lukasmasuch/best-of-python

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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 2M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
🧙♂️ Discover other best-of lists or create your own.
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Contents
- Data Serialization 16 projects
- Data Containers & Dataframes 31 projects
- Data Structures 15 projects
- Data Validation 15 projects
- Algorithms & Design Patterns 4 projects
- Date & Time Utilities 9 projects
- File & Path Utilities 10 projects
- Compatiblity 7 projects
- Cryptography 7 projects
- Infrastructure & DevOps 20 projects
- Process Utilities 4 projects
- Asynchronous Programming 7 projects
- Configuration 9 projects
- CLI Development 20 projects
- Development Tools 1 projects
- Data Caching 6 projects
- GUI Development 10 projects
- Computer & Machine Vision 2 projects
- Machine Learning & Data Engineering 1 projects
- Text Data 12 projects
- Web Development 1 projects
- Database Clients 64 projects
- Data Loading & Extraction 32 projects
- Data Pipelines & Streaming 44 projects
- File Formats 3 projects
- Code Inspection 4 projects
- General Utilities 15 projects
- Python Implementations 6 projects
- Others 21 projects
Explanation
- 🥇🥈🥉 Combined project-quality score
- ⭐️ Star count from GitHub
- 🐣 New project (less than 6 months old)
- 💤 Inactive project (6 months no activity)
- 💀 Dead project (12 months no activity)
- 📈📉 Project is trending up or down
- ➕ Project was recently added
- ❗️ Warning (e.g. missing/risky license)
- 👨💻 Contributors count from GitHub
- 🔀 Fork count from GitHub
- 📋 Issue count from GitHub
- ⏱️ Last update timestamp on package manager
- 📥 Download count from package manager
- 📦 Number of dependent projects
Pandas related project
Data Serialization
protobuf (🥇40 · ⭐ 72K) - Protocol Buffers - Googles data interchange format. BSD-3
-
GitHub (👨💻 1.5K · 🔀 16K · 📦 1M):
git clone https://github.com/protocolbuffers/protobuf -
PyPi (📥 860M / month · 📦 13K · ⏱️ 03.08.2026):
pip install protobuf -
Conda (📥 34M · ⏱️ 13.06.2026):
conda install -c conda-forge protobuf -
npm (📥 23M / month · 📦 3.8K · ⏱️ 24.02.2026):
npm install google-protobuf
flatbuffers (🥇34 · ⭐ 26K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
-
GitHub (👨💻 780 · 🔀 3.6K · 📦 200K):
git clone https://github.com/google/flatbuffers -
PyPi (📥 99M / month · 📦 700 · ⏱️ 19.12.2025):
pip install flatbuffers -
Conda (📥 2.3M · ⏱️ 22.12.2025):
conda install -c conda-forge flatbuffers -
npm (📥 32M / month · 📦 290 · ⏱️ 24.09.2025):
npm install flatbuffers
orjson (🥇34 · ⭐ 8.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
-
GitHub (👨💻 24 · 🔀 320 · 📦 220K):
git clone https://github.com/ijl/orjson -
PyPi (📥 230M / month · 📦 6.3K · ⏱️ 06.05.2026):
pip install orjson -
Conda (📥 6.5M · ⏱️ 13.05.2026):
conda install -c conda-forge orjson
marshmallow (🥈33 · ⭐ 7.2K) - A lightweight library for converting complex objects to and from.. MIT
-
GitHub (👨💻 230 · 🔀 700 · 📦 230K):
git clone https://github.com/marshmallow-code/marshmallow -
PyPi (📥 120M / month · 📦 2.8K · ⏱️ 03.04.2026):
pip install marshmallow -
Conda (📥 4.4M · ⏱️ 28.04.2026):
conda install -c conda-forge marshmallow
dill (🥈32 · ⭐ 2.4K) - serialize all of Python. BSD-3
-
GitHub (👨💻 51 · 🔀 190 · 📦 250K):
git clone https://github.com/uqfoundation/dill -
PyPi (📥 220M / month · 📦 4.2K · ⏱️ 19.01.2026):
pip install dill -
Conda (📥 20M · ⏱️ 19.01.2026):
conda install -c conda-forge dill
simplejson (🥈31 · ⭐ 1.7K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
-
GitHub (👨💻 50 · 🔀 360 · 📦 150K):
git clone https://github.com/simplejson/simplejson -
PyPi (📥 61M / month · 📦 2.9K · ⏱️ 24.04.2026):
pip install simplejson -
Conda (📥 5.4M · ⏱️ 25.04.2026):
conda install -c conda-forge simplejson
pyasn1 (🥈31 · ⭐ 240) - Generic ASN.1 library for Python. BSD-2
-
GitHub (👨💻 16 · 🔀 120 · 📦 710K):
git clone https://github.com/etingof/pyasn1 -
PyPi (📥 570M / month · 📦 2.4K · ⏱️ 09.07.2026):
pip install pyasn1 -
Conda (📥 23M · ⏱️ 09.07.2026):
conda install -c conda-forge pyasn1
cloudpickle (🥉30 · ⭐ 1.9K · 💤) - Extended pickling support for Python objects. BSD-3
-
GitHub (👨💻 77 · 🔀 190 · 📦 170K):
git clone https://github.com/cloudpipe/cloudpickle -
PyPi (📥 150M / month · 📦 2.3K · ⏱️ 03.11.2025):
pip install cloudpickle -
Conda (📥 36M · ⏱️ 09.12.2025):
conda install -c conda-forge cloudpickle
jsonpickle (🥉29 · ⭐ 1.3K) - Python library for serializing any arbitrary object graph into.. BSD-3
-
GitHub (👨💻 90 · 🔀 180 · 📦 50K):
git clone https://github.com/jsonpickle/jsonpickle -
PyPi (📥 20M / month · 📦 1.6K · ⏱️ 28.05.2026):
pip install jsonpickle -
Conda (📥 2.4M · ⏱️ 28.05.2026):
conda install -c conda-forge jsonpickle
srsly (🥉26 · ⭐ 480) - Modern high-performance serialization utilities for Python (JSON,.. MIT
-
GitHub (👨💻 16 · 🔀 37 · 📦 69K):
git clone https://github.com/explosion/srsly -
PyPi (📥 21M / month · 📦 270 · ⏱️ 23.03.2026):
pip install srsly -
Conda (📥 2.7M · ⏱️ 24.03.2026):
conda install -c conda-forge srsly
python-rapidjson (🥉25 · ⭐ 530) - Python wrapper around rapidjson. MIT
-
GitHub (👨💻 25 · 🔀 53 · 📦 8K):
git clone https://github.com/python-rapidjson/python-rapidjson -
PyPi (📥 4.8M / month · 📦 270 · ⏱️ 07.12.2025):
pip install python-rapidjson -
Conda (📥 4.8M · ⏱️ 03.02.2026):
conda install -c conda-forge python-rapidjson
rtoml (🥉22 · ⭐ 380 · 💤) - A fast TOML library for python implemented in rust. MIT
-
GitHub (👨💻 16 · 🔀 30 · 📦 960):
git clone https://github.com/samuelcolvin/rtoml -
PyPi (📥 950K / month · 📦 160 · ⏱️ 19.10.2025):
pip install rtoml
Show 4 hidden projects...
- msgpack (🥉29 · ⭐ 2.1K) - MessagePack serializer implementation for Python..
❗Unlicensed - ultrajson (🥉27 · ⭐ 4.5K) - Ultra fast JSON decoder and encoder written in C with Python..
❗Unlicensed - hickle (🥉22 · ⭐ 490 · 💀) - a HDF5-based python pickle replacement.
MIT - pysimdjson (🥉20 · ⭐ 710 · 💤) - Python bindings for the simdjson project.
❗Unlicensed
Data Containers & Dataframes
General-purpose data containers as well as utilities & extensions for pandas.
pandas (🥇40 · ⭐ 49K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 
-
GitHub (👨💻 4.3K · 🔀 20K · 📦 2.9M):
git clone https://github.com/pandas-dev/pandas -
PyPi (📥 760M / month · 📦 130K · ⏱️ 22.07.2026):
pip install pandas -
Conda (📥 91M · ⏱️ 28.07.2026):
conda install -c conda-forge pandas
polars (🥇34 · ⭐ 39K) - Extremely fast Query Engine for DataFrames, written in Rust. MIT
-
GitHub (👨💻 750 · 🔀 3K · 📦 36K):
git clone https://github.com/pola-rs/polars -
PyPi (📥 72M / month · 📦 7.4K · ⏱️ 01.08.2026):
pip install polars
h5py (🥇33 · ⭐ 2.2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-
GitHub (👨💻 220 · 🔀 560 · 📦 360K):
git clone https://github.com/h5py/h5py -
PyPi (📥 42M / month · 📦 11K · ⏱️ 06.03.2026):
pip install h5py -
Conda (📥 28M · ⏱️ 07.04.2026):
conda install -c conda-forge h5py
xarray (🥈32 · ⭐ 4.2K) - N-D labeled arrays and datasets in Python. Apache-2
-
GitHub (👨💻 620 · 🔀 1.3K · 📦 45K):
git clone https://github.com/pydata/xarray -
PyPi (📥 20M / month · 📦 6.3K · ⏱️ 09.07.2026):
pip install xarray -
Conda (📥 17M · ⏱️ 09.07.2026):
conda install -c conda-forge xarray
numexpr (🥈31 · ⭐ 2.5K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
-
GitHub (👨💻 90 · 🔀 220 · 📦 100K):
git clone https://github.com/pydata/numexpr -
PyPi (📥 17M / month · 📦 1.3K · ⏱️ 18.07.2026):
pip install numexpr -
Conda (📥 14M · ⏱️ 18.07.2026):
conda install -c conda-forge numexpr
zarr (🥈30 · ⭐ 2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-
GitHub (👨💻 180 · 🔀 440 · 📦 8.8K):
git clone https://github.com/zarr-developers/zarr-python -
PyPi (📥 10M / month · 📦 2.5K · ⏱️ 30.07.2026):
pip install zarr -
Conda (📥 6.2M · ⏱️ 31.07.2026):
conda install -c conda-forge zarr
datasketch (🥈28 · ⭐ 2.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
-
GitHub (👨💻 39 · 🔀 320 · 📦 2.6K):
git clone https://github.com/ekzhu/datasketch -
PyPi (📥 6.8M / month · 📦 220 · ⏱️ 05.07.2026):
pip install datasketch
Bottleneck (🥈28 · ⭐ 1.2K) - Fast NumPy array functions written in C. BSD-2
-
GitHub (👨💻 42 · 🔀 120 · 📦 60K):
git clone https://github.com/pydata/bottleneck -
PyPi (📥 10M / month · 📦 780 · ⏱️ 25.07.2026):
pip install Bottleneck -
Conda (📥 7.4M · ⏱️ 10.11.2025):
conda install -c conda-forge bottleneck
PyTables (🥈27 · ⭐ 1.4K) - A Python package to manage extremely large amounts of data. BSD-3
-
GitHub (👨💻 140 · 🔀 280):
git clone https://github.com/PyTables/PyTables -
PyPi (📥 2.9M / month · 📦 1.8K · ⏱️ 01.03.2026):
pip install tables -
Conda (📥 13M · ⏱️ 25.07.2026):
conda install -c conda-forge pytables
Modin (🥈26 · ⭐ 10K · 💤) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 
-
GitHub (👨💻 140 · 🔀 660 · 📦 2.3K):
git clone https://github.com/modin-project/modin -
PyPi (📥 1.5M / month · 📦 66 · ⏱️ 02.10.2025):
pip install modin -
Conda (📥 990K · ⏱️ 22.04.2025):
conda install -c conda-forge modin-core
Vaex (🥉24 · ⭐ 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
-
GitHub (👨💻 76 · 🔀 600 · 📦 1K):
git clone https://github.com/vaexio/vaex -
PyPi (📥 30K / month · 📦 68 · ⏱️ 03.02.2026):
pip install vaex -
Conda (📥 640K · ⏱️ 22.04.2025):
conda install -c conda-forge vaex
pickleDB (🥉20 · ⭐ 1.1K) - pickleDB is an in memory key-value store using Pythons orjson module.. BSD-3
-
GitHub (👨💻 17 · 🔀 130 · 📦 3.4K):
git clone https://github.com/patx/pickledb -
PyPi (📥 31K / month · 📦 8 · ⏱️ 05.01.2026):
pip install pickledb
StaticFrame (🥉19 · ⭐ 480) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
-
GitHub (👨💻 30 · 🔀 38 · 📦 33):
git clone https://github.com/InvestmentSystems/static-frame -
PyPi (📥 12K / month · 📦 6 · ⏱️ 07.07.2026):
pip install static-frame -
Conda (📥 640K · ⏱️ 07.07.2026):
conda install -c conda-forge static-frame
Show 18 hidden projects...
- numpy (🥇38 · ⭐ 32K) - The fundamental package for scientific computing with Python.
❗Unlicensed - TinyDB (🥈27 · ⭐ 6.8K · 💀) - TinyDB is a lightweight document oriented database optimized for your..
MIT - pandera (🥈27 · ⭐ 4.4K) - A light-weight and flexible data validation and testing..
❗Unlicensed - Koalas (🥉24 · ⭐ 3.4K · 💀) - Koalas: pandas API on Apache Spark.
Apache-2spark - Blaze (🥉24 · ⭐ 3.2K · 💀) - NumPy and Pandas interface to Big Data.
BSD-3 - docarray (🥉24 · ⭐ 3.1K · 💀) - The data structure for multimodal data.
Apache-2 - sklearn-pandas (🥉24 · ⭐ 2.8K · 💀) - Pandas integration with sklearn.
❗️Zlibsklearn - swifter (🥉24 · ⭐ 2.5K · 💀) - A package which efficiently applies any function to a pandas..
MIT - Pandaral·lel (🥉23 · ⭐ 3.8K · 💀) - A simple and efficient tool to parallelize Pandas..
BSD-3jupyter - pandasql (🥉22 · ⭐ 1.3K · 💀) - sqldf for pandas.
MIT - bcolz (🥉22 · ⭐ 960 · 💀) - A columnar data container that can be compressed.
BSD-3 - datatable (🥉21 · ⭐ 1.9K · 💀) - A Python package for manipulating 2-dimensional tabular data..
MPL-2.0 - Arctic (🥉20 · ⭐ 3.1K) - Arctic is a high performance datastore for numeric data.
❗️LGPL-2.1 - Pandas Summary (🥉17 · ⭐ 530 · 💀) - An extension to pandas describe function.
MIT - fletcher (🥉17 · ⭐ 230 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow.
MIT - daffy (🥉14 · ⭐ 54) - Lightweight DataFrame validation decorators for Pandas, Polars, Modin,..
MIT - Bounter (🥉13 · ⭐ 930 · 💀) - Counter for large datasets.
MIT - PandaPy (🥉12 · ⭐ 490 · 💀) - PandaPy has the speed of NumPy and the usability of Pandas 10x to..
