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!
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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](https://github.com/protocolbuffers/protobuf) (👨💻 1.5K · 🔀 16K · 📦 1M):
- [PyPi](https://pypi.org/project/protobuf) (📥 900M / month · 📦 13K · ⏱️ 20.08.2026):
- [Conda](https://anaconda.org/conda-forge/protobuf) (📥 35M · ⏱️ 13.06.2026):
- [npm](https://www.npmjs.com/package/google-protobuf) (📥 25M / month · 📦 3.8K · ⏱️ 24.02.2026):
flatbuffers (🥇34 · ⭐ 26K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
- [GitHub](https://github.com/google/flatbuffers) (👨💻 780 · 🔀 3.6K · 📦 200K):
- [PyPi](https://pypi.org/project/flatbuffers) (📥 100M / month · 📦 700 · ⏱️ 19.12.2025):
- [Conda](https://anaconda.org/conda-forge/flatbuffers) (📥 2.4M · ⏱️ 22.12.2025):
- [npm](https://www.npmjs.com/package/flatbuffers) (📥 36M / month · 📦 290 · ⏱️ 24.09.2025):
orjson (🥇34 · ⭐ 8.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
- [GitHub](https://github.com/ijl/orjson) (👨💻 24 · 🔀 320 · 📦 220K):
- [PyPi](https://pypi.org/project/orjson) (📥 240M / month · 📦 7.3K · ⏱️ 14.08.2026):
- [Conda](https://anaconda.org/conda-forge/orjson) (📥 7M · ⏱️ 16.08.2026):
marshmallow (🥈33 · ⭐ 7.2K) - A lightweight library for converting complex objects to and from.. MIT
- [GitHub](https://github.com/marshmallow-code/marshmallow) (👨💻 230 · 🔀 720 · 📦 230K):
- [PyPi](https://pypi.org/project/marshmallow) (📥 120M / month · 📦 2.9K · ⏱️ 08.08.2026):
- [Conda](https://anaconda.org/conda-forge/marshmallow) (📥 4.5M · ⏱️ 09.08.2026):
dill (🥈32 · ⭐ 2.4K) - serialize all of Python. BSD-3
- [GitHub](https://github.com/uqfoundation/dill) (👨💻 51 · 🔀 190 · 📦 250K):
- [PyPi](https://pypi.org/project/dill) (📥 230M / month · 📦 4.2K · ⏱️ 19.01.2026):
- [Conda](https://anaconda.org/conda-forge/dill) (📥 20M · ⏱️ 19.01.2026):
simplejson (🥈32 · ⭐ 1.7K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
- [GitHub](https://github.com/simplejson/simplejson) (👨💻 52 · 🔀 360 · 📦 150K):
- [PyPi](https://pypi.org/project/simplejson) (📥 59M / month · 📦 3K · ⏱️ 27.08.2026):
- [Conda](https://anaconda.org/conda-forge/simplejson) (📥 5.5M · ⏱️ 27.08.2026):
cloudpickle (🥈31 · ⭐ 1.9K) - Extended pickling support for Python objects. BSD-3
- [GitHub](https://github.com/cloudpipe/cloudpickle) (👨💻 80 · 🔀 190 · 📦 170K):
- [PyPi](https://pypi.org/project/cloudpickle) (📥 150M / month · 📦 2.3K · ⏱️ 03.11.2025):
- [Conda](https://anaconda.org/conda-forge/cloudpickle) (📥 37M · ⏱️ 09.12.2025):
pyasn1 (🥈31 · ⭐ 240) - Generic ASN.1 library for Python. BSD-2
- [GitHub](https://github.com/etingof/pyasn1) (👨💻 16 · 🔀 120 · 📦 710K):
- [PyPi](https://pypi.org/project/pyasn1) (📥 570M / month · 📦 2.4K · ⏱️ 09.07.2026):
