [Conda](https://anaconda.org/conda-forge/python-dateutil) (📥 93M · ⏱️ 28.06.2025):
tzlocal (🥉30 · ⭐ 220 · 💤) - A Python module that tries to figure out what your local timezone is. MIT
- [GitHub](https://github.com/regebro/tzlocal) (👨💻 31 · 🔀 64 · 📦 220K · 📋 90 - 1% open · ⏱️ 08.07.2025):
- [PyPi](https://pypi.org/project/tzlocal) (📥 160M / month):
- [Conda](https://anaconda.org/conda-forge/tzlocal) (📥 5.2M · ⏱️ 26.08.2025):
pytz (🥉25 · ⭐ 390) - pytz Python historical timezone library and database. MIT
- [GitHub](https://github.com/stub42/pytz) (👨💻 23 · 🔀 100 · 📥 780 · 📋 97 - 35% open · ⏱️ 10.04.2026):
- [PyPi](https://pypi.org/project/pytz) (📥 470M / month):
- [Conda](https://anaconda.org/conda-forge/pytz) (📥 86M · ⏱️ 16.03.2026):
Show 2 hidden projects...
- isodate (🥉32 · ⭐ 170 · 💀) - ISO 8601 date/time parser.BSD-3
- parsedatetime (🥉29 · ⭐ 710 · 💀) - Parse human-readable date/time strings. Apache-2
File & Path Utilities¤
filesystem_spec (🥇40 · ⭐ 1.3K) - A specification that python filesystems should adhere to. BSD-3
- [GitHub](https://github.com/fsspec/filesystem_spec) (👨💻 310 · 🔀 430 · 📦 290K · 📋 850 - 40% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/fsspec) (📥 640M / month · 📦 3.5K · ⏱️ 27.03.2026):
- [Conda](https://anaconda.org/conda-forge/fsspec) (📥 32M · ⏱️ 28.03.2026):
watchdog (🥈38 · ⭐ 7.3K) - Python library and shell utilities to monitor filesystem events. Apache-2
- [GitHub](https://github.com/gorakhargosh/watchdog) (👨💻 170 · 🔀 730 · 📦 260K · 📋 700 - 29% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/watchdog) (📥 92M / month):
- [Conda](https://anaconda.org/conda-forge/watchdog) (📥 5.4M · ⏱️ 04.03.2026):
filelock (🥈37 · ⭐ 950) - A platform-independent file lock for Python. MIT
- [GitHub](https://github.com/tox-dev/filelock) (👨💻 60 · 🔀 130 · 📦 710K · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/filelock) (📥 510M / month · 📦 4.6K · ⏱️ 14.04.2026):
- [Conda](https://anaconda.org/conda-forge/filelock) (📥 40M · ⏱️ 14.04.2026):
aiofiles (🥈34 · ⭐ 3.2K) - File support for asyncio. Apache-2
- [GitHub](https://github.com/Tinche/aiofiles) (👨💻 42 · 🔀 160 · 📦 250K · 📋 140 - 40% open · ⏱️ 09.10.2025):
- [PyPi](https://pypi.org/project/aiofiles) (📥 120M / month · 📦 5.3K · ⏱️ 09.10.2025):
- [Conda](https://anaconda.org/conda-forge/aiofiles) (📥 2.3M · ⏱️ 01.01.2026):
pyfilesystem2 (🥉26 · ⭐ 2.1K · 💤) - Pythons Filesystem abstraction layer. MIT
- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (👨💻 47 · 🔀 190 · 📋 370 - 24% open · ⏱️ 17.05.2025):
- [PyPi](https://pypi.org/project/fs) (📥 8.2M / month):
- [Conda](https://anaconda.org/conda-forge/fs) (📥 1.4M · ⏱️ 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 · 🔀 69 · ⏱️ 27.05.2025):
- [PyPi](https://pypi.org/project/scandir) (📥 2.2M / month · 📦 220 · ⏱️ 09.03.2019):
- [Conda](https://anaconda.org/conda-forge/scandir) (📥 1.9M · ⏱️ 22.08.2025):
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- appdirs (🥉32 · ⭐ 1.1K · 💀) - A small Python module for determining appropriate platform-specific..MIT
- path (🥉30 · ⭐ 1.1K) - Object-oriented file system path manipulation. ❗Unlicensed
- zipp (🥉22 · ⭐ 67) - A pathlib-compatible Zipfile object wrapper. ❗Unlicensed
- Unipath (🥉19 · ⭐ 510 · 💀) - An object-oriented approach to Python file/directory.. ❗Unlicensed
Compatiblity¤
six (🥇37 · ⭐ 1K) - Python 2 and 3 compatibility library. MIT
- [GitHub](https://github.com/benjaminp/six) (👨💻 68 · 🔀 270 · 📦 2.8M · 📋 280 - 31% open · ⏱️ 23.02.2026):
- [PyPi](https://pypi.org/project/six) (📥 940M / month):
- [Conda](https://anaconda.org/conda-forge/six) (📥 91M · ⏱️ 22.07.2025):
Show 6 hidden projects...
- future (🥇37 · ⭐ 1.2K · 💀) - Easy, clean, reliable Python 2/3 compatibility.MIT
- dataclasses (🥈27 · ⭐ 590 · 💀) - An implementation of PEP 557: Data Classes. Apache-2
- typing (🥉26 · ⭐ 1.7K) - Python static typing home. Hosts the documentation and a user.. ❗Unlicensed
- pathlib2 (🥉26 · ⭐ 84 · 💀) - 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
- futures (🥉23 · ⭐ 240 · 💀) - Backport of the concurrent.futures package to Python 2.6 and.. ❗Unlicensed
Cryptography¤
bcrypt (🥈38 · ⭐ 1.5K) - Modern(-ish) password hashing for your software and your servers. Apache-2
- [GitHub](https://github.com/pyca/bcrypt) (👨💻 40 · 🔀 210 · 📦 350K · 📋 160 - 3% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/bcrypt) (📥 180M / month):
- [Conda](https://anaconda.org/conda-forge/bcrypt) (📥 10M · ⏱️ 07.11.2025):
Show 6 hidden projects...
- cryptography (🥇45 · ⭐ 7.6K) - 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
- pycryptodomex (🥉36 · ⭐ 3.2K) - A self-contained cryptographic library for Python. ❗Unlicensed
- asn1crypto (🥉31 · ⭐ 360 · 💀) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
- rsa (🥉21 · ⭐ 490 · 💤) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed
Infrastructure & DevOps¤
ansible (🥇48 · ⭐ 68K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0
- [GitHub](https://github.com/ansible/ansible) (👨💻 6.9K · 🔀 23K · 📦 42K · 📋 33K - 1% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/ansible) (📥 11M / month):
- [Conda](https://anaconda.org/conda-forge/ansible) (📥 1.8M · ⏱️ 25.03.2026):
pulumi (🥇44 · ⭐ 25K) - Pulumi - Infrastructure as Code in any programming language. Apache-2
- [GitHub](https://github.com/pulumi/pulumi) (👨💻 370 · 🔀 1.3K · 📥 4.9M · 📦 11K · 📋 9K - 24% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/pulumi) (📥 6.6M / month):
- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (📥 7.3M / month):
botocore (🥈43 · ⭐ 1.6K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
- [GitHub](https://github.com/boto/botocore) (👨💻 220 · 🔀 1.1K · 📦 430K · 📋 1.2K - 9% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/botocore) (📥 1.3B / month):
- [Conda](https://anaconda.org/conda-forge/botocore) (📥 43M · ⏱️ 14.04.2026):
docker-compose (🥈41 · ⭐ 37K) - Define and run multi-container applications with Docker. Apache-2
- [GitHub](https://github.com/docker/compose) (👨💻 270 · 🔀 5.6K · 📥 16M · 📦 1.4K · 📋 8.3K - 0% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/docker-compose) (📥 1.4M / month):
- [Conda](https://anaconda.org/conda-forge/docker-compose) (📥 810K · ⏱️ 20.03.2026):
docker (🥈41 · ⭐ 7.2K) - A Python library for the Docker Engine API. Apache-2
- [GitHub](https://github.com/docker/docker-py) (👨💻 460 · 🔀 1.7K · 📥 2K · 📦 120K · 📋 1.7K - 26% open · ⏱️ 24.11.2025):
- [PyPi](https://pypi.org/project/docker) (📥 180M / month):
- [Conda](https://anaconda.org/conda-forge/docker-py) (📥 6.6M · ⏱️ 22.04.2025):
paramiko (🥈39 · ⭐ 9.7K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
- [GitHub](https://github.com/paramiko/paramiko) (👨💻 190 · 🔀 2K · 📦 120K · 📋 1.7K - 50% open · ⏱️ 20.10.2025):
- [PyPi](https://pypi.org/project/paramiko) (📥 140M / month):
- [Conda](https://anaconda.org/conda-forge/paramiko) (📥 7.9M · ⏱️ 13.08.2025):
netmiko (🥈39 · ⭐ 4.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
- [GitHub](https://github.com/ktbyers/netmiko) (👨💻 270 · 🔀 1.4K · 📦 5.5K · 📋 2.2K - 2% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/netmiko) (📥 900K / month):
kubernetes (🥉35 · ⭐ 7.5K) - Official Python client library for kubernetes. Apache-2
- [GitHub](https://github.com/kubernetes-client/python) (👨💻 240 · 🔀 3.4K · 📋 1.4K - 5% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/kubernetes) (📥 150M / month):
- [Conda](https://anaconda.org/conda-forge/kubernetes) (📥 770K · ⏱️ 11.12.2025):
plumbum (🥉35 · ⭐ 3K) - Plumbum: Shell Combinators. MIT
- [GitHub](https://github.com/tomerfiliba/plumbum) (👨💻 120 · 🔀 200 · 📦 9.4K · 📋 370 - 36% open · ⏱️ 12.04.2026):
- [PyPi](https://pypi.org/project/plumbum) (📥 4.1M / month):
- [Conda](https://anaconda.org/conda-forge/plumbum) (📥 1.4M · ⏱️ 31.10.2025):
fabric (🥉33 · ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2
- [GitHub](https://github.com/fabric/fabric) (👨💻 19 · 🔀 1.8K · 📦 21 · 📋 1.8K - 24% open · ⏱️ 10.04.2026):
- [PyPi](https://pypi.org/project/fabric) (📥 13M / month):
- [Conda](https://anaconda.org/conda-forge/fabric) (📥 370K · ⏱️ 06.04.2026):
pyinfra (🥉33 · ⭐ 5K) - pyinfra turns Python code into shell commands and runs them on your.. MIT
- [GitHub](https://github.com/pyinfra-dev/pyinfra) (👨💻 190 · 🔀 480 · 📦 220 · 📋 920 - 20% open · ⏱️ 10.04.2026):
- [PyPi](https://pypi.org/project/pyinfra) (📥 270K / month):
sshtunnel (🥉32 · ⭐ 1.3K · 💤) - SSH tunnels to remote server. MIT
- [GitHub](https://github.com/pahaz/sshtunnel) (👨💻 27 · 🔀 190 · 📦 9.7K · 📋 210 - 30% open · ⏱️ 27.08.2025):
- [PyPi](https://pypi.org/project/sshtunnel) (📥 30M / month · 📦 350 · ⏱️ 11.01.2021):
- [Conda](https://anaconda.org/conda-forge/sshtunnel) (📥 390K · ⏱️ 22.04.2025):
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- awscli (🥈37 · ⭐ 17K) - Universal Command Line Interface for Amazon Web Services.❗Unlicensed
- schedule (🥉34 · ⭐ 12K · 💀) - Python job scheduling for humans. MIT
- parallel-ssh (🥉26 · ⭐ 1.3K) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
- fabtools (🥉23 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files. BSD-2
- storm (🥉21 · ⭐ 3.9K · 💀) - Manage your SSH like a boss. MIT
- pypyr (🥉21 · ⭐ 640 · 💀) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2
- wssh (🥉16 · ⭐ 1.4K · 💀) - SSH to WebSockets Bridge. MIT
- Grai (🥉11 · ⭐ 310 · 💤) - Platform to programmatically manage, test, and debug data.. ❗️MIT-0
Process Utilities¤
supervisor (🥇37 · ⭐ 9K) - Supervisor process control system for Unix.. ❗️Repoze Public License
- [GitHub](https://github.com/Supervisor/supervisor) (👨💻 180 · 🔀 1.3K · 📦 13K · 📋 1.2K - 13% open · ⏱️ 21.12.2025):