MIT
Data Structures
pyrsistent (🥇31 · ⭐ 2.2K · 💤) - Persistent/Immutable/Functional data structures for Python. MIT
-
GitHub (👨💻 77 · 🔀 160 · 📦 370K):
git clone https://github.com/tobgu/pyrsistent -
PyPi (📥 42M / month · 📦 1K · ⏱️ 25.10.2023):
pip install pyrsistent -
Conda (📥 22M · ⏱️ 04.10.2025):
conda install -c conda-forge pyrsistent
bidict (🥇28 · ⭐ 1.6K) - The bidirectional mapping library for Python. MPL-2.0
-
GitHub (👨💻 24 · 🔀 66 · 📦 45K):
git clone https://github.com/jab/bidict -
PyPi (📥 29M / month · 📦 480 · ⏱️ 18.02.2024):
pip install bidict -
Conda (📥 910K · ⏱️ 22.04.2025):
conda install -c conda-forge bidict
addict (🥈27 · ⭐ 2.5K) - The Python Dict thats better than heroin. MIT
-
GitHub (👨💻 34 · 🔀 130 · 📦 18K):
git clone https://github.com/mewwts/addict -
PyPi (📥 9.4M / month · 📦 450 · ⏱️ 21.11.2020):
pip install addict -
Conda (📥 1.1M · ⏱️ 02.12.2025):
conda install -c conda-forge addict
glom (🥈26 · ⭐ 2.2K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
-
GitHub (👨💻 24 · 🔀 78 · 📦 3.5K):
git clone https://github.com/mahmoud/glom -
PyPi (📥 24M / month · 📦 250 · ⏱️ 29.12.2025):
pip install glom -
Conda (📥 67K · ⏱️ 29.12.2025):
conda install -c conda-forge glom
anytree (🥈26 · ⭐ 1K) - Python tree data library. Apache-2
-
GitHub (👨💻 30 · 🔀 140 · 📦 24K):
git clone https://github.com/c0fec0de/anytree -
PyPi (📥 6.8M / month · 📦 580 · ⏱️ 08.04.2025):
pip install anytree -
Conda (📥 96K · ⏱️ 25.04.2026):
conda install -c conda-forge anytree
python-benedict (🥉25 · ⭐ 1.6K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
-
GitHub (👨💻 18 · 🔀 49 · 📦 2K):
git clone https://github.com/fabiocaccamo/python-benedict -
PyPi (📥 1.4M / month · 📦 110 · ⏱️ 07.07.2026):
pip install python-benedict -
Conda (📥 270K · ⏱️ 22.04.2025):
conda install -c conda-forge python-benedict
immutables (🥉23 · ⭐ 1.2K · 💤) - A high-performance immutable mapping type for Python. Apache-2
-
GitHub (👨💻 17 · 🔀 58 · 📦 7.9K):
git clone https://github.com/MagicStack/immutables -
PyPi (📥 2.7M / month · 📦 140 · ⏱️ 10.10.2024):
pip install immutables -
Conda (📥 1.9M · ⏱️ 12.09.2025):
conda install -c conda-forge immutables
janus (🥉23 · ⭐ 960) - Thread-safe asyncio-aware queue for Python. Apache-2
-
GitHub (👨💻 30 · 🔀 54):
git clone https://github.com/aio-libs/janus -
PyPi (📥 6.3M / month · 📦 130 · ⏱️ 13.12.2024):
pip install janus -
Conda (📥 95K · ⏱️ 22.04.2025):
conda install -c conda-forge janus
python-box (🥉22 · ⭐ 2.8K) - Python dictionaries with advanced dot notation access. MIT
-
GitHub (👨💻 1 · 🔀 120):
git clone https://github.com/cdgriffith/Box -
PyPi (📥 6.9M / month · 📦 590 · ⏱️ 21.02.2026):
pip install python-box -
Conda (📥 1.2M · ⏱️ 29.04.2026):
conda install -c conda-forge python-box
multidict (🥉22 · ⭐ 480 · 📉) - The multidict implementation. Apache-2
-
GitHub (👨💻 65 · 🔀 120):
git clone https://github.com/aio-libs/multidict -
PyPi (📦 2.1K · ⏱️ 26.01.2026):
pip install multidict -
Conda (📥 27M · ⏱️ 20.02.2026):
conda install -c conda-forge multidict
Show 5 hidden projects...
- python-sortedcontainers (🥇28 · ⭐ 3.9K · 💀) - Python Sorted Container Types: Sorted List, Sorted..
Apache-2 - ordered-set (🥈27 · ⭐ 210 · 💀) - A mutable set that remembers the order of its entries. One of..
MIT - sqlitedict (🥉24 · ⭐ 1.2K · 💀) - Persistent dict in Python, backed up by sqlite3 and pickle,..
Apache-2 - munch (🥉23 · ⭐ 780 · 💀) - A Munch is a Python dictionary that provides attribute-style access (a..
MIT - cleverdict (🥉15 · ⭐ 91 · 💀) - A JSON-friendly data structure which allows both object attributes..
MIT
Data Validation
pydantic (🥇35 · ⭐ 28K · 📉) - Data validation using Python type hints. MIT
-
GitHub (👨💻 800 · 🔀 2.6K · 📦 1M):
git clone https://github.com/samuelcolvin/pydantic -
PyPi (📥 1.1B / month · 📦 83K · ⏱️ 22.05.2026):
pip install pydantic -
Conda (📥 27M · ⏱️ 06.05.2026):
conda install -c conda-forge pydantic
jsonschema (🥇31 · ⭐ 5K · 💤) - An implementation of JSON Schema validation for Python. MIT
-
GitHub (👨💻 120 · 🔀 630 · 📦 850K):
git clone https://github.com/Julian/jsonschema -
PyPi (📥 600M / month · 📦 9.6K · ⏱️ 07.01.2026):
pip install jsonschema -
Conda (📥 50M · ⏱️ 08.01.2026):
conda install -c conda-forge jsonschema
schema (🥈30 · ⭐ 2.9K) - Schema validation just got Pythonic. MIT
-
GitHub (👨💻 75 · 🔀 220 · 📦 17K):
git clone https://github.com/keleshev/schema -
PyPi (📥 28M / month · 📦 890 · ⏱️ 11.10.2025):
pip install schema -
Conda (📥 690K · ⏱️ 20.07.2026):
conda install -c conda-forge schema
cerberus (🥈29 · ⭐ 3.3K) - Lightweight, extensible data validation library for Python. ISC
-
GitHub (👨💻 67 · 🔀 240 · 📦 18K):
git clone https://github.com/pyeve/cerberus -
PyPi (📥 6.5M / month · 📦 770 · ⏱️ 06.11.2025):
pip install cerberus -
Conda (📥 880K · ⏱️ 17.07.2026):
conda install -c conda-forge cerberus
voluptuous (🥈28 · ⭐ 1.8K · 💤) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python.. BSD-3
-
GitHub (👨💻 110 · 🔀 220 · 📦 21K):
git clone https://github.com/alecthomas/voluptuous -
PyPi (📥 7.6M / month · 📦 620 · ⏱️ 18.12.2025):
pip install voluptuous -
Conda (📥 990K · ⏱️ 19.12.2025):
conda install -c conda-forge voluptuous
python-email-validator (🥉27 · ⭐ 1.3K · 💤) - A robust email syntax and deliverability validation.. Unlicense
-
GitHub (👨💻 28 · 🔀 120):
git clone https://github.com/JoshData/python-email-validator -
PyPi (📥 240M / month · 📦 1.2K · ⏱️ 26.08.2025):
pip install email-validator -
Conda (📥 3.3M · ⏱️ 26.08.2025):
conda install -c conda-forge email-validator
param (🥉27 · ⭐ 520) - Declarative parameters for robust Python classes and a rich API for.. BSD-3
-
GitHub (👨💻 46 · 🔀 83 · 📦 18K):
git clone https://github.com/holoviz/param -
PyPi (📥 2.7M / month · 📦 240 · ⏱️ 09.06.2026):
pip install param -
Conda (📥 2.9M · ⏱️ 16.06.2026):
conda install -c conda-forge param
strictyaml (🥉26 · ⭐ 1.6K · 💤) - Type-safe YAML parser and validator. MIT
-
GitHub (👨💻 20 · 🔀 65 · 📦 6K):
git clone https://github.com/crdoconnor/strictyaml -
PyPi (📥 30M / month · 📦 400 · ⏱️ 10.03.2023):
pip install strictyaml -
Conda (📥 630K · ⏱️ 16.08.2025):
conda install -c conda-forge strictyaml
dirty-equals (🥉22 · ⭐ 1K · 💤) - Doing dirty (but extremely useful) things with equals. MIT
-
GitHub (👨💻 20 · 🔀 48 · 📦 1.1K):
git clone https://github.com/samuelcolvin/dirty-equals -
PyPi (📥 2.8M / month · 📦 100 · ⏱️ 17.11.2025):
pip install dirty-equals -
Conda (📥 140K · ⏱️ 18.11.2025):
conda install -c conda-forge dirty-equals
Show 6 hidden projects...
- validators (🥈29 · ⭐ 1.1K · 💀) - Python Data Validation for Humans.
MIT - schematics (🥉25 · ⭐ 2.6K · 💀) - Python Data Structures for Humans.
BSD-3 - valideer (🥉18 · ⭐ 260 · 💀) - Lightweight data validation and adaptation Python library.
MIT - validr (🥉14 · ⭐ 220 · 💀) - A simple, fast, extensible python library for data validation.
MIT - typical (🥉14 · ⭐ 180 · 💀) - Typical: Fast, simple, & correct data-validation using Python 3 typing.
MIT - dataklasses (🥉7 · ⭐ 740 · 💀) - A different spin on dataclasses.
❗Unlicensed
Algorithms & Design Patterns
🔗 python-patterns ( ⭐ 43K) - Collection of design patterns/idioms in Python.
algorithms (🥉23 · ⭐ 25K) - Minimal examples of data structures and algorithms in Python. MIT
-
GitHub (👨💻 220 · 🔀 4.7K · 📦 140):
git clone https://github.com/keon/algorithms -
PyPi (📥 1.3K / month · 📦 5 · ⏱️ 18.02.2026):
pip install algorithms -
Conda (📥 5K · ⏱️ 22.04.2025):
conda install -c conda-forge algorithms
Show 2 hidden projects...
- transitions (🥇26 · ⭐ 6.1K · 💀) - A lightweight, object-oriented finite state machine..
MIT - PyPattyrn (🥉17 · ⭐ 2.3K · 💀) - A simple library for implementing common design patterns.
MIT
Date & Time Utilities
arrow (🥇32 · ⭐ 9K) - Better dates & times for Python. Apache-2
-
GitHub (👨💻 290 · 🔀 730 · 📦 180K):
git clone https://github.com/arrow-py/arrow -
PyPi (📥 79M / month · 📦 2.3K · ⏱️ 18.10.2025):
pip install arrow -
Conda (📥 14M · ⏱️ 18.10.2025):
conda install -c conda-forge arrow
dateparser (🥇32 · ⭐ 2.8K) - python parser for human readable dates. BSD-3
-
GitHub (👨💻 160 · 🔀 510 · 📦 39K):
git clone https://github.com/scrapinghub/dateparser -
PyPi (📥 46M / month · 📦 1.7K · ⏱️ 04.08.2026):
pip install dateparser -
Conda (📥 1.8M · ⏱️ 04.08.2026):
conda install -c conda-forge dateparser
pytz (🥇32 · ⭐ 390) - pytz Python historical timezone library and database. MIT
-
GitHub (👨💻 27 · 🔀 110 · 📦 2.5M):
git clone https://github.com/stub42/pytz -
PyPi (📥 550M / month · 📦 16K · ⏱️ 25.07.2026):
pip install pytz -
Conda (📥 95M · ⏱️ 26.07.2026):
conda install -c conda-forge pytz
holidays (🥈31 · ⭐ 1.9K) - Open World Holidays Framework. MIT
-
GitHub (👨💻 340 · 🔀 710 · 📦 27K):
git clone https://github.com/vacanza/holidays -
PyPi (📥 30M / month · 📦 630 · ⏱️ 06.08.2026):
pip install holidays -
Conda (📥 4.7M · ⏱️ 03.08.2026):
conda install -c conda-forge holidays
tzlocal (🥈31 · ⭐ 220) - A Python module that tries to figure out what your local timezone is. MIT
-
GitHub (👨💻 31 · 🔀 64 · 📦 220K):
git clone https://github.com/regebro/tzlocal -
PyPi (📥 220M / month · 📦 2.4K · ⏱️ 29.06.2026):
pip install tzlocal -
Conda (📥 6.6M · ⏱️ 29.06.2026):
conda install -c conda-forge tzlocal
python-dateutil (🥉29 · ⭐ 2.6K) - Useful extensions to the standard Python datetime features. Apache-2
-
GitHub (👨💻 130 · 🔀 540):
git clone https://github.com/dateutil/dateutil -
PyPi (📥 1.2B / month · 📦 12K · ⏱️ 01.03.2024):
pip install python-dateutil -
Conda (📥 100M · ⏱️ 28.06.2025):
conda install -c conda-forge python-dateutil
pendulum (🥉28 · ⭐ 6.6K · 💤) - Python datetimes made easy. MIT
-
GitHub (👨💻 130 · 🔀 420 · 📦 40K):
git clone https://github.com/sdispater/pendulum -
PyPi (📥 73M / month · 📦 1.6K · ⏱️ 30.01.2026):
pip install pendulum -
Conda (📥 2.3M · ⏱️ 31.01.2026):
conda install -c conda-forge pendulum
Show 2 hidden projects...
- isodate (🥉29 · ⭐ 170 · 💀) - ISO 8601 date/time parser.
BSD-3 - parsedatetime (🥉26 · ⭐ 700 · 💀) - Parse human-readable date/time strings.