- [Conda](https://anaconda.org/conda-forge/pyasn1) (📥 23M · ⏱️ 09.07.2026):
jsonpickle (🥉29 · ⭐ 1.3K) - Python library for serializing any arbitrary object graph into.. BSD-3
- [GitHub](https://github.com/jsonpickle/jsonpickle) (👨💻 90 · 🔀 180 · 📦 51K):
- [PyPi](https://pypi.org/project/jsonpickle) (📥 20M / month · 📦 1.6K · ⏱️ 28.05.2026):
- [Conda](https://anaconda.org/conda-forge/jsonpickle) (📥 2.5M · ⏱️ 28.05.2026):
python-rapidjson (🥉26 · ⭐ 530) - Python wrapper around rapidjson. MIT
- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (👨💻 26 · 🔀 53 · 📦 8.1K):
- [PyPi](https://pypi.org/project/python-rapidjson) (📥 4.5M / month · 📦 270 · ⏱️ 07.12.2025):
- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (📥 4.8M · ⏱️ 03.02.2026):
srsly (🥉26 · ⭐ 480) - Modern high-performance serialization utilities for Python (JSON,.. MIT
- [GitHub](https://github.com/explosion/srsly) (👨💻 16 · 🔀 37 · 📦 70K):
- [PyPi](https://pypi.org/project/srsly) (📥 24M / month · 📦 270 · ⏱️ 23.03.2026):
- [Conda](https://anaconda.org/conda-forge/srsly) (📥 2.7M · ⏱️ 24.03.2026):
rtoml (🥉22 · ⭐ 380 · 💤) - A fast TOML library for python implemented in rust. MIT
- [GitHub](https://github.com/samuelcolvin/rtoml) (👨💻 16 · 🔀 30 · 📦 970):
- [PyPi](https://pypi.org/project/rtoml) (📥 940K / month · 📦 160 · ⏱️ 19.10.2025):
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 (🥉21 · ⭐ 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](https://github.com/pandas-dev/pandas) (👨💻 4.3K · 🔀 20K · 📦 2.9M):
- [PyPi](https://pypi.org/project/pandas) (📥 780M / month · 📦 130K · ⏱️ 22.07.2026):
- [Conda](https://anaconda.org/conda-forge/pandas) (📥 93M · ⏱️ 28.07.2026):
polars (🥇34 · ⭐ 39K) - Extremely fast Query Engine for DataFrames, written in Rust. MIT
- [GitHub](https://github.com/pola-rs/polars) (👨💻 760 · 🔀 3.1K · 📦 36K):
- [PyPi](https://pypi.org/project/polars) (📥 77M / month · 📦 7.8K · ⏱️ 26.08.2026):
h5py (🥇34 · ⭐ 2.2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
- [GitHub](https://github.com/h5py/h5py) (👨💻 220 · 🔀 560 · 📦 360K):
- [PyPi](https://pypi.org/project/h5py) (📥 42M / month · 📦 11K · ⏱️ 06.03.2026):
- [Conda](https://anaconda.org/conda-forge/h5py) (📥 29M · ⏱️ 26.08.2026):
xarray (🥈32 · ⭐ 4.2K) - N-D labeled arrays and datasets in Python. Apache-2
- [GitHub](https://github.com/pydata/xarray) (👨💻 630 · 🔀 1.3K · 📦 46K):
- [PyPi](https://pypi.org/project/xarray) (📥 18M / month · 📦 6.3K · ⏱️ 09.07.2026):
- [Conda](https://anaconda.org/conda-forge/xarray) (📥 17M · ⏱️ 09.07.2026):
numexpr (🥈31 · ⭐ 2.5K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
- [GitHub](https://github.com/pydata/numexpr) (👨💻 90 · 🔀 230 · 📦 100K):