- [PyPi](https://pypi.org/project/supervisor) (📥 11M / month · 📦 160 · ⏱️ 23.08.2025):
- [Conda](https://anaconda.org/conda-forge/supervisor) (📥 650K · ⏱️ 27.02.2026):
sh (🥉34 · ⭐ 7.2K) - Python process launching. MIT
- [GitHub](https://github.com/amoffat/sh) (👨💻 110 · 🔀 500 · 📥 110 · 📦 18K · 📋 500 - 2% open · ⏱️ 01.11.2025):
- [PyPi](https://pypi.org/project/sh) (📥 16M / month):
- [Conda](https://anaconda.org/conda-forge/sh) (📥 420K · ⏱️ 22.04.2025):
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- pexpect (🥈35 · ⭐ 2.8K · 💤) - A Python module for controlling interactive programs in a..❗Unlicensed
- ptyprocess (🥉21 · ⭐ 240 · 💤) - Run a subprocess in a pseudo terminal. ❗Unlicensed
Asynchronous Programming¤
anyio (🥇41 · ⭐ 2.4K) - High level asynchronous concurrency and networking framework that works on.. MIT
- [GitHub](https://github.com/agronholm/anyio) (👨💻 74 · 🔀 200 · 📦 640K · 📋 430 - 14% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/anyio) (📥 700M / month):
- [Conda](https://anaconda.org/conda-forge/anyio) (📥 33M · ⏱️ 24.03.2026):
uvloop (🥈37 · ⭐ 12K) - Ultra fast asyncio event loop. Apache-2
- [GitHub](https://github.com/MagicStack/uvloop) (👨💻 72 · 🔀 580 · 📥 640 · 📦 220K · 📋 410 - 30% open · ⏱️ 30.01.2026):
- [PyPi](https://pypi.org/project/uvloop) (📥 150M / month):
- [Conda](https://anaconda.org/conda-forge/uvloop) (📥 3.2M · ⏱️ 07.11.2025):
asyncer (🥈32 · ⭐ 2.4K) - Asyncer, async and await, focused on developer experience. MIT
- [GitHub](https://github.com/fastapi/asyncer) (👨💻 23 · 🔀 88 · 📦 7.9K · 📋 6 - 16% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/asyncer) (📥 6M / month):
- [Conda](https://anaconda.org/conda-forge/asyncer) (📥 33K · ⏱️ 21.02.2026):
aiomisc (🥉22 · ⭐ 420) - aiomisc - miscellaneous utils for asyncio. MIT
- [GitHub](https://github.com/aiokitchen/aiomisc) (👨💻 21 · 🔀 27 · 📦 440 · 📋 23 - 17% open · ⏱️ 23.03.2026):
- [PyPi](https://pypi.org/project/aiomisc) (📥 49K / month):
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- greenlet (🥉29 · ⭐ 1.8K · 📉) - Lightweight in-process concurrent programming.❗Unlicensed
- stopit (🥉22 · ⭐ 130 · 💀) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT
- unsync (🥉21 · ⭐ 900 · 💀) - Unsynchronize asyncio. MIT
Configuration¤
python-dotenv (🥇38 · ⭐ 8.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
- [GitHub](https://github.com/theskumar/python-dotenv) (👨💻 110 · 🔀 510 · 📋 360 - 22% open · ⏱️ 06.03.2026):
- [PyPi](https://pypi.org/project/python-dotenv) (📥 520M / month · 📦 33K · ⏱️ 01.03.2026):
- [Conda](https://anaconda.org/conda-forge/python-dotenv) (📥 11M · ⏱️ 01.03.2026):
traitlets (🥈36 · ⭐ 650) - A lightweight Traits like module. BSD-3
- [GitHub](https://github.com/ipython/traitlets) (👨💻 110 · 🔀 200 · 📥 820 · 📦 610K · 📋 310 - 33% open · ⏱️ 02.03.2026):
- [PyPi](https://pypi.org/project/traitlets) (📥 120M / month):
- [Conda](https://anaconda.org/conda-forge/traitlets) (📥 49M · ⏱️ 22.04.2025):
hydra (🥈34 · ⭐ 10K) - Hydra is a framework for elegantly configuring complex applications. MIT
- [GitHub](https://github.com/facebookresearch/hydra) (👨💻 120 · 🔀 820 · 📦 43K · 📋 1.5K - 21% open · ⏱️ 11.12.2025):
- [PyPi](https://pypi.org/project/hydra) (📥 8.6K / month):
- [Conda](https://anaconda.org/conda-forge/hydra-core) (📥 1.6M · ⏱️ 22.04.2025):
omegaconf (🥈34 · ⭐ 2.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3
- [GitHub](https://github.com/omry/omegaconf) (👨💻 37 · 🔀 150 · 📦 61K · 📋 580 - 22% open · ⏱️ 29.11.2025):
- [PyPi](https://pypi.org/project/omegaconf) (📥 33M / month):
- [Conda](https://anaconda.org/conda-forge/omegaconf) (📥 2.3M · ⏱️ 22.04.2025):
gin-config (🥉28 · ⭐ 2.1K) - Gin provides a lightweight configuration framework for Python. Apache-2
- [GitHub](https://github.com/google/gin-config) (👨💻 26 · 🔀 120 · 📦 13K · 📋 100 - 58% open · ⏱️ 14.01.2026):
- [PyPi](https://pypi.org/project/gin-config) (📥 480K / month · 📦 75 · ⏱️ 03.11.2021):
- [Conda](https://anaconda.org/conda-forge/gin-config) (📥 34K · ⏱️ 22.04.2025):
configobj (🥉28 · ⭐ 340 · 💤) - Python 3+ compatible port of the configobj library. BSD-3
- [GitHub](https://github.com/DiffSK/configobj) (👨💻 12 · 🔀 83 · 📥 2.3K · 📦 49K · 📋 170 - 34% open · ⏱️ 06.06.2025):
- [PyPi](https://pypi.org/project/configobj) (📥 6.9M / month):
- [Conda](https://anaconda.org/conda-forge/configobj) (📥 1.1M · ⏱️ 22.04.2025):
everett (🥉18 · ⭐ 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) (📥 980K / month):
- [Conda](https://anaconda.org/conda-forge/everett) (📥 110K · ⏱️ 22.04.2025):
Show 2 hidden projects...
- python-decouple (🥉32 · ⭐ 3K · 💀) - Strict separation of config from code.MIT
- Dynaconf (🥉16 · ⭐ 5 · 💤) - dynaconf mirror (mainly for stats)- ORIGINAL REPO ON -.. MIT
CLI Development¤
rich (🥇47 · ⭐ 56K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
- [GitHub](https://github.com/Textualize/rich) (👨💻 290 · 🔀 2.1K · 📦 520K · 📋 1.6K - 19% open · ⏱️ 12.04.2026):
- [PyPi](https://pypi.org/project/rich) (📥 490M / month · 📦 44K · ⏱️ 12.04.2026):
- [Conda](https://anaconda.org/conda-forge/rich) (📥 19M · ⏱️ 12.04.2026):
click (🥇47 · ⭐ 17K) - Python composable command line interface toolkit. BSD-3
- [GitHub](https://github.com/pallets/click) (👨💻 420 · 🔀 1.6K · 📥 4.4K · 📦 2.3M · 📋 1.8K - 9% open · ⏱️ 03.04.2026):
- [PyPi](https://pypi.org/project/click) (📥 790M / month · 📦 64K · ⏱️ 03.04.2026):
- [Conda](https://anaconda.org/conda-forge/click) (📥 61M · ⏱️ 07.04.2026):
Typer (🥈42 · ⭐ 19K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
- [GitHub](https://github.com/fastapi/typer) (👨💻 100 · 🔀 870 · 📋 340 - 4% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/typer) (📥 290M / month · 📦 18K · ⏱️ 21.02.2026):
- [Conda](https://anaconda.org/conda-forge/typer) (📥 10M · ⏱️ 02.04.2026):
python-fire (🥈37 · ⭐ 28K · 💤) - Python Fire is a library for automatically generating.. Apache-2
- [GitHub](https://github.com/google/python-fire) (👨💻 67 · 🔀 1.5K · 📦 53K · 📋 360 - 42% open · ⏱️ 16.08.2025):
- [PyPi](https://pypi.org/project/fire) (📥 22M / month · 📦 3K · ⏱️ 16.08.2025):
- [Conda](https://anaconda.org/conda-forge/fire) (📥 1.5M · ⏱️ 12.09.2025):
python-prompt-toolkit (🥈37 · ⭐ 10K) - Library for building powerful interactive command line.. BSD-3
- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (👨💻 240 · 🔀 770 · 📋 1.3K - 54% open · ⏱️ 17.03.2026):
- [PyPi](https://pypi.org/project/prompt_toolkit) (📥 170M / month · 📦 4.2K · ⏱️ 27.08.2025):
- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (📥 42M · ⏱️ 27.08.2025):
colorama (🥈36 · ⭐ 3.8K · 💤) - Simple cross-platform colored terminal text in Python. BSD-3
- [GitHub](https://github.com/tartley/colorama) (👨💻 52 · 🔀 270 · 📦 1.4M · 📋 270 - 47% open · ⏱️ 09.07.2025):
- [PyPi](https://pypi.org/project/colorama) (📥 390M / month · 📦 15K · ⏱️ 25.10.2022):
- [Conda](https://anaconda.org/conda-forge/colorama) (📥 64M · ⏱️ 22.04.2025):
docopt (🥈33 · ⭐ 8K · 💤) - Create *beautiful* command-line interfaces with Python. MIT
- [GitHub](https://github.com/docopt/docopt) (👨💻 34 · 🔀 550 · 📦 150K · 📋 410 - 54% open · ⏱️ 23.06.2025):
- [PyPi](https://pypi.org/project/docopt) (📥 17M / month):
- [Conda](https://anaconda.org/conda-forge/docopt) (📥 2.7M · ⏱️ 22.04.2025):
argcomplete (🥈33 · ⭐ 1.6K) - Python and tab completion, better together. Apache-2
- [GitHub](https://github.com/kislyuk/argcomplete) (👨💻 83 · 🔀 140 · 📥 1.4K · 📦 72K · 📋 300 - 22% open · ⏱️ 02.04.2026):
- [PyPi](https://pypi.org/project/argcomplete) (📥 71M / month · 📦 1.8K · ⏱️ 20.10.2025):
- [Conda](https://anaconda.org/conda-forge/argcomplete) (📥 3.3M · ⏱️ 20.10.2025):
ConfigArgParse (🥈33 · ⭐ 760) - Drop-in replacement for argparse with added support for config.. MIT
- [GitHub](https://github.com/bw2/ConfigArgParse) (👨💻 56 · 🔀 120 · 📦 25K · ⏱️ 11.03.2026):
- [PyPi](https://pypi.org/project/configargparse) (📥 19M / month):
- [Conda](https://anaconda.org/conda-forge/configargparse) (📥 1.8M · ⏱️ 11.03.2026):
questionary (🥉32 · ⭐ 2.1K) - Python library to build pretty command line user prompts Easy to use.. MIT
- [GitHub](https://github.com/tmbo/questionary) (👨💻 53 · 🔀 100 · 📦 22K · 📋 190 - 38% open · ⏱️ 12.02.2026):
- [PyPi](https://pypi.org/project/questionary) (📥 19M / month · 📦 1.4K · ⏱️ 28.08.2025):
- [Conda](https://anaconda.org/conda-forge/questionary) (📥 320K · ⏱️ 08.09.2025):
cleo (🥉32 · ⭐ 1.3K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
- [GitHub](https://github.com/python-poetry/cleo) (👨💻 38 · 🔀 87 · 📦 29K · 📋 120 - 30% open · ⏱️ 30.03.2026):
- [PyPi](https://pypi.org/project/cleo) (📥 73M / month):
- [Conda](https://anaconda.org/conda-forge/cleo) (📥 6.6M · ⏱️ 22.04.2025):
asciimatics (🥉30 · ⭐ 4.3K · 💤) - 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) (📥 120K / month · 📦 120 · ⏱️ 25.10.2023):
- [Conda](https://anaconda.org/conda-forge/asciimatics) (📥 250K · ⏱️ 22.04.2025):
blessings (🥉28 · ⭐ 1.5K · 💤) - A thin, practical wrapper around terminal capabilities in Python. MIT
- [GitHub](https://github.com/erikrose/blessings) (👨💻 17 · 🔀 140 · 📦 11K · 📋 92 - 38% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/blessings) (📥 1M / month · 📦 460 · ⏱️ 21.06.2018):
- [Conda](https://anaconda.org/conda-forge/blessings) (📥 450K · ⏱️ 26.08.2025):
Click Extra (🥉23 · ⭐ 110) - Drop-in replacement for Click to make user-friendly and.. ❗️GPL-2.0
- [GitHub](https://github.com/kdeldycke/click-extra) (👨💻 14 · 🔀 8 · 📥 430 · 📋 120 - 12% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/click-extra) (📥 82K / month · 📦 42 · ⏱️ 16.04.2026):
Show 6 hidden projects...