Apache-2
File & Path Utilities
filesystem_spec (🥇34 · ⭐ 1.3K) - A specification that python filesystems should adhere to. BSD-3
-
GitHub (👨💻 340 · 🔀 460 · 📦 310K):
git clone https://github.com/fsspec/filesystem_spec -
PyPi (📥 880M / month · 📦 3.9K · ⏱️ 28.07.2026):
pip install fsspec -
Conda (📥 37M · ⏱️ 29.07.2026):
conda install -c conda-forge fsspec
watchdog (🥈31 · ⭐ 7.1K) - Python library and shell utilities to monitor filesystem events. Apache-2
-
GitHub (👨💻 180 · 🔀 720 · 📦 270K):
git clone https://github.com/gorakhargosh/watchdog -
PyPi (📥 110M / month · 📦 2.7K · ⏱️ 01.11.2024):
pip install watchdog -
Conda (📥 6.1M · ⏱️ 04.03.2026):
conda install -c conda-forge watchdog
filelock (🥈31 · ⭐ 970) - A platform independent file lock. MIT
-
GitHub (👨💻 67 · 🔀 140 · 📦 730K):
git clone https://github.com/tox-dev/py-filelock -
PyPi (📥 720M / month · 📦 5.4K · ⏱️ 29.07.2026):
pip install filelock -
Conda (📥 47M · ⏱️ 30.07.2026):
conda install -c conda-forge filelock
aiofiles (🥈30 · ⭐ 3.2K · 💤) - File support for asyncio. Apache-2
-
GitHub (👨💻 43 · 🔀 170 · 📦 250K):
git clone https://github.com/Tinche/aiofiles -
PyPi (📥 160M / month · 📦 7.7K · ⏱️ 09.10.2025):
pip install aiofiles -
Conda (📥 2.7M · ⏱️ 01.01.2026):
conda install -c conda-forge aiofiles
scandir (🥉22 · ⭐ 540 · 💤) - Better directory iterator and faster os.walk(). Archived, as this.. BSD-3
-
GitHub (👨💻 23 · 🔀 68):
git clone https://github.com/benhoyt/scandir -
PyPi (📥 2.3M / month · 📦 220 · ⏱️ 09.03.2019):
pip install scandir -
Conda (📥 2.1M · ⏱️ 22.08.2025):
conda install -c conda-forge scandir
Show 5 hidden projects...
- appdirs (🥉28 · ⭐ 1.1K · 💀) - A small Python module for determining appropriate platform-specific..
MIT - zipp (🥉28 · ⭐ 67) - Backport of pathlib-compatible object wrapper for zip files.
❗Unlicensed - pyfilesystem2 (🥉25 · ⭐ 2K · 💀) - Pythons Filesystem abstraction layer.
MIT - path (🥉24 · ⭐ 1.1K · 💤) - Object-oriented file system path manipulation.
❗Unlicensed - Unipath (🥉22 · ⭐ 510 · 💀) - An object-oriented approach to Python file/directory operations.
MIT
Compatiblity
typing (🥈27 · ⭐ 1.7K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
-
GitHub (👨💻 150 · 🔀 290):
git clone https://github.com/python/typing -
PyPi (📥 4.7M / month · 📦 3.3K · ⏱️ 01.05.2021):
pip install typing -
Conda (📥 4.4M · ⏱️ 22.04.2025):
conda install -c conda-forge typing
Show 6 hidden projects...
- six (🥇32 · ⭐ 990 · 💀) - Python 2 and 3 compatibility library.
MIT - future (🥈31 · ⭐ 1.2K · 💀) - Easy, clean, reliable Python 2/3 compatibility.
MIT - dataclasses (🥉24 · ⭐ 590 · 💀) - A backport of the dataclasses module for Python 3.6.
Apache-2 - futures (🥉24 · ⭐ 240 · 💀) - Backport of the concurrent.futures package to Python 2.6 and 2.7.
Python-2.0 - pathlib2 (🥉24 · ⭐ 85 · 💤) - Backport of pathlib aiming to support the full stdlib Python API.
MIT - contextlib2 (🥉23 · ⭐ 39 · 💤) - contextlib2 is a backport of the standard librarys contextlib..
❗️psfrag
Cryptography
bcrypt (🥈32 · ⭐ 1.4K · 💤) - Modern(-ish) password hashing for your software and your servers. Apache-2
-
GitHub (👨💻 40 · 🔀 180 · 📦 360K):
git clone https://github.com/pyca/bcrypt -
PyPi (📥 210M / month · 📦 2K · ⏱️ 25.09.2025):
pip install bcrypt -
Conda (📥 12M · ⏱️ 07.11.2025):
conda install -c conda-forge bcrypt
pycryptodomex (🥈31 · ⭐ 3.2K) - A self-contained cryptographic library for Python. BSD-3
-
GitHub (👨💻 170 · 🔀 560 · 📦 140K):
git clone https://github.com/Legrandin/pycryptodome -
PyPi (📥 65M / month · 📦 1.6K · ⏱️ 17.05.2025):
pip install pycryptodomex -
Conda (📥 3M · ⏱️ 13.09.2025):
conda install -c conda-forge pycryptodomex
tink (🥉27 · ⭐ 14K) - A multi-language, cross-platform library that provides cryptographic APIs.. Apache-2
-
GitHub (👨💻 120 · 🔀 1.2K · 📦 1.6K):
git clone https://github.com/google/tink -
PyPi (📥 1.8M / month · 📦 20 · ⏱️ 06.08.2026):
pip install tink -
npm (📥 1.4K / month · 📦 3 · ⏱️ 02.05.2023):
npm install tink-crypto
Show 4 hidden projects...
- cryptography (🥇35 · ⭐ 7.7K) - cryptography is a package designed to expose..
❗Unlicensed - keyring (🥉29 · ⭐ 1.4K · 💤) - Store and access your passwords safely.
❗Unlicensed - asn1crypto (🥉28 · ⭐ 340 · 💀) - Python ASN.1 library with a focus on performance and a pythonic API.
MIT - rsa (🥉26 · ⭐ 500 · 💀) - Python-RSA is a pure-Python RSA implementation.
Apache-2
Infrastructure & DevOps
botocore (🥇37 · ⭐ 1.6K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
-
GitHub (👨💻 220 · 🔀 1.2K · 📦 440K):
git clone https://github.com/boto/botocore -
PyPi (📥 1.5B / month · 📦 4.8K · ⏱️ 05.08.2026):
pip install botocore -
Conda (📥 48M · ⏱️ 05.08.2026):
conda install -c conda-forge botocore
ansible (🥇35 · ⭐ 70K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0
-
GitHub (👨💻 6.9K · 🔀 24K · 📦 42K):
git clone https://github.com/ansible/ansible -
PyPi (📥 13M / month · 📦 600 · ⏱️ 14.07.2026):
pip install ansible -
Conda (📥 2M · ⏱️ 14.07.2026):
conda install -c conda-forge ansible
docker (🥇35 · ⭐ 7.2K) - A Python library for the Docker Engine API. Apache-2
-
GitHub (👨💻 460 · 🔀 1.7K · 📦 130K):
git clone https://github.com/docker/docker-py -
PyPi (📥 190M / month · 📦 5.8K · ⏱️ 09.07.2026):
pip install docker -
Conda (📥 7.7M · ⏱️ 12.07.2026):
conda install -c conda-forge docker-py
pulumi (🥈33 · ⭐ 26K) - Pulumi - Infrastructure as Code in any programming language. Apache-2
-
GitHub (👨💻 3.6K · 🔀 1.4K · 📦 11K):
git clone https://github.com/pulumi/pulumi -
PyPi (📥 8.6M / month · 📦 560 · ⏱️ 05.08.2026):
pip install pulumi -
npm (📥 10M / month · 📦 930 · ⏱️ 05.08.2026):
npm install @pulumi/pulumi
paramiko (🥈33 · ⭐ 9.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
-
GitHub (👨💻 190 · 🔀 2.1K · 📦 130K):
git clone https://github.com/paramiko/paramiko -
PyPi (📥 160M / month · 📦 4.6K · ⏱️ 09.05.2026):
pip install paramiko -
Conda (📥 9.4M · ⏱️ 19.05.2026):
conda install -c conda-forge paramiko
awscli (🥈32 · ⭐ 17K) - Universal Command Line Interface for Amazon Web Services. Apache-2
-
GitHub (👨💻 510 · 🔀 4.6K · 📦 5):
git clone https://github.com/aws/aws-cli -
PyPi (📥 320M / month · 📦 780 · ⏱️ 05.08.2026):
pip install awscli -
Conda (📥 60M · ⏱️ 05.08.2026):
conda install -c conda-forge awscli
kubernetes (🥈31 · ⭐ 7.6K · 📈) - Official Python client library for kubernetes. Apache-2
-
GitHub (👨💻 250 · 🔀 3.5K):
git clone https://github.com/kubernetes-client/python -
PyPi (📥 110M / month · 📦 2.5K · ⏱️ 13.07.2026):
pip install kubernetes -
Conda (📥 860K · ⏱️ 11.12.2025):
conda install -c conda-forge kubernetes
plumbum (🥈29 · ⭐ 3.1K) - Plumbum: Shell Combinators. MIT
-
GitHub (👨💻 130 · 🔀 200 · 📦 9.6K):
git clone https://github.com/tomerfiliba/plumbum -
PyPi (📥 6.4M / month · 📦 390 · ⏱️ 22.07.2026):
pip install plumbum -
Conda (📥 1.6M · ⏱️ 23.07.2026):
conda install -c conda-forge plumbum
docker-compose (🥉28 · ⭐ 38K) - Define and run multi-container applications with Docker. Apache-2
-
GitHub (👨💻 650 · 🔀 5.8K · 📦 220):
git clone https://github.com/docker/compose -
PyPi (📥 1.2M / month · 📦 250 · ⏱️ 10.05.2021):
pip install docker-compose -
Conda (📥 890K · ⏱️ 07.07.2026):
conda install -c conda-forge docker-compose
fabric (🥉28 · ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2
-
GitHub (👨💻 140 · 🔀 2K · 📦 24):
git clone https://github.com/fabric/fabric -
PyPi (📥 13M / month · 📦 450 · ⏱️ 06.04.2026):
pip install fabric -
Conda (📥 580K · ⏱️ 06.04.2026):
conda install -c conda-forge fabric
netmiko (🥉27 · ⭐ 4.2K · 📉) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
-
GitHub (👨💻 280 · 🔀 1.4K):
git clone https://github.com/ktbyers/netmiko -
PyPi (📥 1.2M / month · 📦 270 · ⏱️ 12.05.2026):
pip install netmiko
pyinfra (🥉24 · ⭐ 5.9K · 📈) - pyinfra automates/provisions/manages/deploys infrastructure. MIT
-
GitHub (👨💻 220 · 🔀 530 · 📦 240):
git clone https://github.com/Fizzadar/pyinfra -
PyPi (📥 280K / month · 📦 46 · ⏱️ 27.07.2026):
pip install pyinfra
storm (🥉18 · ⭐ 3.3K) - Manage your SSH like a boss. MIT
-
GitHub (👨💻 30 · 🔀 150):
git clone https://github.com/emre/storm -
PyPi (📥 2.4K / month · 📦 4 · ⏱️ 02.07.2026):
pip install storm
Show 7 hidden projects...
- schedule (🥈29 · ⭐ 12K · 💀) - Python job scheduling for humans.
MIT - sshtunnel (🥉28 · ⭐ 1.2K · 💀) - SSH tunnels to remote server.
MIT - fabtools (🥉21 · ⭐ 1.2K · 💀) - Tools for writing awesome Fabric files.
BSD-2 - pypyr (🥉18 · ⭐ 640 · 💀) - pypyr task-runner cli & api for automation pipelines. Automate..
Apache-2 - parallel-ssh (🥉17 · ⭐ 1.3K · 💤) - Asynchronous parallel SSH client library.
❗️LGPL-2.1 - wssh (🥉15 · ⭐ 1.3K · 💀) - SSH to WebSockets Bridge.
MIT - Grai (🥉11 · ⭐ 310 · 💤) - Platform to programmatically manage, test, and debug data..
❗️MIT-0
Process Utilities
sh (🥈30 · ⭐ 7.2K) - Python process launching. MIT
-
GitHub (👨💻 110 · 🔀 510 · 📦 19K):
git clone https://github.com/amoffat/sh -
PyPi (📥 12M / month · 📦 860 · ⏱️ 25.07.2026):
pip install sh -
Conda (📥 490K · ⏱️ 06.06.2026):
conda install -c conda-forge sh
supervisor (🥉29 · ⭐ 8.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License
-
GitHub (👨💻 180 · 🔀 1.3K · 📦 14K):
git clone https://github.com/Supervisor/supervisor -
PyPi (📥 14M / month · 📦 160 · ⏱️ 23.08.2025):
pip install supervisor -
Conda (📥 770K · ⏱️ 27.02.2026):
conda install -c conda-forge supervisor
Show 2 hidden projects...
- pexpect (🥇32 · ⭐ 2.7K · 💀) - A Python module for controlling interactive programs in a pseudo-..
ISC - ptyprocess (🥉25 · ⭐ 230 · 💀) - Run a subprocess in a pseudo terminal.
ISC
Asynchronous Programming
anyio (🥇34 · ⭐ 2.4K) - High level asynchronous concurrency and networking framework that works on.. MIT
-
GitHub (👨💻 91 · 🔀 180 · 📦 660K):
git clone https://github.com/agronholm/anyio -
PyPi (📥 1B / month · 📦 7.3K · ⏱️ 12.07.2026):
pip install anyio -
Conda (📥 40M · ⏱️ 12.07.2026):
conda install -c conda-forge anyio
uvloop (🥈32 · ⭐ 11K · 💤) - Ultra fast asyncio event loop. Apache-2
-
GitHub (👨💻 79 · 🔀 580 · 📦 230K):
git clone https://github.com/MagicStack/uvloop -
PyPi (📥 250M / month · 📦 2K · ⏱️ 16.10.2025):
pip install uvloop -
Conda (📥 4.5M · ⏱️ 07.11.2025):
conda install -c conda-forge uvloop
asyncer (🥉27 · ⭐ 2.5K) - Asyncer, async and await, focused on developer experience. MIT
-
GitHub (👨💻 24 · 🔀 87 · 📦 8.3K):
git clone https://github.com/tiangolo/asyncer -
PyPi (📥 8.3M / month · 📦 320 · ⏱️ 25.06.2026):
pip install asyncer -
Conda (📥 46K · ⏱️ 25.06.2026):
conda install -c conda-forge asyncer
aiomisc (🥉23 · ⭐ 420) - aiomisc - miscellaneous utils for asyncio. MIT
-
GitHub (👨💻 22 · 🔀 28 · 📦 450):
git clone https://github.com/aiokitchen/aiomisc -
PyPi (📥 60K / month · 📦 61 · ⏱️ 10.07.2026):
pip install aiomisc
Show 3 hidden projects...
- greenlet (🥈32 · ⭐ 1.8K) - Lightweight in-process concurrent programming.
❗Unlicensed - unsync (🥉20 · ⭐ 900 · 💀) - Unsynchronize asyncio.
MIT - stopit (🥉18 · ⭐ 35) - Raise asynchronous exceptions in other thread, control the timeout of..