- [PyPi](https://pypi.org/project/numexpr) (📥 16M / month · 📦 1.3K · ⏱️ 18.07.2026):
- [Conda](https://anaconda.org/conda-forge/numexpr) (📥 14M · ⏱️ 18.07.2026):
zarr (🥈30 · ⭐ 2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
- [GitHub](https://github.com/zarr-developers/zarr-python) (👨💻 180 · 🔀 440 · 📦 9K):
- [PyPi](https://pypi.org/project/zarr) (📥 7M / month · 📦 2.5K · ⏱️ 30.07.2026):
- [Conda](https://anaconda.org/conda-forge/zarr) (📥 6.4M · ⏱️ 31.07.2026):
TinyDB (🥈29 · ⭐ 7.5K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
- [GitHub](https://github.com/msiemens/tinydb) (👨💻 100 · 🔀 620 · 📦 16K):
- [PyPi](https://pypi.org/project/tinydb) (📥 4.6M / month · 📦 910 · ⏱️ 06.08.2026):
- [Conda](https://anaconda.org/conda-forge/tinydb) (📥 1M · ⏱️ 22.04.2025):
datasketch (🥈28 · ⭐ 2.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
- [GitHub](https://github.com/ekzhu/datasketch) (👨💻 39 · 🔀 320 · 📦 2.6K):
- [PyPi](https://pypi.org/project/datasketch) (📥 6.4M / month · 📦 220 · ⏱️ 05.07.2026):
PyTables (🥈28 · ⭐ 1.4K) - A Python package to manage extremely large amounts of data. BSD-3
- [GitHub](https://github.com/PyTables/PyTables) (👨💻 150 · 🔀 280):
- [PyPi](https://pypi.org/project/tables) (📥 3.2M / month · 📦 1.8K · ⏱️ 01.03.2026):
- [Conda](https://anaconda.org/conda-forge/pytables) (📥 13M · ⏱️ 25.07.2026):
Bottleneck (🥈28 · ⭐ 1.2K) - Fast NumPy array functions written in C. BSD-2
- [GitHub](https://github.com/pydata/bottleneck) (👨💻 42 · 🔀 120 · 📦 60K):
- [PyPi](https://pypi.org/project/Bottleneck) (📥 10M / month · 📦 780 · ⏱️ 25.07.2026):
- [Conda](https://anaconda.org/conda-forge/bottleneck) (📥 7.5M · ⏱️ 10.11.2025):
Modin (🥈26 · ⭐ 10K · 💤) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2
- [GitHub](https://github.com/modin-project/modin) (👨💻 140 · 🔀 660 · 📦 2.3K):
- [PyPi](https://pypi.org/project/modin) (📥 1.5M / month · 📦 66 · ⏱️ 02.10.2025):
- [Conda](https://anaconda.org/conda-forge/modin-core) (📥 1M · ⏱️ 22.04.2025):
Vaex (🥉24 · ⭐ 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
- [GitHub](https://github.com/vaexio/vaex) (👨💻 76 · 🔀 600 · 📦 1K):
- [PyPi](https://pypi.org/project/vaex) (📥 20K / month · 📦 68 · ⏱️ 03.02.2026):
- [Conda](https://anaconda.org/conda-forge/vaex) (📥 640K · ⏱️ 22.04.2025):
pickleDB (🥉20 · ⭐ 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):
- [PyPi](https://pypi.org/project/pickledb) (📥 27K / month · 📦 8 · ⏱️ 05.01.2026):
StaticFrame (🥉19 · ⭐ 480) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
- [GitHub]() (👨💻 30 · 🔀 38 · 📦 33):
- [PyPi](https://pypi.org/project/static-frame) (📥 9.3K / month · 📦 6 · ⏱️ 11.08.2026):
- [Conda](https://anaconda.org/conda-forge/static-frame) (📥 650K · ⏱️ 07.07.2026):
Show 17 hidden projects...