- wcwidth (🥈35 · ⭐ 450) - Python library that measures the width of strings in a terminal.❗Unlicensed
- docopt-ng (🥉24 · ⭐ 220 · 💀) - Humane command line arguments parser. Now with maintenance,.. MIT
- clint (🥉23 · ⭐ 97 · 💀) - Python Command-line Application Tools. ISC
- bashplotlib (🥉20 · ⭐ 1.9K · 💀) - plotting in the terminal. MIT
- colout (🥉19 · ⭐ 1.2K · 💀) - Color text streams with a polished command line interface. ❗️GPL-3.0
- onecite (🥉12 · ⭐ 56) - An intelligent toolkit to automatically parse, complete, and format.. MIT
Development Tools¤
🔗 best-of-python-dev ( ⭐ 1.2K) - A ranked list of awesome python developer tools and libraries. Updated..
Data Caching¤
cachetools (🥇41 · ⭐ 2.7K) - Extensible memoizing collections and decorators. MIT
- [GitHub](https://github.com/tkem/cachetools) (👨💻 21 · 🔀 190 · 📦 690K · 📋 270 - 0% open · ⏱️ 09.03.2026):
- [PyPi](https://pypi.org/project/cachetools) (📥 310M / month · 📦 4.6K · ⏱️ 09.03.2026):
- [Conda](https://anaconda.org/conda-forge/cachetools) (📥 20M · ⏱️ 10.03.2026):
aiocache (🥈32 · ⭐ 1.4K) - Asyncio cache manager for redis, memcached and memory. BSD-3
- [GitHub](https://github.com/aio-libs/aiocache) (👨💻 51 · 🔀 170 · 📥 79 · 📦 4.8K · 📋 320 - 12% open · ⏱️ 28.11.2025):
- [PyPi](https://pypi.org/project/aiocache) (📥 6.8M / month):
cachier (🥉27 · ⭐ 650) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
- [GitHub](https://github.com/python-cachier/cachier) (👨💻 28 · 🔀 71 · 📥 120 · 📦 600 · 📋 100 - 14% open · ⏱️ 10.04.2026):
- [PyPi](https://pypi.org/project/cachier) (📥 380K / month):
pylibmc (🥉27 · ⭐ 490 · 💤) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
- [GitHub](https://github.com/lericson/pylibmc) (👨💻 56 · 🔀 130 · 📥 1.5K · 📦 5.8K · 📋 200 - 14% open · ⏱️ 12.04.2025):
- [PyPi](https://pypi.org/project/pylibmc) (📥 410K / month):
- [Conda](https://anaconda.org/conda-forge/pylibmc) (📥 420K · ⏱️ 28.08.2025):
Show 2 hidden projects...
- cached-property (🥈29 · ⭐ 710 · 💀) - A decorator for caching properties in classes.BSD-3
- beaker (🥉25 · ⭐ 540) - WSGI middleware for sessions and caching. ❗Unlicensed
GUI Development¤
🔗 best-of-web-python - Web UI ( ⭐ 2.7K) - Collection of libraries to implement web-based UIs.
kivy (🥇40 · ⭐ 19K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
- [GitHub](https://github.com/kivy/kivy) (👨💻 640 · 🔀 3.1K · 📥 45K · 📦 18K · 📋 5.3K - 16% open · ⏱️ 07.04.2026):
- [PyPi](https://pypi.org/project/kivy) (📥 270K / month · 📦 360 · ⏱️ 26.12.2024):
- [Conda](https://anaconda.org/conda-forge/kivy) (📥 640K · ⏱️ 29.03.2026):
DearPyGui (🥈38 · ⭐ 15K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
- [GitHub](https://github.com/hoffstadt/DearPyGui) (👨💻 76 · 🔀 780 · 📦 4.4K · 📋 1.5K - 26% open · ⏱️ 06.04.2026):
- [PyPi](https://pypi.org/project/dearpygui) (📥 130K / month · 📦 210 · ⏱️ 16.04.2026):
toga (🥈33 · ⭐ 5.3K) - A Python native, OS native GUI toolkit. BSD-3
- [GitHub](https://github.com/beeware/toga) (👨💻 340 · 🔀 800 · 📥 9.8K · 📦 3 · 📋 1.3K - 23% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/toga) (📥 17K / month · 📦 41 · ⏱️ 03.12.2025):
- [npm](https://www.npmjs.com/package/@pybee/toga) (📥 29 / month · 📦 5 · ⏱️ 23.04.2017):
Gooey (🥉30 · ⭐ 22K) - Turn (almost) any Python command line program into a full GUI application.. MIT
- [GitHub](https://github.com/chriskiehl/Gooey) (👨💻 100 · 🔀 1K · 📥 940 · 📦 1.1K · 📋 640 - 26% open · ⏱️ 12.03.2026):
- [PyPi](https://pypi.org/project/gooey) (📥 7.8K / month · 📦 100 · ⏱️ 29.01.2022):
- [Conda](https://anaconda.org/conda-forge/gooey) (📥 140K · ⏱️ 26.03.2026):
Eel (🥉24 · ⭐ 6.7K · 💤) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
- [GitHub](https://github.com/python-eel/Eel) (👨💻 49 · 🔀 590 · 📋 550 - 34% open · ⏱️ 22.06.2025):
- [PyPi](https://pypi.org/project/eel) (📥 85K / month):
Show 4 hidden projects...
- PySimpleGUI (🥈34 · ⭐ 14K · 📈) - PySimpleGUI is a Python package that enables Python..❗️PySimpleGUI License
- Phoenix (🥉27 · ⭐ 2.6K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗Unlicensed
- enaml (🥉27 · ⭐ 1.6K) - Declarative User Interfaces for Python. ❗Unlicensed
- flexx (🥉25 · ⭐ 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 · ⭐ 850 · 💀) - 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 (🥇40 · ⭐ 2.6K) - Python character encoding detector. ❗️0BSD
- [GitHub](https://github.com/chardet/chardet) (👨💻 55 · 🔀 300 · 📦 960K · ⏱️ 13.04.2026):
- [PyPi](https://pypi.org/project/chardet) (📥 160M / month · 📦 7.1K · ⏱️ 13.04.2026):
- [Conda](https://anaconda.org/conda-forge/chardet) (📥 32M · ⏱️ 14.04.2026):
- [npm](https://www.npmjs.com/package/@pypi/chardet) (📥 180 / month · 📦 7 · ⏱️ 20.08.2017):
phonenumbers (🥇35 · ⭐ 3.7K) - Python port of Googles libphonenumber. Apache-2
- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (👨💻 33 · 🔀 440 · 📋 200 - 6% open · ⏱️ 13.04.2026):
- [PyPi](https://pypi.org/project/phonenumbers) (📥 30M / month · 📦 850 · ⏱️ 13.04.2026):
- [Conda](https://anaconda.org/conda-forge/phonenumbers) (📥 2M · ⏱️ 13.04.2026):
emoji (🥈34 · ⭐ 2K · 💤) - emoji terminal output for Python. BSD-3
- [GitHub](https://github.com/carpedm20/emoji) (👨💻 70 · 🔀 290 · 📦 92K · 📋 180 - 11% open · ⏱️ 21.09.2025):
- [PyPi](https://pypi.org/project/emoji) (📥 17M / month · 📦 1.3K · ⏱️ 21.09.2025):
- [Conda](https://anaconda.org/conda-forge/emoji) (📥 230K · ⏱️ 21.09.2025):
python-slugify (🥈33 · ⭐ 1.6K) - Returns unicode slugs. MIT
- [GitHub](https://github.com/un33k/python-slugify) (👨💻 40 · 🔀 120 · 📦 120K · 📋 85 - 9% open · ⏱️ 07.01.2026):
- [PyPi](https://pypi.org/project/python-slugify) (📥 69M / month · 📦 1.5K · ⏱️ 08.02.2024):
- [Conda](https://anaconda.org/conda-forge/python-slugify) (📥 3.5M · ⏱️ 22.04.2025):
inflect (🥈33 · ⭐ 1.1K) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT
- [GitHub](https://github.com/jaraco/inflect) (👨💻 60 · 🔀 110 · 📦 36K · 📋 130 - 29% open · ⏱️ 13.04.2026):
- [PyPi](https://pypi.org/project/inflect) (📥 26M / month · 📦 720 · ⏱️ 28.12.2024):
- [Conda](https://anaconda.org/conda-forge/inflect) (📥 730K · ⏱️ 22.04.2025):
pyahocorasick (🥉30 · ⭐ 1.1K) - Python module (C extension and plain python) implementing Aho-.. BSD-3
- [GitHub](https://github.com/WojciechMula/pyahocorasick) (👨💻 33 · 🔀 140 · 📥 830 · 📦 4.2K · 📋 140 - 21% open · ⏱️ 17.12.2025):
- [PyPi](https://pypi.org/project/pyahocorasick) (📥 4M / month · 📦 220 · ⏱️ 17.12.2025):
- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (📥 490K · ⏱️ 18.12.2025):
coolname (🥉29 · ⭐ 180) - Random Name and Slug Generator. BSD-2
- [GitHub](https://github.com/alexanderlukanin13/coolname) (👨💻 7 · 🔀 16 · 📦 4.1K · 📋 13 - 15% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/coolname) (📥 4.7M / month · 📦 170 · ⏱️ 11.04.2026):
- [Conda](https://anaconda.org/conda-forge/coolname) (📥 200K · ⏱️ 31.03.2026):
price-parser (🥉20 · ⭐ 340) - Extract price amount and currency symbol from a raw text string. BSD-3
- [GitHub](https://github.com/scrapinghub/price-parser) (👨💻 19 · 🔀 53 · 📦 540 · 📋 33 - 51% open · ⏱️ 19.03.2026):
- [PyPi](https://pypi.org/project/price-parser) (📥 340K / month):
Show 3 hidden projects...