❗️GPL-3.0
Configuration
python-dotenv (🥇35 · ⭐ 8.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
-
GitHub (👨💻 110 · 🔀 520 · 📦 1.7M):
git clone https://github.com/theskumar/python-dotenv -
PyPi (📥 750M / month · 📦 37K · ⏱️ 01.03.2026):
pip install python-dotenv -
Conda (📥 14M · ⏱️ 01.03.2026):
conda install -c conda-forge python-dotenv
traitlets (🥈32 · ⭐ 650) - A lightweight Traits like module. BSD-3
-
GitHub (👨💻 130 · 🔀 210 · 📦 610K):
git clone https://github.com/ipython/traitlets -
PyPi (📥 160M / month · 📦 2.3K · ⏱️ 03.08.2026):
pip install traitlets -
Conda (📥 54M · ⏱️ 03.08.2026):
conda install -c conda-forge traitlets
omegaconf (🥈31 · ⭐ 2.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3
-
GitHub (👨💻 47 · 🔀 160 · 📦 64K):
git clone https://github.com/omry/omegaconf -
PyPi (📥 43M / month · 📦 2.6K · ⏱️ 29.07.2026):
pip install omegaconf -
Conda (📥 2.7M · ⏱️ 22.04.2025):
conda install -c conda-forge omegaconf
hydra (🥉26 · ⭐ 11K) - Hydra is a framework for elegantly configuring complex applications. MIT
-
GitHub (👨💻 150 · 🔀 940 · 📦 44K):
git clone https://github.com/facebookresearch/hydra -
PyPi (📥 5.8K / month · 📦 13 · ⏱️ 03.08.2016):
pip install hydra -
Conda (📥 1.9M · ⏱️ 22.04.2025):
conda install -c conda-forge hydra-core
Dynaconf (🥉26 · ⭐ 4.3K) - The dynamic configurator for your Python Project. MIT
-
GitHub (👨💻 130 · 🔀 340):
git clone https://github.com/rochacbruno/dynaconf -
PyPi (📥 6.9M / month · 📦 780 · ⏱️ 05.08.2026):
pip install dynaconf -
Conda (📥 220K · ⏱️ 06.08.2026):
conda install -c conda-forge dynaconf
configobj (🥉26 · ⭐ 340) - Python 3+ compatible port of the configobj library. BSD-3
-
GitHub (👨💻 13 · 🔀 86 · 📦 50K):
git clone https://github.com/DiffSK/configobj -
PyPi (📥 7.1M / month · 📦 650 · ⏱️ 21.09.2024):
pip install configobj -
Conda (📥 1.3M · ⏱️ 22.04.2025):
conda install -c conda-forge configobj
everett (🥉17 · ⭐ 150 · 💤) - configuration library for python projects. MPL-2.0
-
GitHub (👨💻 9 · 🔀 14):
git clone https://github.com/willkg/everett -
PyPi (📥 680K / month · 📦 22 · ⏱️ 15.10.2025):
pip install everett -
Conda (📥 120K · ⏱️ 22.04.2025):
conda install -c conda-forge everett
Show 2 hidden projects...
- python-decouple (🥈27 · ⭐ 3K · 💀) - Strict separation of settings from code.
MIT - gin-config (🥉25 · ⭐ 2.1K · 💀) - Gin provides a lightweight configuration framework for Python.
Apache-2
CLI Development
click (🥇38 · ⭐ 18K) - Python composable command line interface toolkit. BSD-3
-
GitHub (👨💻 450 · 🔀 1.8K · 📦 2.4M):
git clone https://github.com/pallets/click -
PyPi (📥 1.1B / month · 📦 71K · ⏱️ 24.06.2026):
pip install click -
Conda (📥 70M · ⏱️ 03.07.2026):
conda install -c conda-forge click
rich (🥇36 · ⭐ 56K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
-
GitHub (👨💻 290 · 🔀 2.2K · 📦 560K):
git clone https://github.com/Textualize/rich -
PyPi (📥 610M / month · 📦 44K · ⏱️ 12.04.2026):
pip install rich -
Conda (📥 24M · ⏱️ 12.04.2026):
conda install -c conda-forge rich
Typer (🥈33 · ⭐ 20K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
-
GitHub (👨💻 110 · 🔀 960 · 📦 270K):
git clone https://github.com/tiangolo/typer -
PyPi (📥 360M / month · 📦 33K · ⏱️ 03.08.2026):
pip install typer -
Conda (📥 13M · ⏱️ 03.08.2026):
conda install -c conda-forge typer
argcomplete (🥈32 · ⭐ 1.6K) - Python and tab completion, better together. Apache-2
-
GitHub (👨💻 88 · 🔀 150 · 📦 75K):
git clone https://github.com/kislyuk/argcomplete -
PyPi (📥 83M / month · 📦 2.4K · ⏱️ 06.08.2026):
pip install argcomplete -
Conda (📥 3.8M · ⏱️ 04.08.2026):
conda install -c conda-forge argcomplete
python-fire (🥈30 · ⭐ 28K · 💤) - Python Fire is a library for automatically generating.. Apache-2
-
GitHub (👨💻 67 · 🔀 1.5K · 📦 54K):
git clone https://github.com/google/python-fire -
PyPi (📥 21M / month · 📦 3K · ⏱️ 16.08.2025):
pip install fire -
Conda (📥 1.6M · ⏱️ 12.09.2025):
conda install -c conda-forge fire
questionary (🥉28 · ⭐ 1.8K · 💤) - Python library to build pretty command line user prompts Easy to.. MIT
-
GitHub (👨💻 58 · 🔀 99 · 📦 24K):
git clone https://github.com/tmbo/questionary -
PyPi (📥 24M / month · 📦 1.4K · ⏱️ 28.08.2025):
pip install questionary -
Conda (📥 470K · ⏱️ 08.09.2025):
conda install -c conda-forge questionary
python-prompt-toolkit (🥉27 · ⭐ 11K) - Library for building powerful interactive command line.. BSD-3
-
GitHub (👨💻 250 · 🔀 800):
git clone https://github.com/prompt-toolkit/python-prompt-toolkit -
PyPi (📥 240M / month · ⏱️ 26.07.2026):
pip install prompt_toolkit -
Conda (📥 46M · ⏱️ 27.07.2026):
conda install -c conda-forge prompt-toolkit
ConfigArgParse (🥉27 · ⭐ 760) - Drop-in replacement for argparse with added support for config.. MIT
-
GitHub (👨💻 56 · 🔀 120 · 📦 26K):
git clone https://github.com/bw2/ConfigArgParse -
PyPi (📥 21M / month · 📦 770 · ⏱️ 11.03.2026):
pip install configargparse -
Conda (📥 2.1M · ⏱️ 11.03.2026):
conda install -c conda-forge configargparse
blessings (🥉25 · ⭐ 1.5K · 💤) - A thin, practical wrapper around terminal capabilities in Python. MIT
-
GitHub (👨💻 17 · 🔀 150 · 📦 11K):
git clone https://github.com/erikrose/blessings -
PyPi (📥 1.1M / month · 📦 460 · ⏱️ 21.06.2018):
pip install blessings -
Conda (📥 500K · ⏱️ 26.08.2025):
conda install -c conda-forge blessings
docopt-ng (🥉24 · ⭐ 220) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
-
GitHub (👨💻 54 · 🔀 27 · 📦 840):
git clone https://github.com/jazzband/docopt-ng -
PyPi (📥 1.8M / month · 📦 100 · ⏱️ 30.05.2023):
pip install docopt-ng
Click Extra (🥉18 · ⭐ 120) - Drop-in replacement for Click to make user-friendly and.. ❗️GPL-2.0
-
GitHub (👨💻 15 · 🔀 10 · 📦 130):
git clone https://github.com/kdeldycke/click-extra -
PyPi (📥 120K / month · 📦 50 · ⏱️ 02.08.2026):
pip install click-extra
Show 9 hidden projects...
- colorama (🥈32 · ⭐ 3.7K · 💀) - Simple cross-platform colored terminal text in Python.
BSD-3 - wcwidth (🥈30 · ⭐ 460) - Python library that measures the width of strings in a terminal.
❗Unlicensed - docopt (🥈29 · ⭐ 8K · 💀) - Create beautiful command-line interfaces with Python.
MIT - cleo (🥉27 · ⭐ 1.3K · 💀) - Cleo allows you to create beautiful and testable command-line interfaces.
MIT - asciimatics (🥉24 · ⭐ 4.3K · 💀) - A cross platform package to do curses-like operations, plus..
Apache-2 - clint (🥉20 · ⭐ 95 · 💀) - Python Command Line Interface Tools.
ISC - bashplotlib (🥉19 · ⭐ 1.9K · 💀) - plotting in the terminal.
MIT - colout (🥉16 · ⭐ 1.2K · 💀) - Color text streams with a polished command line interface.
❗️GPL-3.0 - onecite (🥉11 · ⭐ 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...
Data Caching
cachetools (🥇34 · ⭐ 2.8K) - Extensible memoizing collections and decorators. MIT
-
GitHub (👨💻 25 · 🔀 200 · 📦 700K):
git clone https://github.com/tkem/cachetools -
PyPi (📥 340M / month · 📦 5.2K · ⏱️ 01.08.2026):
pip install cachetools -
Conda (📥 22M · ⏱️ 02.08.2026):
conda install -c conda-forge cachetools
aiocache (🥈27 · ⭐ 1.4K · 💤) - Asyncio cache manager for redis, memcached and memory. BSD-3
-
GitHub (👨💻 53 · 🔀 170 · 📦 5.1K):
git clone https://github.com/aio-libs/aiocache -
PyPi (📥 9M / month · 📦 150 · ⏱️ 25.09.2024):
pip install aiocache
cached-property (🥈27 · ⭐ 700) - A decorator for caching properties in classes. BSD-3
-
GitHub (👨💻 25 · 🔀 79 · 📦 58K):
git clone https://github.com/pydanny/cached-property -
PyPi (📥 23M / month · 📦 1.6K · ⏱️ 25.10.2024):
pip install cached-property -
Conda (📥 25M · ⏱️ 05.07.2026):
conda install -c conda-forge cached-property
beaker (🥉24 · ⭐ 510) - WSGI middleware for sessions and caching. BSD-3
-
GitHub (👨💻 94 · 🔀 140 · 📦 6.2K):
git clone https://github.com/bbangert/beaker -
PyPi (📥 270K / month · 📦 94 · ⏱️ 30.05.2026):
pip install beaker -
Conda (📥 200K · ⏱️ 30.05.2026):
conda install -c conda-forge beaker
pylibmc (🥉24 · ⭐ 480 · 💤) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
-
GitHub (👨💻 57 · 🔀 140 · 📦 5.9K):
git clone https://github.com/lericson/pylibmc -
PyPi (📥 470K / month · 📦 79 · ⏱️ 30.08.2022):
pip install pylibmc -
Conda (📥 480K · ⏱️ 28.08.2025):
conda install -c conda-forge pylibmc
Show 1 hidden projects...
- cachier (🥉18 · ⭐ 660) - Persistent, stale-free, local and cross-machine caching for..
❗Unlicensed
GUI Development
🔗 best-of-web-python - Web UI ( ⭐ 2.6K · 💤) - Collection of libraries to implement web-based UIs.
kivy (🥇28 · ⭐ 19K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
-
GitHub (👨💻 640 · 🔀 3.1K · 📦 18K):
git clone https://github.com/kivy/kivy -
PyPi (📦 360 · ⏱️ 26.12.2024):
pip install kivy -
Conda (📥 680K · ⏱️ 29.03.2026):
conda install -c conda-forge kivy
DearPyGui (🥈27 · ⭐ 15K · 📈) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit.. MIT
-
GitHub (👨💻 76 · 🔀 780 · 📦 4.5K):
git clone https://github.com/hoffstadt/DearPyGui -
PyPi (📥 190K / month · 📦 210 · ⏱️ 01.05.2026):
pip install dearpygui
Gooey (🥈24 · ⭐ 21K) - Turn (almost) any Python command line program into a full GUI application.. MIT
-
GitHub (👨💻 100 · 🔀 1K · 📦 1.1K):
git clone https://github.com/chriskiehl/Gooey -
PyPi (📥 7.4K / month · 📦 100 · ⏱️ 29.01.2022):
pip install gooey -
Conda (📥 150K · ⏱️ 26.03.2026):
conda install -c conda-forge gooey
toga (🥈24 · ⭐ 5.4K) - A Python native, OS native GUI toolkit. BSD-3
-
GitHub (👨💻 350 · 🔀 820 · 📦 3):
git clone https://github.com/beeware/toga -
PyPi (📥 9.1K / month · 📦 50 · ⏱️ 08.07.2026):
pip install toga -
npm (📥 50 / month · 📦 5 · ⏱️ 23.04.2017):
npm install @pybee/toga
Show 5 hidden projects...
- PySimpleGUI (🥈25 · ⭐ 14K) - PySimpleGUI is a Python package that enables Python..
❗️PySimpleGUI License - Eel (🥉20 · ⭐ 6.8K · 💀) - For little HTML GUI applications, with easy Python/JS interop.
MIT - flexx (🥉20 · ⭐ 2.9K · 💀) - Write desktop and web apps in pure Python.
BSD-2 - Phoenix (🥉20 · ⭐ 2.6K) - wxPythons Project Phoenix. A new implementation of wxPython,..
❗️wxWindows - enaml (🥉19 · ⭐ 1.6K · 💤) - Declarative User Interfaces for Python.
❗Unlicensed
Computer & Machine Vision
🔗 best-of-ml-python - Computer Vision ( ⭐ 16K · 💀) - Collection of computer vision and image processing..
Show 1 hidden projects...
- Pipeless (🥇12 · ⭐ 850 · 💀) - An open-source framework to create and deploy computer vision..
Apache-2
Machine Learning & Data Engineering
🔗 best-of-ml-python ( ⭐ 16K · 💀) - A ranked list of awesome machine learning Python libraries. Updated..