- numpy (🥇38 · ⭐ 33K) - The fundamental package for scientific computing with Python.❗Unlicensed
- pandera (🥈27 · ⭐ 4.4K) - A light-weight and flexible data validation and testing.. ❗Unlicensed Apache-2 spark BSD-3
- docarray (🥉24 · ⭐ 3.1K · 💀) - The data structure for multimodal data. Apache-2
- sklearn-pandas (🥉24 · ⭐ 2.8K · 💀) - Pandas integration with sklearn. ❗️Zlib sklearn MIT BSD-3 jupyter
- pandasql (🥉22 · ⭐ 1.3K · 💀) - sqldf for pandas. MIT 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 MIT MIT 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](https://github.com/tobgu/pyrsistent) (👨💻 78 · 🔀 160 · 📦 370K):
- [PyPi](https://pypi.org/project/pyrsistent) (📥 38M / month · 📦 1K · ⏱️ 25.10.2023):
- [Conda](https://anaconda.org/conda-forge/pyrsistent) (📥 22M · ⏱️ 04.10.2025):
bidict (🥇30 · ⭐ 1.6K) - The bidirectional mapping library for Python. MPL-2.0
- [GitHub](https://github.com/jab/bidict) (👨💻 26 · 🔀 69 · 📦 45K):
- [PyPi](https://pypi.org/project/bidict) (📥 31M / month · 📦 690 · ⏱️ 25.08.2026):
- [Conda](https://anaconda.org/conda-forge/bidict) (📥 930K · ⏱️ 26.08.2026):
glom (🥈28 · ⭐ 2.2K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
- [GitHub](https://github.com/mahmoud/glom) (👨💻 24 · 🔀 77 · 📦 3.6K):
- [PyPi](https://pypi.org/project/glom) (📥 25M / month · 📦 250 · ⏱️ 29.12.2025):
- [Conda](https://anaconda.org/conda-forge/glom) (📥 68K · ⏱️ 29.12.2025):
addict (🥈27 · ⭐ 2.5K) - The Python Dict thats better than heroin. MIT
- [GitHub](https://github.com/mewwts/addict) (👨💻 34 · 🔀 130 · 📦 18K):
- [PyPi](https://pypi.org/project/addict) (📥 7.9M / month · 📦 450 · ⏱️ 21.11.2020):
- [Conda](https://anaconda.org/conda-forge/addict) (📥 1.1M · ⏱️ 02.12.2025):
anytree (🥉26 · ⭐ 1K) - Python tree data library. Apache-2
- [GitHub](https://github.com/c0fec0de/anytree) (👨💻 30 · 🔀 140 · 📦 24K):
- [PyPi](https://pypi.org/project/anytree) (📥 6.7M / month · 📦 580 · ⏱️ 08.04.2025):
- [Conda](https://anaconda.org/conda-forge/anytree) (📥 100K · ⏱️ 25.04.2026):
multidict (🥉26 · ⭐ 480) - The multidict implementation. Apache-2
- [GitHub](https://github.com/aio-libs/multidict) (👨💻 65 · 🔀 120):
- [PyPi](https://pypi.org/project/multidict) (📥 620M / month · 📦 2.1K · ⏱️ 26.01.2026):
- [Conda](https://anaconda.org/conda-forge/multidict) (📥 28M · ⏱️ 20.02.2026):
python-benedict (🥉25 · ⭐ 1.6K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
- [GitHub](https://github.com/fabiocaccamo/python-benedict) (👨💻 18 · 🔀 49 · 📦 2K):
- [PyPi](https://pypi.org/project/python-benedict) (📥 1.1M / month · 📦 110 · ⏱️ 07.07.2026):
- [Conda](https://anaconda.org/conda-forge/python-benedict) (📥 280K · ⏱️ 22.04.2025):
immutables (🥉23 · ⭐ 1.2K · 💤) - A high-performance immutable mapping type for Python. Apache-2
- [GitHub](https://github.com/MagicStack/immutables) (👨💻 17 · 🔀 59 · 📦 8K):
- [PyPi](https://pypi.org/project/immutables) (📥 2.4M / month · 📦 140 · ⏱️ 10.10.2024):
- [Conda](https://anaconda.org/conda-forge/immutables) (📥 1.9M · ⏱️ 12.09.2025):
janus (🥉23 · ⭐ 960) - Thread-safe asyncio-aware queue for Python. Apache-2
- [GitHub](https://github.com/aio-libs/janus) (👨💻 30 · 🔀 54):
- [PyPi](https://pypi.org/project/janus) (📥 5.4M / month · 📦 130 · ⏱️ 13.12.2024):
- [Conda](https://anaconda.org/conda-forge/janus) (📥 140K · ⏱️ 22.04.2025):
python-box (🥉22 · ⭐ 2.8K) - Python dictionaries with advanced dot notation access. MIT
- [GitHub](https://github.com/cdgriffith/Box) (👨💻 1 · 🔀 120):
- [PyPi](https://pypi.org/project/python-box) (📥 6.6M / month · 📦 590 · ⏱️ 21.02.2026):
- [Conda](https://anaconda.org/conda-forge/python-box) (📥 1.2M · ⏱️ 29.04.2026):