- humanize (🥉32 · ⭐ 1.7K · 💀) - python humanize functions.MIT
- millify (🥉16 · ⭐ 110 · 💀) - Convert long numbers into a human-readable format in Python. MIT
- awesome-slugify (🥉13 · ⭐ 490 · 💀) - Python flexible slugify function. ❗Unlicensed
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 (🥇48 · ⭐ 9.8K) - Boto3, an AWS SDK for Python. Apache-2
- [GitHub](https://github.com/boto/boto3) (👨💻 170 · 🔀 1.9K · 📦 600K · 📋 3.6K - 4% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/boto3) (📥 2B / month):
- [Conda](https://anaconda.org/conda-forge/boto3) (📥 31M · ⏱️ 14.04.2026):
SQLAlchemy (🥇46 · ⭐ 12K) - The Database Toolkit for Python. MIT
- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (👨💻 820 · 🔀 1.6K · 📥 7.1K · 📦 1.2M · 📋 8.2K - 2% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/SQLAlchemy) (📥 340M / month):
- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (📥 27M · ⏱️ 03.04.2026):
peewee (🥇45 · ⭐ 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite. MIT
- [GitHub](https://github.com/coleifer/peewee) (👨💻 160 · 🔀 1.4K · 📦 52K · 📋 2.5K - 0% open · ⏱️ 02.04.2026):
- [PyPi](https://pypi.org/project/peewee) (📥 33M / month):
- [Conda](https://anaconda.org/conda-forge/peewee) (📥 1.8M · ⏱️ 02.04.2026):
google-cloud-storage (🥇45 · ⭐ 5.3K) - Google Cloud Client Libraries for Python. Apache-2
- [GitHub](https://github.com/googleapis/google-cloud-python) (👨💻 1.1K · 🔀 1.6K · 📦 2.6K · 📋 5.2K - 22% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/google-cloud-storage) (📥 230M / month):
- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (📥 6.8M · ⏱️ 23.03.2026):
azure-storage-blob (🥇44 · ⭐ 5.5K) - This repository is for active development of the Azure SDK.. MIT
- [GitHub](https://github.com/Azure/azure-sdk-for-python) (👨💻 920 · 🔀 3.3K · 📦 2.7K · 📋 12K - 9% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/azure-storage-blob) (📥 120M / month · 📦 1.7K · ⏱️ 01.04.2026):
- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (📥 1.7M · ⏱️ 07.01.2026):
elasticsearch (🥇42 · ⭐ 4.4K) - Official Python client for Elasticsearch. Apache-2
- [GitHub](https://github.com/elastic/elasticsearch-py) (👨💻 230 · 🔀 1.2K · 📥 5.7K · 📦 64K · 📋 1.2K - 5% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/elasticsearch) (📥 51M / month · 📦 2K · ⏱️ 03.02.2026):
- [Conda](https://anaconda.org/conda-forge/elasticsearch) (📥 1.7M · ⏱️ 04.02.2026):
kafka-python (🥇41 · ⭐ 5.9K) - Python client for Apache Kafka. Apache-2
- [GitHub](https://github.com/dpkp/kafka-python) (👨💻 230 · 🔀 1.4K · 📥 1.9K · 📦 37K · 📋 1.5K - 2% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/kafka-python) (📥 22M / month):
- [Conda](https://anaconda.org/conda-forge/kafka-python) (📥 510K · ⏱️ 10.04.2026):
sqlmodel (🥈40 · ⭐ 18K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
- [GitHub](https://github.com/fastapi/sqlmodel) (👨💻 110 · 🔀 790 · 📦 31K · 📋 350 - 16% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/sqlmodel) (📥 14M / month):
- [Conda](https://anaconda.org/conda-forge/sqlmodel) (📥 160K · ⏱️ 03.04.2026):
Ibis (🥈39 · ⭐ 6.5K) - the portable Python dataframe library. Apache-2
- [GitHub](https://github.com/ibis-project/ibis) (👨💻 240 · 🔀 700 · 📥 480 · 📦 5.2K · 📋 3.6K - 11% open · ⏱️ 29.03.2026):
- [PyPi](https://pypi.org/project/ibis-framework) (📥 1.9M / month):
- [Conda](https://anaconda.org/conda-forge/ibis-framework) (📥 830K · ⏱️ 25.03.2026):
pymongo (🥈39 · ⭐ 4.3K) - PyMongo - the Official MongoDB Python driver. Apache-2
- [GitHub](https://github.com/mongodb/mongo-python-driver) (👨💻 240 · 🔀 1.1K · 📥 5K · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/pymongo) (📥 91M / month · 📦 5.9K · ⏱️ 07.01.2026):
- [Conda](https://anaconda.org/conda-forge/pymongo) (📥 6.1M · ⏱️ 11.01.2026):
alembic (🥈39 · ⭐ 4.1K) - A database migrations tool for SQLAlchemy. MIT
- [GitHub](https://github.com/sqlalchemy/alembic) (👨💻 220 · 🔀 320 · 📦 340K · 📋 1.2K - 9% open · ⏱️ 08.04.2026):
- [PyPi](https://pypi.org/project/alembic) (📥 170M / month · 📦 3K · ⏱️ 10.02.2026):
- [Conda](https://anaconda.org/conda-forge/alembic) (📥 9.9M · ⏱️ 11.02.2026):
redis (🥈38 · ⭐ 14K) - Redis Python client. MIT
- [GitHub](https://github.com/redis/redis-py) (👨💻 540 · 🔀 2.6K · 📋 1.9K - 2% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/redis) (📥 200M / month):
- [Conda](https://anaconda.org/conda-forge/redis-py) (📥 1.9M · ⏱️ 24.03.2026):
PyMySQL (🥈38 · ⭐ 7.8K · 💤) - MySQL client library for Python. MIT
- [GitHub](https://github.com/PyMySQL/PyMySQL) (👨💻 130 · 🔀 1.4K · 📦 290K · 📋 680 - 2% open · ⏱️ 24.08.2025):
- [PyPi](https://pypi.org/project/PyMySQL) (📥 82M / month):
- [Conda](https://anaconda.org/conda-forge/pymysql) (📥 2.2M · ⏱️ 25.08.2025):
MongoEngine (🥈38 · ⭐ 4.4K · 💤) - A Python Object-Document-Mapper for working with MongoDB. MIT
- [GitHub](https://github.com/MongoEngine/mongoengine) (👨💻 400 · 🔀 1.2K · 📦 28K · 📋 1.8K - 19% open · ⏱️ 02.09.2025):
- [PyPi](https://pypi.org/project/mongoengine) (📥 2.2M / month · 📦 450 · ⏱️ 10.03.2026):
- [Conda](https://anaconda.org/conda-forge/mongoengine) (📥 600K · ⏱️ 10.03.2026):
AWS Data Wrangler (🥈38 · ⭐ 4.1K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
- [GitHub](https://github.com/aws/aws-sdk-pandas) (👨💻 180 · 🔀 710 · 📥 440K · 📦 2.5K · 📋 1.3K - 2% open · ⏱️ 11.04.2026):
- [PyPi](https://pypi.org/project/awswrangler) (📥 80M / month):
- [Conda](https://anaconda.org/conda-forge/awswrangler) (📥 830K · ⏱️ 09.04.2026):
tortoise-orm (🥈37 · ⭐ 5.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
- [GitHub](https://github.com/tortoise/tortoise-orm) (👨💻 170 · 🔀 470 · 📥 18 · 📦 11K · 📋 1.3K - 38% open · ⏱️ 13.04.2026):
- [PyPi](https://pypi.org/project/tortoise-orm) (📥 520K / month · 📦 340 · ⏱️ 21.03.2026):
- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (📥 58K · ⏱️ 22.03.2026):
mysqlclient (🥈36 · ⭐ 2.5K) - MySQL/MariaDB connector for Python. ❗️GPL-2.0
- [GitHub](https://github.com/PyMySQL/mysqlclient) (👨💻 90 · 🔀 420 · 📥 5.4K · 📦 210K · 📋 340 - 2% open · ⏱️ 12.02.2026):
- [PyPi](https://pypi.org/project/mysqlclient) (📥 23M / month):
- [Conda](https://anaconda.org/conda-forge/mysqlclient) (📥 860K · ⏱️ 03.03.2026):
Prometheus Client (🥈35 · ⭐ 4.3K) - Prometheus instrumentation library for Python.. Apache-2
- [GitHub](https://github.com/prometheus/client_python) (👨💻 180 · 🔀 850 · 📋 600 - 22% open · ⏱️ 09.04.2026):
- [PyPi](https://pypi.org/project/prometheus_client) (📥 140M / month · 📦 3.7K · ⏱️ 09.04.2026):
- [Conda](https://anaconda.org/conda-forge/prometheus_client) (📥 24M · ⏱️ 09.04.2026):
Elasticsearch DSL (🥈35 · ⭐ 3.9K · 💤) - High level Python client for Elasticsearch. Apache-2
- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (👨💻 140 · 🔀 770 · 📥 320 · 📦 12K · 📋 1.3K - 3% open · ⏱️ 18.04.2025):
- [PyPi](https://pypi.org/project/elasticsearch-dsl) (📥 9.6M / month):
- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (📥 14K · ⏱️ 22.04.2025):
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 · 🔀 320 · 📦 45K · 📋 490 - 46% open · ⏱️ 04.02.2026):
- [PyPi](https://pypi.org/project/pypika) (📥 11M / month · 📦 230 · ⏱️ 04.02.2026):
- [Conda](https://anaconda.org/conda-forge/pypika) (📥 100K · ⏱️ 02.02.2026):
s3fs (🥈35 · ⭐ 1K) - S3 Filesystem. BSD-3
- [GitHub](https://github.com/fsspec/s3fs) (👨💻 160 · 🔀 290 · 📦 27K · 📋 530 - 30% open · ⏱️ 27.03.2026):
- [PyPi](https://pypi.org/project/s3fs) (📥 560M / month):
- [Conda](https://anaconda.org/conda-forge/s3fs) (📥 9.9M · ⏱️ 28.03.2026):
google-cloud-bigtable (🥈34 · ⭐ 5.3K · 📈) - This library has moved to.. Apache-2
- [GitHub](https://github.com/googleapis/python-bigtable) (👨💻 80 · 🔀 1.7K · ⏱️ 01.04.2026):
- [PyPi](https://pypi.org/project/google-cloud-bigtable) (📥 62M / month · 📦 59 · ⏱️ 02.04.2026):
- [Conda](https://anaconda.org/conda-forge/google-cloud-bigtable) (📥 220K · ⏱️ 03.04.2026):
dataset (🥈34 · ⭐ 4.9K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
- [GitHub](https://github.com/pudo/dataset) (👨💻 81 · 🔀 290 · 📦 5.1K · 📋 300 - 6% open · ⏱️ 12.04.2026):
- [PyPi](https://pypi.org/project/dataset) (📥 1.7M / month):
- [Conda](https://anaconda.org/conda-forge/dataset) (📥 18K · ⏱️ 17.09.2025):
minio (🥈34 · ⭐ 1K) - MinIO Client SDK for Python. Apache-2
- [GitHub](https://github.com/minio/minio-py) (👨💻 140 · 🔀 370 · 📦 16K · 📋 610 - 0% open · ⏱️ 10.04.2026):
- [PyPi](https://pypi.org/project/minio) (📥 9.1M / month):
- [Conda](https://anaconda.org/conda-forge/minio) (📥 340K · ⏱️ 27.11.2025):
Cassandra Driver (🥉33 · ⭐ 1.4K) - Python Driver for Apache Cassandra. Apache-2
- [GitHub](https://github.com/apache/cassandra-python-driver) (👨💻 210 · 🔀 490 · 📦 10K · ⏱️ 02.04.2026):
- [PyPi](https://pypi.org/project/cassandra-driver) (📥 7.3M / month):
- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (📥 570K · ⏱️ 22.10.2025):
Pony (🥉31 · ⭐ 3.8K · 💤) - Pony Object Relational Mapper. Apache-2
- [GitHub](https://github.com/ponyorm/pony) (👨💻 33 · 🔀 250 · 📥 240 · 📦 4.6K · 📋 660 - 48% open · ⏱️ 03.07.2025):
- [PyPi](https://pypi.org/project/pony) (📥 240K / month):
- [Conda](https://anaconda.org/conda-forge/pony) (📥 220K · ⏱️ 22.04.2025):
PynamoDB (🥉31 · ⭐ 2.6K) - A pythonic interface to Amazons DynamoDB. MIT
- [GitHub](https://github.com/pynamodb/PynamoDB) (👨💻 110 · 🔀 420 · 📦 2K · 📋 640 - 39% open · ⏱️ 06.01.2026):
- [PyPi](https://pypi.org/project/pynamodb) (📥 11M / month):
- [Conda](https://anaconda.org/conda-forge/pynamodb) (📥 3.2M · ⏱️ 02.06.2025):
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) (📥 2.5M / month · 📦 77 · ⏱️ 30.11.2022):
Records (🥉30 · ⭐ 7.2K) - SQL for Humans. ISC
- [GitHub](https://github.com/kennethreitz/records) (👨💻 52 · 🔀 560 · 📦 1.3K · 📋 130 - 30% open · ⏱️ 09.02.2026):
- [PyPi](https://pypi.org/project/records) (📥 330K / month):
- [Conda](https://anaconda.org/conda-forge/records) (📥 82K · ⏱️ 22.04.2025):
piccolos (🥉30 · ⭐ 1.9K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
- [GitHub](https://github.com/piccolo-orm/piccolo) (👨💻 53 · 🔀 100 · 📦 520 · 📋 540 - 7% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/piccolo) (📥 240K / month · 📦 17 · ⏱️ 06.03.2026):
python-bigquery (🥉30 · ⭐ 800) - This library has moved to.. Apache-2
- [GitHub](https://github.com/googleapis/python-bigquery) (👨💻 170 · 🔀 320 · ⏱️ 06.03.2026):
- [PyPi](https://pypi.org/project/google-cloud-bigquery) (📥 130M / month):
- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (📥 3.8M · ⏱️ 31.03.2026):
ODMantic (🥉29 · ⭐ 1.2K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
- [GitHub](https://github.com/art049/odmantic) (👨💻 23 · 🔀 95 · 📦 3.6K · 📋 210 - 56% open · ⏱️ 25.01.2026):
- [PyPi](https://pypi.org/project/odmantic) (📥 80K / month · 📦 24 · ⏱️ 24.01.2026):
libcloud (🥉28 · ⭐ 2.1K) - Apache Libcloud is a Python library that hides differences between.. Apache-2
- [GitHub](https://github.com/apache/libcloud) (👨💻 500 · 🔀 860 · 📋 230 - 40% open · ⏱️ 25.03.2026):
- [PyPi](https://pypi.org/project/apache-libcloud) (📥 560K / month):
pysolr (🥉28 · ⭐ 700) - Pysolr Python Solr client. BSD-3
- [GitHub](https://github.com/django-haystack/pysolr) (👨💻 76 · 🔀 340 · 📋 160 - 15% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/pysolr) (📥 360K / month · 📦 87 · ⏱️ 18.11.2025):
- [Conda](https://anaconda.org/conda-forge/pysolr) (📥 85K · ⏱️ 18.11.2025):
HappyBase (🥉28 · ⭐ 610) - [UNMAINTAINED] A developer-friendly Python library to interact with.. MIT
- [GitHub](https://github.com/python-happybase/happybase) (👨💻 22 · 🔀 160 · 📦 1K · 📋 220 - 15% open · ⏱️ 16.03.2026):
- [PyPi](https://pypi.org/project/happybase) (📥 130K / month · 📦 44 · ⏱️ 26.09.2025):
- [Conda](https://anaconda.org/conda-forge/happybase) (📥 300K · ⏱️ 22.04.2025):
umongo (🥉28 · ⭐ 450) - sync/async MongoDB ODM, yes. MIT
- [GitHub](https://github.com/Scille/umongo) (👨💻 19 · 🔀 68 · 📦 26K · 📋 210 - 23% open · ⏱️ 01.03.2026):
- [PyPi](https://pypi.org/project/umongo) (📥 40K / month · 📦 10 · ⏱️ 01.03.2026):
- [Conda](https://anaconda.org/conda-forge/umongo) (📥 13K · ⏱️ 22.04.2025):
pandas-gbq (🥉27 · ⭐ 490) - This library has moved to https://github.com/googleapis/google-.. BSD-3
- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (👨💻 56 · 🔀 130 · 📥 590 · ⏱️ 13.03.2026):
- [PyPi](https://pypi.org/project/pandas-gbq) (📥 33M / month):
- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (📥 2.4M · ⏱️ 01.05.2025):
Motor (🥉26 · ⭐ 2.5K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
- [GitHub](https://github.com/mongodb/motor) (👨💻 60 · 🔀 210 · 📥 120 · ⏱️ 04.03.2026):
- [PyPi](https://pypi.org/project/motor) (📥 8.1M / month):
- [Conda](https://anaconda.org/conda-forge/motor) (📥 130K · ⏱️ 15.05.2025):
s3transfer (🥉25 · ⭐ 230 · 📉) - Amazon S3 Transfer Manager for Python. Apache-2
- [GitHub](https://github.com/boto/s3transfer) (👨💻 47 · 🔀 150 · 📋 75 - 44% open · ⏱️ 08.04.2026):
- [PyPi](https://pypi.org/project/s3transfer) (📥 750M / month):
- [Conda](https://anaconda.org/conda-forge/s3transfer) (📥 27M · ⏱️ 01.12.2025):
filedepot (🥉24 · ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT
- [GitHub](https://github.com/amol-/depot) (👨💻 21 · 🔀 41 · 📦 1.5K · 📋 50 - 18% open · ⏱️ 25.03.2026):
- [PyPi](https://pypi.org/project/filedepot) (📥 19K / month):
PugSQL (🥉22 · ⭐ 770) - A HugSQL-inspired database library for Python. Apache-2
- [GitHub](https://github.com/mcfunley/pugsql) (👨💻 14 · 🔀 28 · 📥 41 · 📦 84 · 📋 54 - 48% open · ⏱️ 04.12.2025):
- [PyPi](https://pypi.org/project/pugsql) (📥 26K / month · 📦 3 · ⏱️ 04.12.2025):
psycopg3 (🥉19 · ⭐ 2.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0
- [GitHub](https://github.com/psycopg/psycopg) (👨💻 96 · 🔀 230 · 📋 670 - 5% open · ⏱️ 01.04.2026):
Show 22 hidden projects...