Text Data
🔗 best-of-ml-python - NLP ( ⭐ 16K · 💀) - Collection of text processing and NLP libraries.
chardet (🥇33 · ⭐ 2.7K) - Python character encoding detector. ❗️0BSD
-
GitHub (👨💻 58 · 🔀 300 · 📦 970K):
git clone https://github.com/chardet/chardet -
PyPi (📥 210M / month · 📦 7.4K · ⏱️ 06.08.2026):
pip install chardet -
Conda (📥 34M · ⏱️ 14.04.2026):
conda install -c conda-forge chardet -
npm (📥 91 / month · 📦 7 · ⏱️ 20.08.2017):
npm install @pypi/chardet
phonenumbers (🥇29 · ⭐ 3.8K) - Python port of Googles libphonenumber. Apache-2
-
GitHub (👨💻 34 · 🔀 440):
git clone https://github.com/daviddrysdale/python-phonenumbers -
PyPi (📥 39M / month · 📦 960 · ⏱️ 01.08.2026):
pip install phonenumbers -
Conda (📥 2.5M · ⏱️ 01.08.2026):
conda install -c conda-forge phonenumbers
emoji (🥇29 · ⭐ 2K · 💤) - emoji terminal output for Python. BSD-3
-
GitHub (👨💻 70 · 🔀 290 · 📦 93K):
git clone https://github.com/carpedm20/emoji -
PyPi (📥 18M / month · 📦 1.3K · ⏱️ 21.09.2025):
pip install emoji -
Conda (📥 260K · ⏱️ 21.09.2025):
conda install -c conda-forge emoji
humanize (🥇29 · ⭐ 1.7K) - python humanize functions. MIT
-
GitHub (👨💻 62 · 🔀 150):
git clone https://github.com/jmoiron/humanize -
PyPi (📥 71M / month · 📦 1.9K · ⏱️ 30.06.2026):
pip install humanize -
Conda (📥 1.5M · ⏱️ 01.07.2026):
conda install -c conda-forge humanize
python-slugify (🥇29 · ⭐ 1.6K) - Returns unicode slugs. MIT
-
GitHub (👨💻 40 · 🔀 130 · 📦 120K):
git clone https://github.com/un33k/python-slugify -
PyPi (📥 89M / month · 📦 1.5K · ⏱️ 08.02.2024):
pip install python-slugify -
Conda (📥 4M · ⏱️ 22.04.2025):
conda install -c conda-forge python-slugify
pyahocorasick (🥉27 · ⭐ 1.1K) - Python module (C extension and plain python) implementing Aho-.. BSD-3
-
GitHub (👨💻 33 · 🔀 140 · 📦 4.4K):
git clone https://github.com/WojciechMula/pyahocorasick -
PyPi (📥 6M / month · 📦 270 · ⏱️ 27.04.2026):
pip install pyahocorasick -
Conda (📥 590K · ⏱️ 18.12.2025):
conda install -c conda-forge pyahocorasick
coolname (🥉24 · ⭐ 180) - Random Name and Slug Generator. BSD-2
-
GitHub (👨💻 7 · 🔀 16 · 📦 4.3K):
git clone https://github.com/alexanderlukanin13/coolname -
PyPi (📥 9.4M / month · 📦 170 · ⏱️ 23.04.2026):
pip install coolname -
Conda (📥 240K · ⏱️ 29.05.2026):
conda install -c conda-forge coolname
price-parser (🥉22 · ⭐ 350) - Extract price amount and currency symbol from a raw text string. BSD-3
-
GitHub (👨💻 19 · 🔀 54 · 📦 560):
git clone https://github.com/scrapinghub/price-parser -
PyPi (📥 770K / month · 📦 40 · ⏱️ 19.03.2026):
pip install price-parser
Show 3 hidden projects...
- inflect (🥉27 · ⭐ 1.1K · 💀) - Correctly generate plurals, ordinals, indefinite articles; convert..
MIT - awesome-slugify (🥉20 · ⭐ 480 · 💀) - Python flexible slugify function.
❗️GPL-3.0 - millify (🥉17 · ⭐ 110 · 💀) - Convert long numbers into a human-readable format in Python.
MIT
Web Development
🔗 best-of-web-python ( ⭐ 2.6K · 💤) - A ranked list of awesome python libraries for web development...
Database Clients
Libraries for connecting to, operating, and querying databases.
boto3 (🥇38 · ⭐ 9.9K) - Boto3, an AWS SDK for Python. Apache-2
-
GitHub (👨💻 170 · 🔀 2K · 📦 610K):
git clone https://github.com/boto/boto3 -
PyPi (📥 3.6B / month · 📦 22K · ⏱️ 05.08.2026):
pip install boto3 -
Conda (📥 35M · ⏱️ 05.08.2026):
conda install -c conda-forge boto3
SQLAlchemy (🥇37 · ⭐ 12K) - The Database Toolkit for Python. MIT
-
GitHub (👨💻 860 · 🔀 1.7K · 📦 1.2M):
git clone https://github.com/sqlalchemy/sqlalchemy -
PyPi (📥 420M / month · 📦 21K · ⏱️ 27.06.2026):
pip install SQLAlchemy -
Conda (📥 30M · ⏱️ 15.06.2026):
conda install -c conda-forge sqlalchemy
alembic (🥇35 · ⭐ 4.3K) - A database migrations tool for SQLAlchemy. MIT
-
GitHub (👨💻 230 · 🔀 360 · 📦 350K):
git clone https://github.com/sqlalchemy/alembic -
PyPi (📥 210M / month · 📦 4.6K · ⏱️ 04.08.2026):
pip install alembic -
Conda (📥 12M · ⏱️ 05.08.2026):
conda install -c conda-forge alembic
redis (🥇34 · ⭐ 14K) - Redis Python client. MIT
-
GitHub (👨💻 560 · 🔀 2.7K):
git clone https://github.com/redis/redis-py -
PyPi (📥 270M / month · 📦 13K · ⏱️ 30.07.2026):
pip install redis -
Conda (📥 2.8M · ⏱️ 31.07.2026):
conda install -c conda-forge redis-py
google-cloud-storage (🥇34 · ⭐ 5.4K) - Google Cloud Client Libraries for Python. Apache-2
-
GitHub (👨💻 1.1K · 🔀 1.7K · 📦 2.6K):
git clone https://github.com/googleapis/google-cloud-python -
PyPi (📥 260M / month · 📦 3.3K · ⏱️ 06.08.2026):
pip install google-cloud-storage -
Conda (📥 7.5M · ⏱️ 14.07.2026):
conda install -c conda-forge google-cloud-storage
kafka-python (🥇33 · ⭐ 5.9K) - Python client for Apache Kafka. Apache-2
-
GitHub (👨💻 240 · 🔀 1.5K · 📦 37K):
git clone https://github.com/dpkp/kafka-python -
PyPi (📥 27M / month · 📦 1.1K · ⏱️ 04.08.2026):
pip install kafka-python -
Conda (📥 530K · ⏱️ 05.08.2026):
conda install -c conda-forge kafka-python
azure-storage-blob (🥇33 · ⭐ 5.6K) - This repository is for active development of the Azure SDK.. MIT
-
GitHub (👨💻 1.2K · 🔀 3.3K · 📦 2.8K):
git clone https://github.com/Azure/azure-sdk-for-python -
PyPi (📥 140M / month · 📦 1.9K · ⏱️ 08.06.2026):
pip install azure-storage-blob -
Conda (📥 1.9M · ⏱️ 08.06.2026):
conda install -c conda-forge azure-storage-blob
elasticsearch (🥇33 · ⭐ 4.4K) - Official Python client for Elasticsearch. Apache-2
-
GitHub (👨💻 230 · 🔀 1.2K · 📦 66K):
git clone https://github.com/elastic/elasticsearch-py -
PyPi (📥 54M / month · 📦 2.3K · ⏱️ 04.08.2026):
pip install elasticsearch -
Conda (📥 2M · ⏱️ 27.05.2026):
conda install -c conda-forge elasticsearch
s3transfer (🥇33 · ⭐ 240 · 📈) - Amazon S3 Transfer Manager for Python. Apache-2
-
GitHub (👨💻 49 · 🔀 160 · 📦 390K):
git clone https://github.com/boto/s3transfer -
PyPi (📥 900M / month · 📦 940 · ⏱️ 22.07.2026):
pip install s3transfer -
Conda (📥 30M · ⏱️ 23.07.2026):
conda install -c conda-forge s3transfer
peewee (🥈32 · ⭐ 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite, now with.. MIT
-
GitHub (👨💻 160 · 🔀 1.4K · 📦 24):
git clone https://github.com/coleifer/peewee -
PyPi (📥 50M / month · 📦 1.3K · ⏱️ 31.07.2026):
pip install peewee -
Conda (📥 2.2M · ⏱️ 01.08.2026):
conda install -c conda-forge peewee
PyMySQL (🥈32 · ⭐ 7.8K) - MySQL client library for Python. MIT
-
GitHub (👨💻 130 · 🔀 1.4K · 📦 290K):
git clone https://github.com/PyMySQL/PyMySQL -
PyPi (📥 94M / month · 📦 2.7K · ⏱️ 19.05.2026):
pip install PyMySQL -
Conda (📥 2.4M · ⏱️ 19.05.2026):
conda install -c conda-forge pymysql
s3fs (🥈32 · ⭐ 1K) - S3 Filesystem. BSD-3
-
GitHub (👨💻 160 · 🔀 300 · 📦 28K):
git clone https://github.com/fsspec/s3fs -
PyPi (📥 690M / month · 📦 2.1K · ⏱️ 28.07.2026):
pip install s3fs -
Conda (📥 12M · ⏱️ 16.06.2026):
conda install -c conda-forge s3fs
Prometheus Client (🥈31 · ⭐ 4.3K) - Prometheus instrumentation library for Python.. Apache-2
-
GitHub (👨💻 180 · 🔀 870):
git clone https://github.com/prometheus/client_python -
PyPi (📥 180M / month · 📦 4.8K · ⏱️ 24.07.2026):
pip install prometheus_client -
Conda (📥 27M · ⏱️ 25.07.2026):
conda install -c conda-forge prometheus_client
pymongo (🥈31 · ⭐ 4.3K) - PyMongo - the Official MongoDB Python driver. Apache-2
-
GitHub (👨💻 250 · 🔀 1.1K):
git clone https://github.com/mongodb/mongo-python-driver -
PyPi (📥 120M / month · 📦 6.4K · ⏱️ 20.04.2026):
pip install pymongo -
Conda (📥 7.1M · ⏱️ 21.04.2026):
conda install -c conda-forge pymongo
confluent-kafka-python (🥈31 · ⭐ 490) - Confluents Kafka Python Client. Apache-2
-
GitHub (👨💻 150 · 🔀 960 · 📦 18K):
git clone https://github.com/confluentinc/confluent-kafka-python -
PyPi (📥 62M / month · 📦 1K · ⏱️ 30.06.2026):
pip install confluent-kafka -
Conda (📥 2.1M · ⏱️ 12.07.2026):
conda install -c conda-forge python-confluent-kafka
sqlmodel (🥈30 · ⭐ 18K) - SQLModel, SQL databases in Python, designed for simplicity,.. MIT pydantic
-
GitHub (👨💻 110 · 🔀 880 · 📦 32K):
git clone https://github.com/tiangolo/sqlmodel -
PyPi (📥 21M / month · 📦 1.9K · ⏱️ 25.06.2026):
pip install sqlmodel -
Conda (📥 280K · ⏱️ 26.06.2026):
conda install -c conda-forge sqlmodel
MongoEngine (🥈30 · ⭐ 4.3K) - A Python Object-Document-Mapper for working with MongoDB. MIT
-
GitHub (👨💻 400 · 🔀 1.2K · 📦 28K):
git clone https://github.com/MongoEngine/mongoengine -
PyPi (📥 2.5M / month · 📦 450 · ⏱️ 10.03.2026):
pip install mongoengine -
Conda (📥 720K · ⏱️ 10.03.2026):
conda install -c conda-forge mongoengine
python-bigquery (🥈30 · ⭐ 800) - This library has moved to.. Apache-2
-
GitHub (👨💻 180 · 🔀 320):
git clone https://github.com/googleapis/python-bigquery -
PyPi (📥 250M / month · 📦 1.9K · ⏱️ 06.08.2026):
pip install google-cloud-bigquery -
Conda (📥 4M · ⏱️ 31.07.2026):
conda install -c conda-forge google-cloud-bigquery
AWS Data Wrangler (🥈29 · ⭐ 4.1K) - Pandas on AWS. Apache-2 
-
GitHub (👨💻 180 · 🔀 740 · 📦 2.6K):
git clone https://github.com/awslabs/aws-data-wrangler -
PyPi (📥 86M / month · 📦 150 · ⏱️ 03.08.2026):
pip install awswrangler -
Conda (📥 900K · ⏱️ 04.08.2026):
conda install -c conda-forge awswrangler
Cassandra Driver (🥈29 · ⭐ 1.4K) - Apache Cassandra Python Driver. Apache-2
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GitHub (👨💻 220 · 🔀 580 · 📦 11K):
git clone https://github.com/datastax/python-driver -
PyPi (📥 8.4M / month · 📦 330 · ⏱️ 06.07.2026):
pip install cassandra-driver -
Conda (📥 680K · ⏱️ 11.07.2026):
conda install -c conda-forge cassandra-driver
Ibis (🥈28 · ⭐ 6.5K) - the portable Python dataframe library. Apache-2
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GitHub (👨💻 520 · 🔀 720 · 📦 5.3K):
git clone https://github.com/ibis-project/ibis -
PyPi (📥 3.3M / month · 📦 130 · ⏱️ 07.02.2026):
pip install ibis-framework -
Conda (📥 1.1M · ⏱️ 01.06.2026):
conda install -c conda-forge ibis-framework
tortoise-orm (🥈28 · ⭐ 5.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
-
GitHub (👨💻 180 · 🔀 470 · 📦 11K):
git clone https://github.com/tortoise/tortoise-orm -
PyPi (📥 610K / month · 📦 340 · ⏱️ 21.03.2026):
pip install tortoise-orm -
Conda (📥 69K · ⏱️ 22.03.2026):
conda install -c conda-forge tortoise-orm
pandas-gbq (🥈28 · ⭐ 5.4K) - This library has moved to https://github.com/googleapis/google-.. BSD-3
-
GitHub (👨💻 60 · 🔀 1.7K):
git clone https://github.com/googleapis/python-bigquery-pandas -
PyPi (📥 34M / month · 📦 280 · ⏱️ 10.04.2026):
pip install pandas-gbq -
Conda (📥 2.6M · ⏱️ 01.05.2025):
conda install -c conda-forge pandas-gbq
google-cloud-bigtable (🥈28 · ⭐ 5.4K) - This library has moved to.. Apache-2
-
GitHub (👨💻 80 · 🔀 1.7K):
git clone https://github.com/googleapis/python-bigtable -
PyPi (📥 86M / month · 📦 70 · ⏱️ 16.07.2026):
pip install google-cloud-bigtable -
Conda (📥 240K · ⏱️ 17.07.2026):
conda install -c conda-forge google-cloud-bigtable
PyPika (🥈28 · ⭐ 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
-
GitHub (👨💻 120 · 🔀 330 · 📦 47K):
git clone https://github.com/kayak/pypika -
PyPi (📥 13M / month · 📦 230 · ⏱️ 04.02.2026):
pip install pypika -
Conda (📥 110K · ⏱️ 02.02.2026):
conda install -c conda-forge pypika
mysqlclient (🥈28 · ⭐ 2.5K) - MySQL/MariaDB connector for Python. ❗️GPL-2.0
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GitHub (👨💻 92 · 🔀 450 · 📦 210K):
git clone https://github.com/PyMySQL/mysqlclient -
PyPi (📥 21M / month · 📦 1.1K · ⏱️ 10.02.2026):
pip install mysqlclient -
Conda (📥 950K · ⏱️ 03.03.2026):
conda install -c conda-forge mysqlclient
dataset (🥉27 · ⭐ 4.9K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