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 (🥉14 · ⭐ 91 · 💀) - A JSON-friendly data structure which allows both object attributes.. MIT
Data Validation¤
pydantic (🥇36 · ⭐ 28K) - Data validation using Python type hints. MIT
- [GitHub]() (👨💻 800 · 🔀 2.8K · 📦 1M):
- [PyPi](https://pypi.org/project/pydantic) (📥 1.2B / month · 📦 99K · ⏱️ 06.08.2026):
- [Conda](https://anaconda.org/conda-forge/pydantic) (📥 29M · ⏱️ 06.05.2026):
jsonschema (🥇32 · ⭐ 5K) - An implementation of JSON Schema validation for Python. MIT
- [GitHub]() (👨💻 120 · 🔀 630 · 📦 860K):
- [PyPi](https://pypi.org/project/jsonschema) (📥 630M / month · 📦 9.6K · ⏱️ 07.01.2026):
- [Conda](https://anaconda.org/conda-forge/jsonschema) (📥 51M · ⏱️ 24.08.2026):
schema (🥈30 · ⭐ 2.9K) - Schema validation just got Pythonic. MIT
- [GitHub](https://github.com/keleshev/schema) (👨💻 75 · 🔀 220 · 📦 17K):
- [PyPi](https://pypi.org/project/schema) (📥 27M / month · 📦 890 · ⏱️ 11.10.2025):
- [Conda](https://anaconda.org/conda-forge/schema) (📥 710K · ⏱️ 20.07.2026):
cerberus (🥈29 · ⭐ 3.3K) - Lightweight, extensible data validation library for Python. ISC
- [GitHub](https://github.com/pyeve/cerberus) (👨💻 67 · 🔀 240 · 📦 18K):
- [PyPi](https://pypi.org/project/cerberus) (📥 6.1M / month · 📦 770 · ⏱️ 06.11.2025):
- [Conda](https://anaconda.org/conda-forge/cerberus) (📥 880K · ⏱️ 17.07.2026):
voluptuous (🥈28 · ⭐ 1.8K · 💤) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python.. BSD-3
- [GitHub](https://github.com/alecthomas/voluptuous) (👨💻 110 · 🔀 220 · 📦 21K):
- [PyPi](https://pypi.org/project/voluptuous) (📥 7.9M / month · 📦 620 · ⏱️ 18.12.2025):
- [Conda](https://anaconda.org/conda-forge/voluptuous) (📥 1M · ⏱️ 19.12.2025):
python-email-validator (🥉27 · ⭐ 1.3K · 💤) - A robust email syntax and deliverability validation.. Unlicense
- [GitHub](https://github.com/JoshData/python-email-validator) (👨💻 28 · 🔀 120):
- [PyPi](https://pypi.org/project/email-validator) (📥 250M / month · 📦 1.2K · ⏱️ 26.08.2025):
- [Conda](https://anaconda.org/conda-forge/email-validator) (📥 3.5M · ⏱️ 26.08.2025):
param (🥉27 · ⭐ 520) - Declarative parameters for robust Python classes and a rich API for.. BSD-3
- [GitHub](https://github.com/holoviz/param) (👨💻 49 · 🔀 86 · 📦 18K):
- [PyPi](https://pypi.org/project/param) (📥 2.5M / month · 📦 250 · ⏱️ 25.08.2026):
- [Conda](https://anaconda.org/conda-forge/param) (📥 3M · ⏱️ 16.06.2026):
strictyaml (🥉26 · ⭐ 1.6K · 💤) - Type-safe YAML parser and validator. MIT
- [GitHub](https://github.com/crdoconnor/strictyaml) (👨💻 20 · 🔀 65 · 📦 6.1K):
- [PyPi](https://pypi.org/project/strictyaml) (📥 29M / month · 📦 400 · ⏱️ 10.03.2023):
- [Conda](https://anaconda.org/conda-forge/strictyaml) (📥 690K · ⏱️ 16.08.2025):
dirty-equals (🥉23 · ⭐ 1K · 💤) - Doing dirty (but extremely useful) things with equals. MIT
- [GitHub](https://github.com/samuelcolvin/dirty-equals) (👨💻 21 · 🔀 48 · 📦 1.1K):
- [PyPi](https://pypi.org/project/dirty-equals) (📥 2.9M / month · 📦 100 · ⏱️ 17.11.2025):
- [Conda](https://anaconda.org/conda-forge/dirty-equals) (📥 150K · ⏱️ 18.11.2025):
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- 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
- typical (🥉14 · ⭐ 180 · 💀) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
- validr (🥉13 · ⭐ 220 · 💀) - A simple, fast, extensible python library for data validation. 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](https://github.com/keon/algorithms) (👨💻 220 · 🔀 4.7K · 📦 140):
- [PyPi](https://pypi.org/project/algorithms) (📥 2.4K / month · 📦 5 · ⏱️ 18.02.2026):
- [Conda](https://anaconda.org/conda-forge/algorithms) (📥 5.1K · ⏱️ 22.04.2025):
Show 2 hidden projects...