- confluent-kafka-python (🥈37 · ⭐ 470) - Confluents Kafka Python Client.❗Unlicensed
- psycopg2 (🥈35 · ⭐ 3.6K) - PostgreSQL database adapter for the Python programming language. ❗Unlicensed
- pyodbc (🥈34 · ⭐ 3.1K) - Python ODBC bridge. ❗️MIT-0
- SQLAlchemy-Utils (🥈34 · ⭐ 1.3K) - Various utility functions and datatypes for SQLAlchemy. ❗Unlicensed
- influxdb (🥉30 · ⭐ 1.7K · 💀) - Python client for InfluxDB. MIT
- redis-py-cluster (🥉30 · ⭐ 1.1K · 💀) - Python cluster client for the official redis cluster... MIT
- gino (🥉29 · ⭐ 2.8K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
- cx-Oracle (🥉29 · ⭐ 890 · 💤) - Obsolete Python interface to Oracle Database, now.. ❗Unlicensed
- mongo-connector (🥉28 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
- Databases (🥉25 · ⭐ 4K · 💀) - Async database support for Python. BSD-3
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- pyhdb (🥉24 · ⭐ 320 · 💀) - SAP HANA Connector in pure Python. Apache-2
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- aioprometheus (🥉22 · ⭐ 190 · 💀) - A Prometheus Python client library for asyncio-based.. MIT
- Queries (🥉21 · ⭐ 260 · 💀) - PostgreSQL database access simplified. BSD-3
- db.py (🥉20 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
- PyMODM (🥉19 · ⭐ 350 · 💀) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
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- gsheets-db-api (🥉18 · ⭐ 220 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
- lazydata (🥉14 · ⭐ 620 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
- SuperSQLite (🥉13 · ⭐ 710 · 💀) - A supercharged SQLite library for Python. MIT
Data Loading & Extraction¤
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
Datasets (🥇45 · ⭐ 21K) - The largest hub of ready-to-use datasets for AI models with fast,.. Apache-2
- [GitHub](https://github.com/huggingface/datasets) (👨💻 660 · 🔀 3.1K · 📦 130K · 📋 3.3K - 27% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/datasets) (📥 85M / month):
- [Conda](https://anaconda.org/conda-forge/datasets) (📥 2.9M · ⏱️ 23.03.2026):
Faker (🥇44 · ⭐ 19K) - Faker is a Python package that generates fake data for you. MIT
- [GitHub](https://github.com/joke2k/faker) (👨💻 660 · 🔀 2K · 📦 290K · 📋 820 - 0% open · ⏱️ 06.04.2026):
- [PyPi](https://pypi.org/project/Faker) (📥 66M / month):
- [Conda](https://anaconda.org/conda-forge/faker) (📥 1.8M · ⏱️ 07.04.2026):
xmltodict (🥇37 · ⭐ 5.7K) - Python module that makes working with XML feel like you are working.. MIT
- [GitHub](https://github.com/martinblech/xmltodict) (👨💻 57 · 🔀 460 · 📥 66 · 📦 86K · ⏱️ 23.03.2026):
- [PyPi](https://pypi.org/project/xmltodict) (📥 110M / month):
- [Conda](https://anaconda.org/conda-forge/xmltodict) (📥 6.5M · ⏱️ 22.02.2026):
gdown (🥇37 · ⭐ 5.2K · 📈) - Google Drive public file downloader when curl/wget fails. MIT
- [GitHub](https://github.com/wkentaro/gdown) (👨💻 25 · 🔀 400 · 📦 59K · ⏱️ 12.04.2026):
- [PyPi](https://pypi.org/project/gdown) (📥 4.6M / month):
- [Conda](https://anaconda.org/conda-forge/gdown) (📥 520K · ⏱️ 12.04.2026):
Tablib (🥈35 · ⭐ 4.8K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
- [GitHub](https://github.com/jazzband/tablib) (👨💻 130 · 🔀 560 · 📦 130K · 📋 260 - 9% open · ⏱️ 06.04.2026):
- [PyPi](https://pypi.org/project/tablib) (📥 4.4M / month):
- [Conda](https://anaconda.org/conda-forge/tablib) (📥 280K · ⏱️ 15.10.2025):
python-magic (🥈35 · ⭐ 2.9K) - A python wrapper for libmagic. MIT
- [GitHub](https://github.com/ahupp/python-magic) (👨💻 66 · 🔀 310 · 📦 85K · 📋 230 - 11% open · ⏱️ 03.03.2026):
- [PyPi](https://pypi.org/project/python-magic) (📥 26M / month · 📦 1.5K · ⏱️ 07.06.2022):
- [Conda](https://anaconda.org/conda-forge/python-magic) (📥 750K · ⏱️ 22.04.2025):
Intake (🥈34 · ⭐ 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 · ⏱️ 23.03.2026):
- [PyPi](https://pypi.org/project/intake) (📥 640K / month · 📦 230 · ⏱️ 09.03.2026):
- [Conda](https://anaconda.org/conda-forge/intake) (📥 870K · ⏱️ 09.03.2026):
csvkit (🥈31 · ⭐ 6.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
- [GitHub](https://github.com/wireservice/csvkit) (👨💻 110 · 🔀 660 · 📦 2K · 📋 950 - 3% open · ⏱️ 26.03.2026):
- [PyPi](https://pypi.org/project/csvkit) (📥 360K / month):
- [Conda](https://anaconda.org/conda-forge/csvkit) (📥 280K · ⏱️ 15.12.2025):
smart-open (🥈31 · ⭐ 3.4K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
- [GitHub](https://github.com/piskvorky/smart_open) (👨💻 130 · 🔀 380 · 📥 77 · 📋 420 - 3% open · ⏱️ 13.04.2026):
- [PyPi](https://pypi.org/project/smart-open) (📥 71M / month):
- [Conda](https://anaconda.org/conda-forge/smart_open) (📥 4.3M · ⏱️ 13.04.2026):
snorkel (🥈30 · ⭐ 6K) - A system for quickly generating training data with weak supervision. Apache-2
- [GitHub](https://github.com/snorkel-team/snorkel) (👨💻 81 · 🔀 840 · 📥 1.3K · 📦 670 · 📋 980 - 1% open · ⏱️ 10.04.2026):
- [PyPi](https://pypi.org/project/snorkel) (📥 79K / month):
- [Conda](https://anaconda.org/conda-forge/snorkel) (📥 70K · ⏱️ 22.04.2025):
camelot (🥉29 · ⭐ 3.7K) - A Python library to extract tabular data from PDFs. MIT
- [GitHub](https://github.com/camelot-dev/camelot) (👨💻 74 · 🔀 510 · 📥 630 · 📦 3.6K · 📋 370 - 55% open · ⏱️ 10.01.2026):
- [PyPi](https://pypi.org/project/camelot) (📥 4.7K / month):
img2dataset (🥉27 · ⭐ 4.4K · 💤) - Easily turn large sets of image urls to an image dataset. Can.. MIT
- [GitHub](https://github.com/rom1504/img2dataset) (👨💻 36 · 🔀 370 · 📥 2.7K · 📦 280 · 📋 280 - 44% open · ⏱️ 16.08.2025):
- [PyPi](https://pypi.org/project/img2dataset) (📥 42K / month):
textract (🥉24 · ⭐ 4.5K) - extract text from any document. no muss. no fuss. MIT
- [GitHub](https://github.com/deanmalmgren/textract) (👨💻 46 · 🔀 640 · 📋 260 - 45% open · ⏱️ 04.02.2026):
- [PyPi](https://pypi.org/project/textract) (📥 380K / month):
- [Conda](https://anaconda.org/conda-forge/textract) (📥 120K · ⏱️ 22.04.2025):
rows (🥉21 · ⭐ 880) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0
- [GitHub](https://github.com/turicas/rows) (👨💻 32 · 🔀 130 · 📥 45 · 📦 180 · 📋 300 - 47% open · ⏱️ 07.03.2026):
- [PyPi](https://pypi.org/project/rows) (📥 990 / month):
Upgini (🥉21 · ⭐ 350) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
- [GitHub](https://github.com/upgini/upgini) (👨💻 14 · 🔀 27 · 📦 11 · ⏱️ 28.03.2026):
- [PyPi](https://pypi.org/project/upgini) (📥 13K / month · ⏱️ 20.03.2026):
Singer (🥉20 · ⭐ 1.3K · 💤) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
- [GitHub](https://github.com/singer-io/getting-started) (👨💻 32 · 🔀 140 · 📋 41 - 53% open · ⏱️ 08.08.2025):
- [PyPi](https://pypi.org/project/singer-python) (📥 6.9M / month):
csvs-to-sqlite (🥉15 · ⭐ 930 · 💤) - Convert CSV files into a SQLite database. Apache-2
- [GitHub](https://github.com/simonw/csvs-to-sqlite) (👨💻 8 · 🔀 67 · 📋 70 - 52% open · ⏱️ 10.04.2025):
- [PyPi](https://pypi.org/project/csvs-to-sqlite) (📥 740 / month):
Show 14 hidden projects...
- xlwings (🥈36 · ⭐ 3.3K) - xlwings is a Python library that makes it easy to call Python..❗Unlicensed
- SDV (🥈33 · ⭐ 3.5K) - Synthetic data generation for tabular data. ❗Unlicensed
- pandas-datareader (🥈30 · ⭐ 3.2K · 💤) - Extract data from a wide range of Internet sources.. ❗Unlicensed
- xlrd (🥈30 · ⭐ 2.2K · 💤) - Please use openpyxl where you can... ❗Unlicensed
- PDFMiner (🥉29 · ⭐ 5.3K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
- borb (🥉26 · ⭐ 3.6K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed
- tabulator-py (🥉26 · ⭐ 240 · 💀) - Python library for reading and writing tabular data via streams. MIT
- excalibur (🥉22 · ⭐ 1.8K · 💀) - A web interface to extract tabular data from PDFs. MIT
- deepdish (🥉22 · ⭐ 270 · 💀) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
- pyexcel-xlsx (🥉22 · ⭐ 120 · 💤) - A wrapper library to read, manipulate and write data.. ❗Unlicensed
- messytables (🥉21 · ⭐ 390 · 💀) - Tools for parsing messy tabular data. This is now.. ❗Unlicensed
- datatest (🥉20 · ⭐ 300 · 💀) - Tools for test driven data-wrangling and data validation. ❗Unlicensed
- Squirrel (🥉12 · ⭐ 280 · 💀) - A Python library that enables ML teams to share, load, and.. Apache-2
- Wayback-Archive (🥉7 · ⭐ 7 · 🐣) - Download complete websites from the Wayback Machine with.. ❗️GPL-3.0
Data Pipelines & Streaming¤
Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
Airflow (🥇50 · ⭐ 46K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
- [GitHub](https://github.com/apache/airflow) (👨💻 4.3K · 🔀 16K · 📥 69K · 📦 19K · 📋 14K - 8% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/apache-airflow) (📥 19M / month):
- [Conda](https://anaconda.org/conda-forge/airflow) (📥 2M · ⏱️ 16.04.2026):
- [Docker Hub](https://hub.docker.com/r/apache/airflow) (📥 1.6B · ⭐ 630 · ⏱️ 15.04.2026):
Celery (🥇47 · ⭐ 28K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
- [GitHub](https://github.com/celery/celery) (👨💻 1.5K · 🔀 5K · 📦 190K · 📋 5.4K - 14% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/celery) (📥 51M / month · 📦 2.6K · ⏱️ 26.03.2026):
- [Conda](https://anaconda.org/conda-forge/celery) (📥 2.5M · ⏱️ 04.06.2025):
Prefect (🥇45 · ⭐ 22K) - Prefect is a workflow orchestration framework for building resilient.. Apache-2
- [GitHub](https://github.com/PrefectHQ/prefect) (👨💻 680 · 🔀 2.3K · 📦 8.2K · 📋 6.9K - 13% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/prefect) (📥 9.7M / month · 📦 470 · ⏱️ 16.04.2026):