-
GitHub (👨💻 81 · 🔀 300 · 📦 5.2K):
git clone https://github.com/pudo/dataset -
PyPi (📥 2.3M / month · 📦 150 · ⏱️ 12.04.2026):
pip install dataset -
Conda (📥 20K · ⏱️ 17.09.2025):
conda install -c conda-forge dataset
PynamoDB (🥉26 · ⭐ 2.6K · 💤) - A pythonic interface to Amazons DynamoDB. MIT
-
GitHub (👨💻 120 · 🔀 430 · 📦 2K):
git clone https://github.com/pynamodb/PynamoDB -
PyPi (📥 4.4M / month · 📦 86 · ⏱️ 02.06.2025):
pip install pynamodb -
Conda (📥 3.8M · ⏱️ 02.06.2025):
conda install -c conda-forge pynamodb
libcloud (🥉25 · ⭐ 2.1K) - Apache Libcloud is a Python library that hides differences between.. Apache-2
-
GitHub (👨💻 500 · 🔀 930):
git clone https://github.com/apache/libcloud -
PyPi (📥 940K / month · 📦 190 · ⏱️ 21.04.2026):
pip install apache-libcloud
piccolos (🥉25 · ⭐ 1.9K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
-
GitHub (👨💻 55 · 🔀 110 · 📦 540):
git clone https://github.com/piccolo-orm/piccolo -
PyPi (📥 750K / month · 📦 18 · ⏱️ 27.07.2026):
pip install piccolo
cx-Oracle (🥉25 · ⭐ 900 · 💤) - Obsolete Python interface to Oracle Database, now superseded by.. BSD-3
-
GitHub (👨💻 17 · 🔀 360 · 📦 9.2K):
git clone https://github.com/oracle/python-cx_Oracle -
PyPi (📥 3.6M / month · 📦 430 · ⏱️ 20.07.2023):
pip install cx-Oracle -
Conda (📥 1.1M · ⏱️ 15.01.2026):
conda install -c conda-forge cx_oracle
minio (🥉24 · ⭐ 1K · 💤) - MinIO Client SDK for Python. Apache-2
-
GitHub (👨💻 140 · 🔀 370):
git clone https://github.com/minio/minio-py -
PyPi (📥 12M / month · 📦 820 · ⏱️ 27.11.2025):
pip install minio -
Conda (📥 380K · ⏱️ 27.11.2025):
conda install -c conda-forge minio
pysolr (🥉24 · ⭐ 700) - Pysolr Python Solr client. BSD-3
-
GitHub (👨💻 76 · 🔀 340 · 📦 4K):
git clone https://github.com/django-haystack/pysolr -
PyPi (📥 360K / month · 📦 87 · ⏱️ 18.11.2025):
pip install pysolr -
Conda (📥 120K · ⏱️ 18.11.2025):
conda install -c conda-forge pysolr
Databases (🥉23 · ⭐ 3.9K · 💤) - Async database support for Python. BSD-3
-
GitHub (👨💻 59 · 🔀 260):
git clone https://github.com/encode/databases -
PyPi (📥 970K / month · 📦 160 · ⏱️ 01.03.2024):
pip install databases -
Conda (📥 380K · ⏱️ 01.01.2026):
conda install -c conda-forge databases
ODMantic (🥉23 · ⭐ 1.2K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
-
GitHub (👨💻 23 · 🔀 97 · 📦 3.6K):
git clone https://github.com/art049/odmantic -
PyPi (📥 99K / month · 📦 24 · ⏱️ 24.01.2026):
pip install odmantic
HappyBase (🥉23 · ⭐ 610 · 💤) - [UNMAINTAINED] A developer-friendly Python library to interact with.. MIT
-
GitHub (👨💻 22 · 🔀 160 · 📦 1K):
git clone https://github.com/python-happybase/happybase -
PyPi (📥 73K / month · 📦 44 · ⏱️ 26.09.2025):
pip install happybase -
Conda (📥 390K · ⏱️ 22.04.2025):
conda install -c conda-forge happybase
umongo (🥉23 · ⭐ 450) - sync/async MongoDB ODM, yes. MIT
-
GitHub (👨💻 19 · 🔀 68 · 📦 26K):
git clone https://github.com/Scille/umongo -
PyPi (📥 35K / month · 📦 10 · ⏱️ 01.03.2026):
pip install umongo -
Conda (📥 18K · ⏱️ 22.04.2025):
conda install -c conda-forge umongo
filedepot (🥉23 · ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT
-
GitHub (👨💻 21 · 🔀 41 · 📦 1.5K):
git clone https://github.com/amol-/depot -
PyPi (📥 29K / month · 📦 15 · ⏱️ 22.07.2026):
pip install filedepot
neo4j-driver (🥉22 · ⭐ 1K) - Neo4j Bolt driver for Python. Apache-2
-
GitHub (👨💻 44 · 🔀 210):
git clone https://github.com/neo4j/neo4j-python-driver -
PyPi (📥 99K / month · 📦 65 · ⏱️ 04.05.2026):
pip install neo4j-driver -
Conda (📥 520K · ⏱️ 04.05.2026):
conda install -c conda-forge neo4j-python-driver
cloudant (🥉19 · ⭐ 160) - A Python library for Cloudant and CouchDB. Apache-2
-
GitHub (👨💻 33 · 🔀 55):
git clone https://github.com/cloudant/python-cloudant -
PyPi (📥 260K / month · 📦 34 · ⏱️ 26.08.2021):
pip install cloudant -
Conda (📥 430K · ⏱️ 29.04.2026):
conda install -c conda-forge cloudant
psycopg3 (🥉18 · ⭐ 2.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0
-
GitHub (👨💻 100 · 🔀 240):
git clone https://github.com/psycopg/psycopg
PugSQL (🥉18 · ⭐ 760 · 💤) - A HugSQL-inspired database library for Python. Apache-2
-
GitHub (👨💻 14 · 🔀 27 · 📦 84):
git clone https://github.com/mcfunley/pugsql -
PyPi (📥 30K / month · 📦 3 · ⏱️ 04.12.2025):
pip install pugsql
Show 22 hidden projects...
- psycopg2 (🥈31 · ⭐ 3.6K) - PostgreSQL database adapter for the Python..
❗️BSD-3-Clause-Attribution - pyodbc (🥈29 · ⭐ 3.1K) - Python ODBC bridge.
❗️MIT-0 - Motor (🥈29 · ⭐ 2.5K · 💀) - Motor - the async Python driver for MongoDB and Tornado or asyncio.
Apache-2 - SQLAlchemy-Utils (🥈28 · ⭐ 1.3K) - Various utility functions and datatypes for SQLAlchemy.
❗Unlicensed - Pony (🥉26 · ⭐ 3.8K · 💀) - Pony Object Relational Mapper.
Apache-2 - Elasticsearch DSL (🥉25 · ⭐ 3.9K · 💀) - High level Python client for Elasticsearch.
Apache-2 - influxdb (🥉25 · ⭐ 1.7K · 💀) - Python client for InfluxDB.
MIT - pygsheets (🥉25 · ⭐ 1.5K · 💀) - Google Sheets Python API v4.
MIT - redis-py-cluster (🥉25 · ⭐ 1.1K · 💀) - Python cluster client for the official redis cluster...
MIT - Records (🥉24 · ⭐ 7.2K · 💀) - SQL for Humans.
ISC - gino (🥉23 · ⭐ 2.7K · 💀) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.
BSD-3 - mongo-connector (🥉22 · ⭐ 1.9K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted..
Apache-2 - prisma (🥉21 · ⭐ 1.9K · 💀) - Prisma Client Python is an auto-generated and fully type-safe..
Apache-2 - pyhdb (🥉20 · ⭐ 320 · 💀) - SAP HANA Connector in pure Python.
Apache-2 - aioprometheus (🥉20 · ⭐ 180 · 💀) - A Prometheus Python client library for asyncio-based..
MIT - Queries (🥉19 · ⭐ 260 · 💀) - PostgreSQL database access simplified.
BSD-3 - PyMODM (🥉17 · ⭐ 350 · 💀) - A Pythonic, object-oriented interface for working with MongoDB.
Apache-2 - db.py (🥉16 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases.
BSD-2 - py2neo (🥉15 · 💀) - Python client library and toolkit for Neo4j.
Apache-2 - lazydata (🥉14 · ⭐ 620 · 💀) - Lazydata: Scalable data dependencies for Python projects.
Apache-2 - gsheets-db-api (🥉14 · ⭐ 210 · 💀) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets.
MIT - SuperSQLite (🥉13 · ⭐ 720 · 💀) - A supercharged SQLite library for Python.
MIT
Data Loading & Extraction
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
Datasets (🥇35 · ⭐ 22K) - The largest hub of ready-to-use datasets for AI models with fast,.. Apache-2
-
GitHub (👨💻 690 · 🔀 3.3K · 📦 130K):
git clone https://github.com/huggingface/datasets -
PyPi (📥 150M / month · 📦 7.1K · ⏱️ 28.07.2026):
pip install datasets -
Conda (📥 3.3M · ⏱️ 29.07.2026):
conda install -c conda-forge datasets
Faker (🥇35 · ⭐ 19K) - Faker is a Python package that generates fake data for you. MIT
-
GitHub (👨💻 680 · 🔀 2.1K · 📦 300K):
git clone https://github.com/joke2k/faker -
PyPi (📥 81M / month · 📦 3.5K · ⏱️ 24.07.2026):
pip install Faker -
Conda (📥 2.2M · ⏱️ 25.07.2026):
conda install -c conda-forge faker
Tablib (🥇31 · ⭐ 4.8K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
-
GitHub (👨💻 140 · 🔀 610 · 📦 130K):
git clone https://github.com/jazzband/tablib -
PyPi (📥 4.8M / month · 📦 230 · ⏱️ 31.07.2026):
pip install tablib -
Conda (📥 390K · ⏱️ 31.07.2026):
conda install -c conda-forge tablib
python-magic (🥇31 · ⭐ 2.9K) - A python wrapper for libmagic. MIT
-
GitHub (👨💻 67 · 🔀 300 · 📦 87K):
git clone https://github.com/ahupp/python-magic -
PyPi (📥 31M / month · 📦 1.5K · ⏱️ 07.06.2022):
pip install python-magic -
Conda (📥 920K · ⏱️ 19.06.2026):
conda install -c conda-forge python-magic
xmltodict (🥈30 · ⭐ 5.7K) - Python module that makes working with XML feel like you are working.. MIT
-
GitHub (👨💻 58 · 🔀 470 · 📦 89K):
git clone https://github.com/martinblech/xmltodict -
PyPi (📥 130M / month · 📦 3.9K · ⏱️ 22.02.2026):
pip install xmltodict -
Conda (📥 7.2M · ⏱️ 22.02.2026):
conda install -c conda-forge xmltodict
xlrd (🥈30 · ⭐ 2.2K · 💤) - Please use openpyxl where you can... BSD-3
-
GitHub (👨💻 53 · 🔀 440 · 📦 250K):
git clone https://github.com/python-excel/xlrd -
PyPi (📥 83M / month · 📦 3.5K · ⏱️ 14.06.2025):
pip install xlrd -
Conda (📥 5.7M · ⏱️ 26.08.2025):
conda install -c conda-forge xlrd
gdown (🥈29 · ⭐ 5.3K) - Google Drive public file downloader when curl/wget fails. MIT
-
GitHub (👨💻 27 · 🔀 420 · 📦 60K):
git clone https://github.com/wkentaro/gdown -
PyPi (📥 3.7M / month · 📦 1.5K · ⏱️ 30.05.2026):
pip install gdown -
Conda (📥 560K · ⏱️ 30.05.2026):
conda install -c conda-forge gdown
xlwings (🥈29 · ⭐ 3.4K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
-
GitHub (👨💻 68 · 🔀 540 · 📦 34K):
git clone https://github.com/xlwings/xlwings -
PyPi (📥 910K / month · 📦 310 · ⏱️ 02.08.2026):
pip install xlwings -
Conda (📥 2.1M · ⏱️ 03.08.2026):
conda install -c conda-forge xlwings
textract (🥈27 · ⭐ 4.5K) - extract text from any document. no muss. no fuss. MIT
-
GitHub (👨💻 48 · 🔀 670 · 📦 4.9K):
git clone https://github.com/deanmalmgren/textract -
PyPi (📥 440K / month · 📦 92 · ⏱️ 27.04.2026):
pip install textract -
Conda (📥 140K · ⏱️ 28.04.2026):
conda install -c conda-forge textract
smart-open (🥈27 · ⭐ 3.4K) - Utils for streaming large files (S3, HDFS, GCS, SFTP, Azure Blob.. MIT
-
GitHub (👨💻 130 · 🔀 390):
git clone https://github.com/RaRe-Technologies/smart_open -
PyPi (📥 72M / month · 📦 700 · ⏱️ 15.07.2026):
pip install smart-open -
Conda (📥 5M · ⏱️ 15.07.2026):
conda install -c conda-forge smart_open
Intake (🥈27 · ⭐ 1.1K) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
-
GitHub (👨💻 95 · 🔀 150 · 📦 3.7K):
git clone https://github.com/intake/intake -
PyPi (📥 1.5M / month · 📦 230 · ⏱️ 17.06.2026):
pip install intake -
Conda (📥 930K · ⏱️ 09.03.2026):
conda install -c conda-forge intake
csvkit (🥈25 · ⭐ 6.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
-
GitHub (👨💻 120 · 🔀 670 · 📦 2K):
git clone https://github.com/wireservice/csvkit -
PyPi (📥 510K / month · 📦 49 · ⏱️ 15.12.2025):
pip install csvkit -
Conda (📥 370K · ⏱️ 26.04.2026):
conda install -c conda-forge csvkit
camelot (🥉23 · ⭐ 3.8K) - A Python library to extract tabular data from PDFs. MIT
-
GitHub (👨💻 81 · 🔀 540 · 📦 3.7K):
git clone https://github.com/camelot-dev/camelot -
PyPi (📥 3.6K / month · 📦 6 · ⏱️ 15.12.2021):
pip install camelot
snorkel (🥉22 · ⭐ 6K) - A system for quickly generating training data with weak supervision. Apache-2
-
GitHub (👨💻 81 · 🔀 850 · 📦 680):
git clone https://github.com/snorkel-team/snorkel -
PyPi (📥 51K / month · 📦 22 · ⏱️ 27.02.2024):
pip install snorkel -
Conda (📥 74K · ⏱️ 22.04.2025):
conda install -c conda-forge snorkel
img2dataset (🥉22 · ⭐ 4.2K · 💤) - Easily turn large sets of image urls to an image dataset. Can.. MIT
-
GitHub (👨💻 36 · 🔀 360 · 📦 290):
git clone https://github.com/rom1504/img2dataset -
PyPi (📥 39K / month · 📦 6 · ⏱️ 09.08.2025):
pip install img2dataset
Singer (🥉22 · ⭐ 1.3K) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
-
GitHub (👨💻 33 · 🔀 150):
git clone https://github.com/singer-io/getting-started -
PyPi (📥 490K / month · 📦 310 · ⏱️ 27.02.2026):
pip install singer-python
Upgini (🥉19 · ⭐ 360) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
-
GitHub (👨💻 14 · 🔀 26 · 📦 11):
git clone https://github.com/upgini/upgini -
PyPi (📥 12K / month · ⏱️ 04.08.2026):
pip install upgini
rows (🥉17 · ⭐ 890) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0
-
GitHub (👨💻 32 · 🔀 140 · 📦 180):
git clone https://github.com/turicas/rows -
PyPi (📥 3.9K / month · 📦 6 · ⏱️ 15.12.2021):
pip install rows
Show 14 hidden projects...