- transitions (🥇26 · ⭐ 6.1K · 💀) - A lightweight, object-oriented finite state machine..MIT
- PyPattyrn (🥉16 · ⭐ 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](https://github.com/arrow-py/arrow) (👨💻 290 · 🔀 730 · 📦 180K):
- [PyPi](https://pypi.org/project/arrow) (📥 77M / month · 📦 2.3K · ⏱️ 18.10.2025):
- [Conda](https://anaconda.org/conda-forge/arrow) (📥 14M · ⏱️ 18.10.2025):
dateparser (🥇32 · ⭐ 2.8K) - python parser for human readable dates. BSD-3
- [GitHub](https://github.com/scrapinghub/dateparser) (👨💻 160 · 🔀 510 · 📦 40K):
- [PyPi](https://pypi.org/project/dateparser) (📥 46M / month · 📦 1.7K · ⏱️ 04.08.2026):
- [Conda](https://anaconda.org/conda-forge/dateparser) (📥 2M · ⏱️ 04.08.2026):
pytz (🥇32 · ⭐ 390) - pytz Python historical timezone library and database. MIT
- [GitHub](https://github.com/stub42/pytz) (👨💻 27 · 🔀 110 · 📦 2.5M):
- [PyPi](https://pypi.org/project/pytz) (📥 550M / month · 📦 16K · ⏱️ 25.07.2026):
- [Conda](https://anaconda.org/conda-forge/pytz) (📥 97M · ⏱️ 26.07.2026):
holidays (🥈31 · ⭐ 1.9K) - Open World Holidays Framework. MIT
- [GitHub](https://github.com/vacanza/holidays) (👨💻 350 · 🔀 710 · 📦 28K):
- [PyPi](https://pypi.org/project/holidays) (📥 31M / month · 📦 650 · ⏱️ 27.08.2026):
- [Conda](https://anaconda.org/conda-forge/holidays) (📥 4.7M · ⏱️ 18.08.2026):
tzlocal (🥈31 · ⭐ 220) - A Python module that tries to figure out what your local timezone is. MIT
- [GitHub](https://github.com/regebro/tzlocal) (👨💻 31 · 🔀 64 · 📦 220K):
- [PyPi](https://pypi.org/project/tzlocal) (📥 230M / month · 📦 2.4K · ⏱️ 29.06.2026):
- [Conda](https://anaconda.org/conda-forge/tzlocal) (📥 7M · ⏱️ 29.06.2026):
python-dateutil (🥉29 · ⭐ 2.6K) - Useful extensions to the standard Python datetime features. Apache-2
- [GitHub](https://github.com/dateutil/dateutil) (👨💻 130 · 🔀 540):
- [PyPi](https://pypi.org/project/python-dateutil) (📥 1.2B / month · 📦 12K · ⏱️ 01.03.2024):
- [Conda](https://anaconda.org/conda-forge/python-dateutil) (📥 110M · ⏱️ 28.06.2025):
pendulum (🥉28 · ⭐ 6.6K · 💤) - Python datetimes made easy. MIT
- [GitHub]() (👨💻 130 · 🔀 420 · 📦 41K):
- [PyPi](https://pypi.org/project/pendulum) (📥 71M / month · 📦 1.6K · ⏱️ 30.01.2026):
- [Conda](https://anaconda.org/conda-forge/pendulum) (📥 2.4M · ⏱️ 31.01.2026):
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- 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](https://github.com/fsspec/filesystem_spec) (👨💻 340 · 🔀 470 · 📦 310K):
- [PyPi](https://pypi.org/project/fsspec) (📥 890M / month · 📦 3.9K · ⏱️ 28.07.2026):
- [Conda](https://anaconda.org/conda-forge/fsspec) (📥 38M · ⏱️ 29.07.2026):
watchdog (🥈31 · ⭐ 7.1K) - Python library and shell utilities to monitor filesystem events. Apache-2
- [GitHub](https://github.com/gorakhargosh/watchdog) (👨💻 180 · 🔀 720 · 📦 270K):