- [Conda](https://anaconda.org/conda-forge/prefect) (📥 1.1M · ⏱️ 27.03.2026):
Beam (🥇45 · ⭐ 8.5K) - Unified programming model to define and execute data processing.. Apache-2
- [GitHub](https://github.com/apache/beam) (👨💻 1.9K · 🔀 4.5K · 📥 720K · 📦 9.6K · 📋 8.4K - 49% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/apache-beam) (📥 11M / month · 📦 190 · ⏱️ 30.03.2026):
- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (📥 310K · ⏱️ 25.01.2026):
Dagster (🥇44 · ⭐ 15K) - An orchestration platform for the development, production, and.. Apache-2
- [GitHub](https://github.com/dagster-io/dagster) (👨💻 670 · 🔀 2.1K · 📥 4K · 📦 4.7K · 📋 8.4K - 26% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/dagster) (📥 6.1M / month):
- [Conda](https://anaconda.org/conda-forge/dagster) (📥 2.8M · ⏱️ 09.04.2026):
joblib (🥈41 · ⭐ 4.3K) - Computing with Python functions. BSD-3
- [GitHub](https://github.com/joblib/joblib) (👨💻 150 · 🔀 440 · 📥 200 · 📦 730K · 📋 940 - 39% open · ⏱️ 03.03.2026):
- [PyPi](https://pypi.org/project/joblib) (📥 190M / month):
- [Conda](https://anaconda.org/conda-forge/joblib) (📥 45M · ⏱️ 15.12.2025):
luigi (🥈38 · ⭐ 19K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
- [GitHub](https://github.com/spotify/luigi) (👨💻 630 · 🔀 2.5K · 📦 2.8K · 📋 1.1K - 14% open · ⏱️ 10.04.2026):
- [PyPi](https://pypi.org/project/luigi) (📥 1.2M / month · 📦 170 · ⏱️ 06.03.2026):
- [Conda](https://anaconda.org/anaconda/luigi) (📥 23K · 📦 3 · ⏱️ 05.03.2026):
Kedro (🥈38 · ⭐ 11K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
- [GitHub](https://github.com/kedro-org/kedro) (👨💻 280 · 🔀 1K · 📦 3.2K · 📋 2.6K - 6% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/kedro) (📥 760K / month):
Great Expectations (🥈37 · ⭐ 11K) - Always know what to expect from your data. Apache-2
- [GitHub](https://github.com/great-expectations/great_expectations) (👨💻 460 · 🔀 1.7K · 📋 2.1K - 1% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/great_expectations) (📥 29M / month):
- [Conda](https://anaconda.org/conda-forge/great-expectations) (📥 1.5M · ⏱️ 15.04.2026):
huey (🥈36 · ⭐ 5.9K · 📈) - a little task queue for python. MIT
- [GitHub](https://github.com/coleifer/huey) (👨💻 71 · 🔀 390 · 📦 2.5K · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/huey) (📥 13M / month):
- [Conda](https://anaconda.org/conda-forge/huey) (📥 100K · ⏱️ 15.04.2026):
Activeloop (🥈35 · ⭐ 9.1K) - Deeplake is AI Data Runtime for Agents. It provides serverless.. Apache-2
- [GitHub](https://github.com/activeloopai/deeplake) (👨💻 140 · 🔀 710 · 📥 680 · 📦 3.5K · 📋 480 - 10% open · ⏱️ 16.02.2026):
- [PyPi](https://pypi.org/project/hub) (📥 14K / month):
zenml (🥈35 · ⭐ 5.3K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2
- [GitHub](https://github.com/zenml-io/zenml) (👨💻 140 · 🔀 600 · 📦 1.4K · 📋 650 - 22% open · ⏱️ 08.04.2026):
- [PyPi](https://pypi.org/project/zenml) (📥 61K / month · 📦 12 · ⏱️ 08.04.2026):
arq (🥈32 · ⭐ 2.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT
- [GitHub](https://github.com/python-arq/arq) (👨💻 67 · 🔀 200 · 📦 1.1K · 📋 250 - 34% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/arq) (📥 1.8M / month):
- [Conda](https://anaconda.org/conda-forge/arq) (📥 23K · ⏱️ 22.04.2025):
mleap (🥈32 · ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
- [GitHub](https://github.com/combust/mleap) (👨💻 87 · 🔀 310 · 📦 240 · 📋 480 - 21% open · ⏱️ 09.03.2026):
- [PyPi](https://pypi.org/project/mleap) (📥 2.6M / month):
- [Conda](https://anaconda.org/conda-forge/mleap) (📥 110K · ⏱️ 10.03.2026):
petl (🥈32 · ⭐ 1.3K · 💤) - Python Extract Transform and Load Tables of Data. MIT
- [GitHub](https://github.com/petl-developers/petl) (👨💻 67 · 🔀 200 · 📦 4.2K · 📋 460 - 17% open · ⏱️ 13.08.2025):
- [PyPi](https://pypi.org/project/petl) (📥 950K / month):
- [Conda](https://anaconda.org/conda-forge/petl) (📥 440K · ⏱️ 11.07.2025):
CocoIndex (🥈30 · ⭐ 6.9K) - Data transformation framework for AI. Ultra performant, with.. Apache-2
- [GitHub](https://github.com/cocoindex-io/cocoindex) (👨💻 60 · 🔀 500 · 📦 41 · 📋 300 - 17% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/cocoindex) (📥 39K / month):
mrjob (🥈30 · ⭐ 2.6K) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
- [GitHub](https://github.com/Yelp/mrjob) (👨💻 150 · 🔀 560 · 📦 1.7K · 📋 1.3K - 15% open · ⏱️ 02.04.2026):
- [PyPi](https://pypi.org/project/mrjob) (📥 77K / month):
- [Conda](https://anaconda.org/conda-forge/mrjob) (📥 760K · ⏱️ 22.04.2025):
ploomber (🥉23 · ⭐ 3.6K · 💤) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
- [GitHub](https://github.com/ploomber/ploomber) (👨💻 80 · 🔀 240 · 📋 870 - 12% open · ⏱️ 29.05.2025):
- [PyPi](https://pypi.org/project/ploomber) (📥 6.2K / month):
- [Conda](https://anaconda.org/conda-forge/ploomber) (📥 180K · ⏱️ 22.04.2025):
pdpipe (🥉23 · ⭐ 720) - Easy pipelines for pandas DataFrames. MIT
- [GitHub](https://github.com/pdpipe/pdpipe) (👨💻 14 · 🔀 46 · 📥 13 · 📦 67 · 📋 57 - 19% open · ⏱️ 06.03.2026):
- [PyPi](https://pypi.org/project/pdpipe) (📥 1.1K / month):
- [Conda](https://anaconda.org/conda-forge/pdpipe) (📥 59K · ⏱️ 06.03.2026):
TaskTiger (🥉22 · ⭐ 1.5K) - Python task queue using Redis. MIT
- [GitHub](https://github.com/closeio/tasktiger) (👨💻 34 · 🔀 91 · 📦 33 · 📋 70 - 38% open · ⏱️ 11.03.2026):
- [PyPi](https://pypi.org/project/tasktiger) (📥 5.3K / month):
kale (🥉22 · ⭐ 680) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
- [GitHub](https://github.com/kubeflow/kale) (👨💻 26 · 🔀 150 · 📥 9 · 📋 280 - 12% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/kubeflow-kale) (📥 810 / month):
BatchFlow (🥉22 · ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
- [GitHub](https://github.com/analysiscenter/batchflow) (👨💻 39 · 🔀 45 · 📦 15 · 📋 120 - 28% open · ⏱️ 24.02.2026):
- [PyPi](https://pypi.org/project/batchflow) (📥 320 / month · ⏱️ 24.02.2026):
Botflow (🥉16 · ⭐ 1.2K) - Python Fast Dataflow programming framework for Data pipeline work( Web.. BSD-3
- [GitHub](https://github.com/kkyon/botflow) (👨💻 11 · 🔀 100 · 📦 4 · 📋 5 - 60% open · ⏱️ 03.02.2026):
- [PyPi](https://pypi.org/project/botflow) (📥 40 / month · ⏱️ 14.09.2018):
Show 21 hidden projects...
- dbt (🥈38 · ⭐ 13K) - dbt enables data analysts and engineers to transform their data using..❗Unlicensed
- rq (🥈38 · ⭐ 11K) - Simple job queues for Python. ❗Unlicensed
- faust (🥉29 · ⭐ 6.8K · 💀) - Python Stream Processing. BSD-3
- PyFunctional (🥉28 · ⭐ 2.5K · 💀) - Python library for creating data pipelines with chain.. MIT
- whylogs (🥉27 · ⭐ 2.8K · 💀) - Open standard for end-to-end data and ML monitoring for any.. Apache-2
- Pypeline (🥉25 · ⭐ 1.6K · 💀) - Concurrent data pipelines in Python . MIT
- Optimus (🥉23 · ⭐ 1.5K · 💀) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark
- dpark (🥉22 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
- bonobo (🥉22 · ⭐ 1.6K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
- streamparse (🥉21 · ⭐ 1.5K · 💀) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
- pysparkling (🥉21 · ⭐ 270 · 💀) - A pure Python implementation of Apache Sparks RDD and.. ❗Unlicensed
- dbnd (🥉21 · ⭐ 270 · 💀) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
- 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
- flupy (🥉19 · ⭐ 200 · 💤) - Fluent data pipelines for python and your shell. ❗Unlicensed
- Mara Pipelines (🥉16 · ⭐ 2.1K · 💀) - A lightweight opinionated ETL framework, halfway between.. MIT
- riko (🥉16 · ⭐ 1.6K · 💀) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
- Databolt Flow (🥉16 · ⭐ 950 · 💀) - Python library for building highly effective data science.. MIT
- datajob (🥉14 · ⭐ 110 · 💀) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
- bodywork-core (🥉13 · ⭐ 440 · 💀) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0
- RasgoQL (🥉12 · ⭐ 270 · 💀) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
File Formats¤
PyYAML (🥇39 · ⭐ 2.9K · 💤) - Canonical source repository for PyYAML. MIT
- [GitHub](https://github.com/yaml/pyyaml) (👨💻 40 · 🔀 560 · 📦 1.8M · 📋 600 - 39% open · ⏱️ 25.09.2025):
- [PyPi](https://pypi.org/project/pyyaml) (📥 890M / month):
- [Conda](https://anaconda.org/conda-forge/pyyaml) (📥 79M · ⏱️ 04.02.2026):
XlsxWriter (🥉37 · ⭐ 3.9K) - A Python module for creating Excel XLSX files. BSD-2
- [GitHub](https://github.com/jmcnamara/XlsxWriter) (👨💻 58 · 🔀 650 · 📦 110K · 📋 1K - 1% open · ⏱️ 22.03.2026):
- [PyPi](https://pypi.org/project/xlsxwriter) (📥 73M / month · 📦 470 · ⏱️ 16.09.2025):
- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (📥 4.6M · ⏱️ 12.10.2025):
jmespath (🥉34 · ⭐ 2.4K) - JMESPath is a query language for JSON. MIT
- [GitHub](https://github.com/jmespath/jmespath.py) (👨💻 32 · 🔀 200 · 📋 150 - 39% open · ⏱️ 22.01.2026):
- [PyPi](https://pypi.org/project/jmespath) (📥 520M / month · 📦 2K · ⏱️ 22.01.2026):
- [Conda](https://anaconda.org/conda-forge/jmespath) (📥 30M · ⏱️ 23.01.2026):
Code Inspection¤
typing_inspect (🥉20 · ⭐ 380) - Runtime inspection utilities for Python typing module. MIT
- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (👨💻 21 · 🔀 41 · 📋 59 - 37% open · ⏱️ 18.01.2026):
- [PyPi](https://pypi.org/project/typing_inspect) (📥 97M / month):
- [Conda](https://anaconda.org/conda-forge/typing_inspect) (📥 3.2M · ⏱️ 22.04.2025):
Show 3 hidden projects...