- pandas-datareader (🥈27 · ⭐ 3.2K) - Extract data from a wide range of Internet sources..
❗Unlicensed - PDFMiner (🥈25 · ⭐ 5.3K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six.
MIT - SDV (🥉24 · ⭐ 3.5K) - Synthetic data generation for tabular data.
❗Unlicensed - tabulator-py (🥉22 · ⭐ 240 · 💀) - Python library for reading and writing tabular data via streams.
MIT - pyexcel-xlsx (🥉21 · ⭐ 120 · 💀) - A wrapper library to read, manipulate and write data in xlsx..
BSD-3 - messytables (🥉20 · ⭐ 390 · 💀) - Tools for parsing messy tabular data. This is now superseded by..
MIT - deepdish (🥉20 · ⭐ 270 · 💀) - Flexible HDF5 saving/loading and other data science tools from the..
BSD-3 - excalibur (🥉18 · ⭐ 1.7K · 💀) - A web interface to extract tabular data from PDFs.
MIT - datatest (🥉18 · ⭐ 290 · 💀) - Tools for test driven data-wrangling and data validation.
Apache-2 - borb (🥉17 · ⭐ 3.6K) - pText is a library for reading, creating and manipulating PDF files..
❗Unlicensed - pdfmux (🥉14 · ⭐ 77 · 🐣) - PDF extraction that audits its own output and certifies..
MITpythonpdfmarkdown - csvs-to-sqlite (🥉13 · ⭐ 900 · 💀) - Convert CSV files into a SQLite database.
Apache-2 - Squirrel (🥉12 · ⭐ 280 · 💀) - A Python library that enables ML teams to share, load, and..
Apache-2 - Wayback-Archive (🥉4 · ⭐ 8 · 🐣) - 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 (🥇36 · ⭐ 47K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-
GitHub (👨💻 4.5K · 🔀 18K · 📦 20K):
git clone https://github.com/apache/airflow -
PyPi (📥 22M / month · 📦 930 · ⏱️ 06.07.2026):
pip install apache-airflow -
Conda (📥 2.1M · ⏱️ 11.07.2026):
conda install -c conda-forge airflow -
Docker Hub (📥 1.6B · ⭐ 630 · ⏱️ 19.07.2026):
docker pull apache/airflow
Celery (🥇36 · ⭐ 29K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
-
GitHub (👨💻 1.5K · 🔀 5.1K · 📦 190K):
git clone https://github.com/celery/celery -
PyPi (📥 58M / month · 📦 2.6K · ⏱️ 26.03.2026):
pip install celery -
Conda (📥 3M · ⏱️ 26.07.2026):
conda install -c conda-forge celery
rq (🥇33 · ⭐ 11K) - Simple job queues for Python. BSD-3
-
GitHub (👨💻 360 · 🔀 1.5K · 📦 22K):
git clone https://github.com/rq/rq -
PyPi (📥 14M / month · 📦 410 · ⏱️ 20.06.2026):
pip install rq -
Conda (📥 330K · ⏱️ 22.06.2026):
conda install -c conda-forge rq
Beam (🥇33 · ⭐ 8.6K) - Unified programming model to define and execute data processing.. Apache-2
-
GitHub (👨💻 1.9K · 🔀 4.6K · 📦 9.8K):
git clone https://github.com/apache/beam -
PyPi (📥 6.1M / month · 📦 190 · ⏱️ 08.07.2026):
pip install apache-beam -
Conda (📥 350K · ⏱️ 11.07.2026):
conda install -c conda-forge apache-beam-with-aws
joblib (🥇33 · ⭐ 4.3K) - Computing with Python functions. BSD-3
-
GitHub (👨💻 160 · 🔀 450 · 📦 740K):
git clone https://github.com/joblib/joblib -
PyPi (📥 210M / month · 📦 9.6K · ⏱️ 15.12.2025):
pip install joblib -
Conda (📥 50M · ⏱️ 15.12.2025):
conda install -c conda-forge joblib
Prefect (🥈32 · ⭐ 24K) - Prefect is a workflow orchestration framework for building resilient.. Apache-2
-
GitHub (👨💻 710 · 🔀 2.4K · 📦 8.4K):
git clone https://github.com/PrefectHQ/prefect -
PyPi (📥 13M / month · 📦 560 · ⏱️ 06.08.2026):
pip install prefect -
Conda (📥 1.2M · ⏱️ 31.07.2026):
conda install -c conda-forge prefect
Dagster (🥈32 · ⭐ 16K) - An orchestration platform for the development, production, and.. Apache-2
-
GitHub (👨💻 690 · 🔀 2.2K · 📦 4.9K):
git clone https://github.com/dagster-io/dagster -
PyPi (📥 9.8M / month · 📦 420 · ⏱️ 30.07.2026):
pip install dagster -
Conda (📥 3.2M · ⏱️ 30.07.2026):
conda install -c conda-forge dagster
luigi (🥈30 · ⭐ 19K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
-
GitHub (👨💻 640 · 🔀 2.5K · 📦 2.9K):
git clone https://github.com/spotify/luigi -
PyPi (📥 1.5M / month · 📦 180 · ⏱️ 07.05.2026):
pip install luigi -
Conda (📥 24K · 📦 3 · ⏱️ 30.07.2026):
conda install -c anaconda luigi
Great Expectations (🥈30 · ⭐ 12K) - Always know what to expect from your data. Apache-2
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GitHub (👨💻 470 · 🔀 1.8K · 📦 4):
git clone https://github.com/great-expectations/great_expectations -
PyPi (📥 27M / month · 📦 190 · ⏱️ 24.07.2026):
pip install great_expectations -
Conda (📥 1.6M · ⏱️ 24.07.2026):
conda install -c conda-forge great-expectations
dbt (🥈29 · ⭐ 14K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
-
GitHub (👨💻 460 · 🔀 2.5K · 📦 10K):
git clone https://github.com/dbt-labs/dbt-core -
PyPi (📥 130K / month · 📦 36 · ⏱️ 05.08.2026):
pip install dbt -
Conda (📥 850K · ⏱️ 22.04.2025):
conda install -c conda-forge dbt
Kedro (🥈29 · ⭐ 11K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
-
GitHub (👨💻 290 · 🔀 1K · 📦 3.3K):
git clone https://github.com/kedro-org/kedro -
PyPi (📥 860K / month · 📦 160 · ⏱️ 29.06.2026):
pip install kedro
petl (🥈28 · ⭐ 1.3K) - Python Extract Transform and Load Tables of Data. MIT
-
GitHub (👨💻 71 · 🔀 200 · 📦 4.3K):
git clone https://github.com/petl-developers/petl -
PyPi (📥 1M / month · 📦 57 · ⏱️ 05.08.2026):
pip install petl -
Conda (📥 520K · ⏱️ 05.08.2026):
conda install -c conda-forge petl
zenml (🥈27 · ⭐ 5.5K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2
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GitHub (👨💻 150 · 🔀 640 · 📦 1.5K):
git clone https://github.com/zenml-io/zenml -
PyPi (📥 210K / month · 📦 15 · ⏱️ 17.07.2026):
pip install zenml
arq (🥈27 · ⭐ 2.9K) - Job queues in python with asyncio and redis. MIT
-
GitHub (👨💻 67 · 🔀 210 · 📦 1.4K):
git clone https://github.com/samuelcolvin/arq -
PyPi (📥 4.7M / month · 📦 82 · ⏱️ 16.04.2026):
pip install arq -
Conda (📥 26K · ⏱️ 03.08.2026):
conda install -c conda-forge arq
huey (🥈26 · ⭐ 6K) - a little task queue for python. MIT
-
GitHub (👨💻 73 · 🔀 400):
git clone https://github.com/coleifer/huey -
PyPi (📥 21M / month · 📦 160 · ⏱️ 05.08.2026):
pip install huey -
Conda (📥 190K · ⏱️ 05.08.2026):
conda install -c conda-forge huey
mleap (🥈26 · ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
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GitHub (👨💻 87 · 🔀 320 · 📦 250):
git clone https://github.com/combust/mleap -
PyPi (📥 2.2M / month · 📦 11 · ⏱️ 21.07.2026):
pip install mleap -
Conda (📥 120K · ⏱️ 22.07.2026):
conda install -c conda-forge mleap
CocoIndex (🥈24 · ⭐ 6.1K · 🐣) - Data transformation framework for AI. Ultra performant, with.. Apache-2
-
GitHub (👨💻 89 · 🔀 450 · 📦 67):
git clone https://github.com/cocoindex-io/cocoindex -
PyPi (📥 68K / month · 📦 16 · ⏱️ 04.08.2026):
pip install cocoindex
TaskTiger (🥉19 · ⭐ 1.5K) - Python task queue using Redis. MIT
-
GitHub (👨💻 35 · 🔀 91 · 📦 33):
git clone https://github.com/closeio/tasktiger -
PyPi (📥 8K / month · 📦 2 · ⏱️ 11.03.2026):
pip install tasktiger
dbnd (🥉19 · ⭐ 270) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
-
GitHub (👨💻 93 · 🔀 33 · 📦 42):
git clone https://github.com/databand-ai/dbnd -
PyPi (📥 28K / month · 📦 27 · ⏱️ 05.03.2026):
pip install dbnd
riko (🥉18 · ⭐ 1.6K) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
-
GitHub (👨💻 20 · 🔀 75 · 📦 14):
git clone https://github.com/nerevu/riko -
PyPi (📥 610 / month · ⏱️ 06.08.2026):
pip install riko
pdpipe (🥉17 · ⭐ 720) - Easy pipelines for pandas DataFrames. MIT 
-
GitHub (👨💻 14 · 🔀 46 · 📦 67):
git clone https://github.com/pdpipe/pdpipe -
PyPi (📥 1.6K / month · 📦 14 · ⏱️ 06.03.2026):
pip install pdpipe -
Conda (📥 64K · ⏱️ 06.03.2026):
conda install -c conda-forge pdpipe
BatchFlow (🥉17 · ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
-
GitHub (👨💻 40 · 🔀 45 · 📦 15):
git clone https://github.com/analysiscenter/batchflow -
PyPi (📥 300 / month · ⏱️ 16.04.2026):
pip install batchflow
kale (🥉16 · ⭐ 690) - Convert JupyterNotebooks to Kubeflow Pipelines deployments. Apache-2 jupyter
-
GitHub (👨💻 29 · 🔀 160):
git clone https://github.com/kubeflow-kale/kale -
PyPi (📥 1.9K / month · ⏱️ 04.06.2026):
pip install kubeflow-kale
Show 21 hidden projects...
- mrjob (🥈24 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services.
Apache-2 - PyFunctional (🥈24 · ⭐ 2.3K · 💀) - Python library for creating data pipelines with chain..
MIT - faust (🥉23 · ⭐ 6.8K · 💀) - Python Stream Processing.
BSD-3 - Activeloop (🥉22 · ⭐ 9.2K · 💀) - Activeloop Deep Lake.
MPL-2.0 - whylogs (🥉22 · ⭐ 2.8K · 💀) - Open standard for end-to-end data and ML monitoring for any..
Apache-2 - bonobo (🥉21 · ⭐ 1.6K · 💀) - Extract Transform Load for Python 3.5+.
Apache-2 - Pypeline (🥉21 · ⭐ 1.4K · 💀) - Concurrent data pipelines in Python .
MIT - flupy (🥉21 · ⭐ 200) - Fluent data pipelines for python and your shell.
❗Unlicensed - ploomber (🥉20 · ⭐ 3.6K · 💀) - The fastest way to build data pipelines. Develop iteratively,..
Apache-2 - pysparkling (🥉19 · ⭐ 260 · 💀) - A pure Python implementation of Apache Sparks RDD and DStream..
MIT - Optimus (🥉17 · ⭐ 1.5K · 💀) - Agile Data Preparation Workflows madeeasy with Pandas,..
Apache-2spark - streamparse (🥉17 · ⭐ 1.5K · 💀) - streamparse lets you run Python code against real-time..
Apache-2 - dpark (🥉16 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python.
BSD-3spark - Databolt Flow (🥉15 · ⭐ 950 · 💀) - Python library for building highly effective data science..
MIT - mrq (🥉15 · ⭐ 880 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent.
MIT - spark-deep-learning (🥉14 · ⭐ 2K · 💀) - Deep Learning Pipelines for Apache Spark.
Apache-2spark - Mara Pipelines (🥉13 · ⭐ 2.1K · 💀) - A lightweight opinionated ETL framework, halfway between..
MIT - Botflow (🥉13 · ⭐ 740 · 💀) - Python Fast Data driven programming framework for Data pipeline..
BSD-3 - bodywork-core (🥉12 · ⭐ 430 · 💀) - ML pipeline orchestration and model deployments on..
❗️AGPL-3.0 - datajob (🥉11 · ⭐ 100 · 💀) - Build and deploy a serverless data pipeline on AWS with no effort.
Apache-2 - RasgoQL (🥉10 · ⭐ 270 · 💀) - Write python locally, execute SQL in your data warehouse.
❗️AGPL-3.0
File Formats
PyYAML (🥇33 · ⭐ 2.9K) - Canonical source repository for PyYAML. MIT
-
GitHub (👨💻 40 · 🔀 570 · 📦 1.8M):
git clone https://github.com/yaml/pyyaml -
PyPi (📥 1.2B / month · 📦 55K · ⏱️ 25.09.2025):
pip install pyyaml -
Conda (📥 90M · ⏱️ 04.02.2026):
conda install -c conda-forge pyyaml
XlsxWriter (🥉30 · ⭐ 3.9K) - A Python module for creating Excel XLSX files. BSD-2
-
GitHub (👨💻 58 · 🔀 660 · 📦 110K):
git clone https://github.com/jmcnamara/XlsxWriter -
PyPi (📥 110M / month · 📦 470 · ⏱️ 16.09.2025):
pip install xlsxwriter -
Conda (📥 5.1M · ⏱️ 12.10.2025):
conda install -c conda-forge xlsxwriter
jmespath (🥉28 · ⭐ 2.4K) - JMESPath is a query language for JSON. MIT
-
GitHub (👨💻 32 · 🔀 190):
git clone https://github.com/jmespath/jmespath.py -
PyPi (📥 640M / month · 📦 2K · ⏱️ 22.01.2026):
pip install jmespath -
Conda (📥 34M · ⏱️ 23.01.2026):
conda install -c conda-forge jmespath
Code Inspection
deepdiff (🥇29 · ⭐ 2.5K) - Deep Difference and Search of any Python object/data. Recreate objects.. MIT
-
GitHub (👨💻 110 · 🔀 270 · 📦 22K):
git clone https://github.com/seperman/deepdiff -
PyPi (📥 81M / month · 📦 1.5K · ⏱️ 15.05.2026):
pip install deepdiff -
Conda (📥 940K · ⏱️ 16.05.2026):
conda install -c conda-forge deepdiff
Show 3 hidden projects...
- typing_inspect (🥈24 · ⭐ 370 · 💀) - Runtime inspection utilities for Python typing module.
MIT - importlib-resources (🥈24 · ⭐ 72) - Backport of the importlib.resources module.
❗Unlicensed - entrypoints (🥉22 · ⭐ 74 · 💀) - Discover and load entry points from installed packages.
MIT
General Utilities
attrs (🥇34 · ⭐ 5.8K) - Python Classes Without Boilerplate. MIT
-
GitHub (👨💻 190 · 🔀 420 · 📦 1.5M):
git clone https://github.com/python-attrs/attrs -
PyPi (📥 920M / month · 📦 11K · ⏱️ 19.03.2026):
pip install attrs -
Conda (📥 73M · ⏱️ 19.03.2026):
conda install -c conda-forge attrs
tenacity (🥇33 · ⭐ 8.6K) - Retrying library for Python. Apache-2
-
GitHub (👨💻 120 · 🔀 320 · 📦 410K):
git clone https://github.com/jd/tenacity -
PyPi (📥 430M / month · 📦 6.3K · ⏱️ 07.02.2026):
pip install tenacity -
Conda (📥 15M · ⏱️ 08.02.2026):
conda install -c conda-forge tenacity
more-itertools (🥇33 · ⭐ 4.1K) - More routines for operating on iterables, beyond itertools. MIT
-
GitHub (👨💻 150 · 🔀 320 · 📦 300K):
git clone https://github.com/more-itertools/more-itertools -
PyPi (📥 350M / month · 📦 5K · ⏱️ 22.05.2026):
pip install more-itertools -
Conda (📥 35M · ⏱️ 22.05.2026):
conda install -c conda-forge more-itertools
boltons (🥈30 · ⭐ 6.9K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
-
GitHub (👨💻 110 · 🔀 400 · 📦 12K):
git clone https://github.com/mahmoud/boltons -
PyPi (📥 26M / month · 📦 460 · ⏱️ 17.07.2026):
pip install boltons -
Conda (📥 16M · ⏱️ 22.07.2026):
conda install -c conda-forge boltons
python-dependency-injector (🥈29 · ⭐ 4.9K) - Dependency injection framework for Python. BSD-3
-
GitHub (👨💻 49 · 🔀 350 · 📦 5.8K):
git clone https://github.com/ets-labs/python-dependency-injector -
PyPi (📥 8.2M / month · 📦 420 · ⏱️ 18.06.2026):
pip install dependency-injector -
Conda (📥 140K · ⏱️ 19.06.2026):
conda install -c conda-forge dependency_injector
returns (🥉27 · ⭐ 4.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2
-
GitHub (👨💻 74 · 🔀 150 · 📦 1K):
git clone https://github.com/dry-python/returns -
PyPi (📥 1.2M / month · 📦 240 · ⏱️ 02.08.2026):
pip install returns -
Conda (📥 88K · ⏱️ 03.08.2026):
conda install -c conda-forge returns
retrying (🥉26 · ⭐ 1.9K · 💤) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
-
GitHub (👨💻 15 · 🔀 160):
git clone https://github.com/rholder/retrying -
PyPi (📥 38M / month · 📦 1.1K · ⏱️ 03.08.2025):
pip install retrying -
Conda (📥 3.3M · ⏱️ 03.08.2025):
conda install -c conda-forge retrying
natsort (🥉23 · ⭐ 910 · 📉) - Simple yet flexible natural sorting in Python. MIT
-
GitHub (👨💻 25 · 🔀 52 · 📦 50K):
git clone https://github.com/SethMMorton/natsort -
PyPi (📦 1.5K · ⏱️ 20.06.2023):
pip install natsort -
Conda (📥 3M · ⏱️ 12.02.2026):
conda install -c conda-forge natsort
ubelt (🥉21 · ⭐ 740) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
-
GitHub (👨💻 6 · 🔀 51):
git clone https://github.com/Erotemic/ubelt -
PyPi (📥 63K / month · 📦 140 · ⏱️ 31.07.2026):
pip install ubelt -
Conda (📥 440K · ⏱️ 31.07.2026):
conda install -c conda-forge ubelt
Show 6 hidden projects...
- toolz (🥈28 · ⭐ 5.1K · 💤) - A functional standard library for Python.
❗Unlicensed - funcy (🥉26 · ⭐ 3.3K · 💀) - A fancy and practical functional tools.
BSD-3 - ratelimit (🥉25 · ⭐ 760 · 💀) - API Rate Limit Decorator.
MIT - pampy (🥉21 · ⭐ 3.5K · 💀) - Pampy: The Pattern Matching for Python you always dreamed of.
MIT - CommonRegex (🥉21 · ⭐ 1.6K · 💀) - A collection of common regular expressions bundled with an easy..
MIT - pinject (🥉19 · ⭐ 1.3K · 💀) - A pythonic dependency injection library.
Apache-2
Python Implementations
cpython (🥇34 · ⭐ 74K) - The Python programming language. MIT
-
GitHub (👨💻 4K · 🔀 35K · 📦 630K):
git clone https://github.com/python/cpython -
PyPi (📥 14 / month · 📦 21 · ⏱️ 22.07.2020):
pip install cpython -
Conda (📥 4.4M · ⏱️ 22.04.2025):
conda install -c conda-forge typing -
npm (📦 6 · ⏱️ 03.08.2017):
npm install @buckpkg/python
micropython (🥈20 · ⭐ 22K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
-
GitHub (👨💻 760 · 🔀 8.8K · 📦 18):
git clone https://github.com/micropython/micropython -
PyPi (⏱️ 10.10.2016):
pip install micropython-_markupbase
Show 4 hidden projects...
- grumpy (🥈18 · ⭐ 10K · 💀) - Grumpy is a Python to Go source code transcompiler and runtime.
Apache-2 - pyston (🥉12 · ⭐ 2.5K · 💀) - (No longer maintained) A faster and highly-compatible..
Apache-2 - stackless (🥉9 · ⭐ 620 · 💀) - The Stackless Python programming language.
❗Unlicensed - cl-python (🥉7 · ⭐ 240 · 💀) - An implementation of Python in Common Lisp.
❗Unlicensed
Others
Pygments (🥇35 · ⭐ 2.2K) - Pygments is a generic syntax highlighter written in Python. BSD-2
-
GitHub (👨💻 950 · 🔀 840 · 📦 1.2M):
git clone https://github.com/pygments/pygments -
PyPi (📥 1.2B / month · 📦 11K · ⏱️ 29.03.2026):
pip install pygments -
Conda (📥 68M · ⏱️ 29.03.2026):
conda install -c conda-forge pygments
wrapt (🥇34 · ⭐ 2.3K) - A Python module for decorators, wrappers and monkey patching. BSD-2
-
GitHub (👨💻 40 · 🔀 250 · 📦 630K):
git clone https://github.com/GrahamDumpleton/wrapt -
PyPi (📥 490M / month · 📦 3.4K · ⏱️ 06.08.2026):
pip install wrapt -
Conda (📥 39M · ⏱️ 30.07.2026):
conda install -c conda-forge wrapt
cookiecutter (🥇32 · ⭐ 25K) - A cross-platform command-line utility that creates projects from.. BSD-3
-
GitHub (👨💻 330 · 🔀 2.2K · 📦 38K):
git clone https://github.com/cookiecutter/cookiecutter -
PyPi (📥 10M / month · 📦 1.2K · ⏱️ 04.03.2026):
pip install cookiecutter -
Conda (📥 2.2M · ⏱️ 04.03.2026):
conda install -c conda-forge cookiecutter
pyparsing (🥇32 · ⭐ 2.4K · 💤) - Python library for creating PEG parsers. MIT
-
GitHub (👨💻 83 · 🔀 300 · 📦 1.3M):
git clone https://github.com/pyparsing/pyparsing -
PyPi (📥 410M / month · 📦 6.3K · ⏱️ 21.01.2026):
pip install pyparsing -
Conda (📥 75M · ⏱️ 21.01.2026):
conda install -c conda-forge pyparsing
pluggy (🥈31 · ⭐ 1.6K) - A minimalist production ready plugin system. MIT
-
GitHub (👨💻 61 · 🔀 150 · 📦 820K):
git clone https://github.com/pytest-dev/pluggy -
PyPi (📥 1.3B / month · 📦 2.6K · ⏱️ 15.05.2025):
pip install pluggy -
Conda (📥 56M · ⏱️ 05.12.2025):
conda install -c conda-forge pluggy
decorator (🥈31 · ⭐ 910) - Decorators for Humans. BSD-2
-
GitHub (👨💻 33 · 🔀 120 · 📦 770K):
git clone https://github.com/micheles/decorator -
PyPi (📥 230M / month · 📦 2.9K · ⏱️ 18.05.2026):
pip install decorator -
Conda (📥 50M · ⏱️ 18.05.2026):
conda install -c conda-forge decorator
diagrams (🥈29 · ⭐ 42K) - Diagram as Code for prototyping cloud system architectures. MIT
-
GitHub (👨💻 180 · 🔀 2.7K · 📦 2.5K):
git clone https://github.com/mingrammer/diagrams -
PyPi (📥 7.1M / month · 📦 140 · ⏱️ 22.11.2025):
pip install diagrams -
Conda (📥 360K · ⏱️ 24.11.2025):
conda install -c conda-forge diagrams
fastcore (🥈29 · ⭐ 1.1K) - Python supercharged for fastai development. Apache-2
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GitHub (👨💻 84 · 🔀 290 · 📦 13K):
git clone https://github.com/fastai/fastcore -
PyPi (📥 55M / month · 📦 1.2K · ⏱️ 06.08.2026):
pip install fastcore -
Conda (📥 340K · ⏱️ 05.08.2026):
conda install -c conda-forge fastcore
keyboard (🥉27 · ⭐ 3.8K · 💤) - Hook and simulate global keyboard events on Windows and Linux. MIT
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GitHub (👨💻 41 · 🔀 430 · 📦 27K):
git clone https://github.com/boppreh/keyboard -
PyPi (📥 960K / month · 📦 720 · ⏱️ 23.03.2020):
pip install keyboard -
Conda (📥 82K · ⏱️ 03.11.2025):
conda install -c conda-forge keyboard
Copier (🥉27 · ⭐ 3.5K) - Library and command-line utility for rendering projects templates. MIT
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GitHub (👨💻 130 · 🔀 270 · 📦 2K):
git clone https://github.com/copier-org/copier -
PyPi (📥 2.5M / month · 📦 400 · ⏱️ 04.08.2026):
pip install copier
Send2Trash (🥉27 · ⭐ 300) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3
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GitHub (👨💻 20 · 🔀 47 · 📦 320K):
git clone https://github.com/arsenetar/send2trash -
PyPi (📥 44M / month · 📦 710 · ⏱️ 14.01.2026):
pip install send2trash -
Conda (📥 22M · ⏱️ 12.02.2026):
conda install -c conda-forge send2trash
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GitHub (👨💻 31 · 🔀 110 · 📦 13K):
git clone https://github.com/BoboTiG/python-mss -
PyPi (📥 3.1M / month · 📦 650 · ⏱️ 23.04.2026):
pip install mss -
Conda (📥 99K · ⏱️ 23.04.2026):
conda install -c conda-forge python-mss
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GitHub (👨💻 59 · 🔀 190):
git clone https://github.com/pyscaffold/pyscaffold -
PyPi (📥 2.2M / month · 📦 46 · ⏱️ 23.09.2024):
pip install pyscaffold -
Conda (📥 780K · ⏱️ 22.04.2025):
conda install -c conda-forge pyscaffold
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GitHub (👨💻 12 · 🔀 20 · 📦 66K):
git clone https://github.com/explosion/catalogue -
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pip install catalogue -
Conda (📥 2.3M · ⏱️ 27.08.2025):
conda install -c conda-forge catalogue
Show 7 hidden projects...
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❗Unlicensed - py4j (🥉28 · ⭐ 1.3K · 💀) - Enables Python programs to dynamically access arbitrary Java objects.
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MIT - pyscreenshot (🥉23 · ⭐ 500 · 💀) - Python screenshot library, replacement for the Pillow..
BSD-2 - pluginbase (🥉22 · ⭐ 1.1K · 💀) - A simple but flexible plugin system for Python.
BSD-3 - powerline-shell (🥉21 · ⭐ 5.9K · 💀) - A beautiful and useful prompt for your shell.
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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
Repo liên quan
A collection of inspiring lists, manuals, cheatsheets, blogs, hacks, one-liners, cli/web tools and more.
yt-dlp is a Python command-line downloader that pulls audio and video from thousands of sites and hands post-processing off to ffmpeg. It's a fork of youtube-dl built for people who want fast fixes when a site breaks, not a polished app.
A curated list of awesome C++ (or C) frameworks, libraries, resources, and shiny things. Inspired by awesome-... stuff.
Coding articles to level up your development skills
Trả lời nhanh
Cùng nhóm Developer Tools còn repo nào?
lukasmasuch/best-of-python thuộc nhóm Developer Tools trên TopGit, cùng 16 topic GitHub. Trang Trending và Topics liệt kê các repo cùng số sao và cùng ngôn ngữ để so sánh.
Đọc thêm về lukasmasuch/best-of-python ở đâu?
Trang TopGit này là một snapshot — tab "Readme" hiển thị nguyên văn README của repo (đã bỏ link, giữ ảnh). Repo GitHub ở github.com/lukasmasuch/best-of-python là nguồn chính thức.
lukasmasuch/best-of-python có bao nhiêu sao?
lukasmasuch/best-of-python có 4.6k sao GitHub — tải lại trang để xem số mới nhất, hoặc xem trực tiếp github.com/lukasmasuch/best-of-python. TopGit phản chiếu số sao của GitHub nhưng không cam kết đến từng phút.
lukasmasuch/best-of-python có những chủ đề gì?
GitHub topics của lukasmasuch/best-of-python: "awesome", "awesome-list", "best-of", "best-of-list", "cli", "collections", "data-structures", "library", "pypi", "python", "python-framework", "python-libraries", "python-library", "python-utilities", "utilities", "utility-library". TopGit xếp repo vào nhóm Developer Tools.
lukasmasuch/best-of-python có phải mã nguồn mở không?
Có — lukasmasuch/best-of-python phát hành theo license CC-BY-SA-4.0, nghĩa là mã nguồn mở để đọc, fork và (tùy license) tái sử dụng. Mã: github.com/lukasmasuch/best-of-python.
lukasmasuch/best-of-python có trang demo không?
Dự án có trang chủ ở https://python.best-of.org. Tab "Readme" ở trang này thường có ảnh chụp và hướng dẫn bắt đầu nhanh.
lukasmasuch/best-of-python còn đang phát triển không?
Commit gần nhất trên lukasmasuch/best-of-python là 11 ngày trước (theo timestamp GitHub). Repo có 340 fork — một chỉ báo về mức độ quan tâm của cộng đồng.
Đọc đầy đủ README ở tab phía trên.