- deepdiff (🥇30 · ⭐ 2.5K) - DeepDiff: Deep Difference and search of any Python object/data...❗Unlicensed
- importlib-resources (🥈25 · ⭐ 71) - Backport of the importlib.resources module. ❗Unlicensed
- entrypoints (🥉19 · ⭐ 77 · 💀) - Discover and load entry points from installed packages. MIT
General Utilities¤
attrs (🥇42 · ⭐ 5.8K) - Python Classes Without Boilerplate. MIT
- [GitHub](https://github.com/python-attrs/attrs) (👨💻 190 · 🔀 430 · 📦 1.4M · 📋 790 - 17% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/attrs) (📥 720M / month · 📦 11K · ⏱️ 19.03.2026):
- [Conda](https://anaconda.org/conda-forge/attrs) (📥 64M · ⏱️ 19.03.2026):
more-itertools (🥇41 · ⭐ 4.1K · 📈) - More routines for operating on iterables, beyond itertools. MIT
- [GitHub](https://github.com/more-itertools/more-itertools) (👨💻 140 · 🔀 310 · 📥 3.7K · 📦 290K · 📋 410 - 1% open · ⏱️ 14.04.2026):
- [PyPi](https://pypi.org/project/more-itertools) (📥 300M / month):
- [Conda](https://anaconda.org/conda-forge/more-itertools) (📥 32M · ⏱️ 09.04.2026):
python-dependency-injector (🥈36 · ⭐ 4.8K) - Dependency injection framework for Python. BSD-3
- [GitHub](https://github.com/ets-labs/python-dependency-injector) (👨💻 45 · 🔀 340 · 📦 5.5K · 📋 650 - 32% open · ⏱️ 22.03.2026):
- [PyPi](https://pypi.org/project/dependency-injector) (📥 6.9M / month · 📦 380 · ⏱️ 22.03.2026):
- [Conda](https://anaconda.org/conda-forge/dependency_injector) (📥 120K · ⏱️ 04.12.2025):
tenacity (🥈33 · ⭐ 8.5K) - Retrying library for Python. Apache-2
- [GitHub](https://github.com/jd/tenacity) (👨💻 110 · 🔀 320 · 📋 300 - 6% open · ⏱️ 23.03.2026):
- [PyPi](https://pypi.org/project/tenacity) (📥 340M / month):
- [Conda](https://anaconda.org/conda-forge/tenacity) (📥 13M · ⏱️ 08.02.2026):
boltons (🥈33 · ⭐ 6.9K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
- [GitHub](https://github.com/mahmoud/boltons) (👨💻 100 · 🔀 390 · 📥 51 · 📦 12K · 📋 190 - 36% open · ⏱️ 06.03.2026):
- [PyPi](https://pypi.org/project/boltons) (📥 16M / month · 📦 380 · ⏱️ 03.02.2025):
- [Conda](https://anaconda.org/conda-forge/boltons) (📥 13M · ⏱️ 11.06.2025):
returns (🥈33 · ⭐ 4.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2
- [GitHub](https://github.com/dry-python/returns) (👨💻 65 · 🔀 150 · 📦 1K · 📋 440 - 15% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/returns) (📥 1.1M / month):
- [Conda](https://anaconda.org/conda-forge/returns) (📥 59K · ⏱️ 14.04.2026):
funcy (🥉31 · ⭐ 3.5K) - A fancy and practical functional tools. BSD-3
- [GitHub](https://github.com/Suor/funcy) (👨💻 34 · 🔀 150 · 📦 16K · 📋 90 - 14% open · ⏱️ 14.02.2026):
- [PyPi](https://pypi.org/project/funcy) (📥 5.9M / month · 📦 390 · ⏱️ 28.03.2023):
- [Conda](https://anaconda.org/conda-forge/funcy) (📥 870K · ⏱️ 22.04.2025):
natsort (🥉30 · ⭐ 1K · 💤) - Simple yet flexible natural sorting in Python. MIT
- [GitHub](https://github.com/SethMMorton/natsort) (👨💻 24 · 🔀 59 · 📦 48K · 📋 100 - 3% open · ⏱️ 01.08.2025):
- [PyPi](https://pypi.org/project/natsort) (📥 25M / month):
- [Conda](https://anaconda.org/conda-forge/natsort) (📥 2.6M · ⏱️ 12.02.2026):
ratelimit (🥉25 · ⭐ 830 · 💤) - API Rate Limit Decorator. MIT
- [GitHub](https://github.com/tomasbasham/ratelimit) (👨💻 9 · 🔀 160 · 📦 6K · 📋 44 - 56% open · ⏱️ 31.05.2025):
- [PyPi](https://pypi.org/project/ratelimit) (📥 12M / month):
- [Conda](https://anaconda.org/conda-forge/ratelimit) (📥 29K · ⏱️ 22.04.2025):
ubelt (🥉22 · ⭐ 740) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
- [GitHub](https://github.com/Erotemic/ubelt) (👨💻 5 · 🔀 49 · 📥 140 · 📋 21 - 23% open · ⏱️ 13.04.2026):
- [PyPi](https://pypi.org/project/ubelt) (📥 63K / month):
- [Conda](https://anaconda.org/conda-forge/ubelt) (📥 380K · ⏱️ 13.04.2026):
Show 5 hidden projects...
- toolz (🥈34 · ⭐ 5.1K) - A functional standard library for Python.❗Unlicensed
- pinject (🥉24 · ⭐ 1.3K · 💀) - A pythonic dependency injection library. Apache-2
- pampy (🥉22 · ⭐ 3.5K · 💀) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
- retrying (🥉22 · ⭐ 1.9K · 💀) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
- CommonRegex (🥉21 · ⭐ 1.6K · 💀) - A collection of common regular expressions bundled with an easy.. MIT
Python Implementations¤
Show 6 hidden projects...
- cpython (🥇39 · ⭐ 72K · 📉) - The Python programming language.❗Unlicensed
- micropython (🥈33 · ⭐ 22K) - MicroPython - a lean and efficient Python implementation for.. ❗Unlicensed
- pyston (🥈22 · ⭐ 2.5K · 💀) - (No longer maintained) A faster and highly-compatible.. Apache-2
- grumpy (🥉21 · ⭐ 11K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
- stackless (🥉17 · ⭐ 1.1K · 💀) - The Stackless Python programming language. ❗Unlicensed
- cl-python (🥉11 · ⭐ 400 · 💀) - An implementation of Python in Common Lisp. ❗Unlicensed
Others¤
Pygments (🥇44 · ⭐ 2.1K) - Pygments is a generic syntax highlighter written in Python. BSD-2
- [GitHub](https://github.com/pygments/pygments) (👨💻 920 · 🔀 790 · 📦 1.1M · 📋 2.1K - 28% open · ⏱️ 07.04.2026):
- [PyPi](https://pypi.org/project/pygments) (📥 810M / month · 📦 11K · ⏱️ 29.03.2026):
- [Conda](https://anaconda.org/conda-forge/pygments) (📥 59M · ⏱️ 29.03.2026):
pyparsing (🥇42 · ⭐ 2.5K) - Python library for creating PEG parsers. MIT
- [GitHub](https://github.com/pyparsing/pyparsing) (👨💻 76 · 🔀 300 · 📥 16K · 📦 1.3M · 📋 380 - 9% open · ⏱️ 10.04.2026):
- [PyPi](https://pypi.org/project/pyparsing) (📥 340M / month):
- [Conda](https://anaconda.org/conda-forge/pyparsing) (📥 68M · ⏱️ 21.01.2026):
wrapt (🥇42 · ⭐ 2.3K) - A Python module for decorators, wrappers and monkey patching. BSD-2
- [GitHub](https://github.com/GrahamDumpleton/wrapt) (👨💻 37 · 🔀 240 · 📦 620K · 📋 240 - 2% open · ⏱️ 16.04.2026):
- [PyPi](https://pypi.org/project/wrapt) (📥 360M / month):
- [Conda](https://anaconda.org/conda-forge/wrapt) (📥 34M · ⏱️ 06.03.2026):
cookiecutter (🥈41 · ⭐ 25K) - A cross-platform command-line utility that creates projects from.. BSD-3
- [GitHub](https://github.com/cookiecutter/cookiecutter) (👨💻 330 · 🔀 2.2K · 📦 37K · 📋 930 - 28% open · ⏱️ 04.03.2026):
- [PyPi](https://pypi.org/project/cookiecutter) (📥 9M / month · 📦 1.2K · ⏱️ 04.03.2026):
- [Conda](https://anaconda.org/conda-forge/cookiecutter) (📥 1.9M · ⏱️ 04.03.2026):
diagrams (🥈36 · ⭐ 42K) - Diagram as Code for prototyping cloud system architectures. MIT
- [GitHub](https://github.com/mingrammer/diagrams) (👨💻 180 · 🔀 2.7K · 📦 2.4K · 📋 600 - 62% open · ⏱️ 07.02.2026):
- [PyPi](https://pypi.org/project/diagrams) (📥 4.1M / month · 📦 110 · ⏱️ 22.11.2025):
- [Conda](https://anaconda.org/conda-forge/diagrams) (📥 340K · ⏱️ 24.11.2025):
fastcore (🥈36 · ⭐ 1.1K) - Python supercharged for the fastai library. Apache-2
- [GitHub](https://github.com/AnswerDotAI/fastcore) (👨💻 83 · 🔀 290 · 📦 13K · 📋 520 - 4% open · ⏱️ 15.04.2026):
- [PyPi](https://pypi.org/project/fastcore) (📥 29M / month):
- [Conda](https://anaconda.org/conda-forge/fastcore) (📥 250K · ⏱️ 14.04.2026):
pluggy (🥈35 · ⭐ 1.6K) - A minimalist production ready plugin system. MIT
- [GitHub](https://github.com/pytest-dev/pluggy) (👨💻 58 · 🔀 140 · 📦 790K · 📋 190 - 20% open · ⏱️ 13.04.2026):
- [PyPi](https://pypi.org/project/pluggy) (📥 750M / month):
- [Conda](https://anaconda.org/conda-forge/pluggy) (📥 49M · ⏱️ 05.12.2025):
Copier (🥈34 · ⭐ 3.3K) - Library and command-line utility for rendering projects templates. MIT
- [GitHub](https://github.com/copier-org/copier) (👨💻 120 · 🔀 250 · 📦 1.9K · 📋 670 - 22% open · ⏱️ 13.04.2026):
- [PyPi](https://pypi.org/project/copier) (📥 1.4M / month · 📦 330 · ⏱️ 10.04.2026):
decorator (🥈34 · ⭐ 900) - Decorators for Humans. BSD-2
- [GitHub](https://github.com/micheles/decorator) (👨💻 32 · 🔀 110 · 📦 760K · 📋 110 - 9% open · ⏱️ 12.12.2025):
- [PyPi](https://pypi.org/project/decorator) (📥 210M / month · 📦 2.5K · ⏱️ 24.02.2025):
- [Conda](https://anaconda.org/conda-forge/decorator) (📥 46M · ⏱️ 22.04.2025):
Send2Trash (🥉31 · ⭐ 310) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3
- [GitHub](https://github.com/arsenetar/send2trash) (👨💻 20 · 🔀 48 · 📦 320K · 📋 69 - 50% open · ⏱️ 27.01.2026):
- [PyPi](https://pypi.org/project/send2trash) (📥 44M / month · 📦 710 · ⏱️ 14.01.2026):
- [Conda](https://anaconda.org/conda-forge/send2trash) (📥 21M · ⏱️ 12.02.2026):
python-mss (🥉30 · ⭐ 1.3K) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
- [GitHub](https://github.com/BoboTiG/python-mss) (👨💻 28 · 🔀 110 · 📦 13K · 📋 160 - 25% open · ⏱️ 13.04.2026):
- [PyPi](https://pypi.org/project/mss) (📥 2.3M / month · 📦 360 · ⏱️ 16.08.2025):
- [Conda](https://anaconda.org/conda-forge/python-mss) (📥 93K · ⏱️ 16.08.2025):
catalogue (🥉26 · ⭐ 180) - Super lightweight function registries for your library. MIT
- [GitHub](https://github.com/explosion/catalogue) (👨💻 12 · 🔀 21 · 📦 64K · 📋 14 - 42% open · ⏱️ 27.03.2026):
- [PyPi](https://pypi.org/project/catalogue) (📥 19M / month · 📦 140 · ⏱️ 25.09.2023):
- [Conda](https://anaconda.org/conda-forge/catalogue) (📥 2.2M · ⏱️ 27.08.2025):
Show 9 hidden projects...
- pycparser (🥈38 · ⭐ 3.5K) - Complete C99 parser in pure Python.❗Unlicensed
- py4j (🥉31 · ⭐ 1.3K) - Py4J enables Python programs to dynamically access arbitrary Java.. ❗Unlicensed
- keyboard (🥉29 · ⭐ 4K · 💀) - Hook and simulate global keyboard events on Windows and Linux. 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
- pluginbase (🥉25 · ⭐ 1.1K · 💀) - A simple but flexible plugin system for Python. BSD-3
- pyscaffold (🥉24 · ⭐ 2.3K · 💀) - Python project template generator with batteries included. ❗Unlicensed
- macropy (🥉19 · ⭐ 3.3K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. ❗Unlicensed
- openpyxl (🥉17 · ⭐ 14) - A Python library to read/write Excel 2010 xlsx/xlsm files. 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.
Contribution¤
Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:
- Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
- Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.
If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.
For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.
License¤
Credit by: @github.com/ml-tooling/best-of-python