- [PyPi](https://pypi.org/project/watchdog) (📥 120M / month · 📦 2.7K · ⏱️ 01.11.2024):
- [Conda](https://anaconda.org/conda-forge/watchdog) (📥 6.2M · ⏱️ 04.03.2026):
filelock (🥈31 · ⭐ 980) - A platform independent file lock. MIT
- [GitHub]() (👨💻 67 · 🔀 140 · 📦 740K):
- [PyPi](https://pypi.org/project/filelock) (📥 730M / month · 📦 5.7K · ⏱️ 23.08.2026):
- [Conda](https://anaconda.org/conda-forge/filelock) (📥 49M · ⏱️ 23.08.2026):
aiofiles (🥈30 · ⭐ 3.2K · 💤) - File support for asyncio. Apache-2
- [GitHub](https://github.com/Tinche/aiofiles) (👨💻 44 · 🔀 170 · 📦 250K):
- [PyPi](https://pypi.org/project/aiofiles) (📥 160M / month · 📦 7.7K · ⏱️ 09.10.2025):
- [Conda](https://anaconda.org/conda-forge/aiofiles) (📥 2.7M · ⏱️ 01.01.2026):
scandir (🥉22 · ⭐ 540 · 💤) - Better directory iterator and faster os.walk(). Archived, as this.. BSD-3
- [GitHub](https://github.com/benhoyt/scandir) (👨💻 23 · 🔀 68):
- [PyPi](https://pypi.org/project/scandir) (📥 2.1M / month · 📦 220 · ⏱️ 09.03.2019):
- [Conda](https://anaconda.org/conda-forge/scandir) (📥 2.1M · ⏱️ 22.08.2025):
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- 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 (🥉24 · ⭐ 2.1K · 💀) - 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](https://github.com/python/typing) (👨💻 150 · 🔀 290):
- [PyPi](https://pypi.org/project/typing) (📥 4.4M / month · 📦 3.3K · ⏱️ 01.05.2021):
- [Conda](https://anaconda.org/conda-forge/typing) (📥 4.4M · ⏱️ 22.04.2025):
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 · ⭐ 86 · 💤) - 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](https://github.com/pyca/bcrypt) (👨💻 41 · 🔀 180 · 📦 360K):
- [PyPi](https://pypi.org/project/bcrypt) (📥 210M / month · 📦 2K · ⏱️ 25.09.2025):
- [Conda](https://anaconda.org/conda-forge/bcrypt) (📥 13M · ⏱️ 07.11.2025):
pycryptodomex (🥈31 · ⭐ 3.2K) - A self-contained cryptographic library for Python. BSD-3
- [GitHub](https://github.com/Legrandin/pycryptodome) (👨💻 170 · 🔀 560 · 📦 140K):
- [PyPi](https://pypi.org/project/pycryptodomex) (📥 63M / month · 📦 1.6K · ⏱️ 17.05.2025):
- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (📥 3M · ⏱️ 13.09.2025):
tink (🥉27 · ⭐ 14K) - A multi-language, cross-platform library that provides cryptographic APIs.. Apache-2
- [GitHub]() (👨💻 120 · 🔀 1.2K · 📦 1.6K):
- [PyPi](https://pypi.org/project/tink) (📥 2M / month · 📦 22 · ⏱️ 13.08.2026):
- [npm](https://www.npmjs.com/package/tink-crypto) (📥 1.3K / month · 📦 3 · ⏱️ 02.05.2023):
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- 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 (🥇36 · ⭐ 1.6K · 📉) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
- [GitHub](https://github.com/boto/botocore) (👨💻 220 · 🔀 1.2K · 📦 440K):
- [PyPi](https://pypi.org/project/botocore) (📥 1.3B / month · 📦 4.9K · ⏱️ 26.08.2026):
- [Conda](https://anaconda.org/conda-forge/botocore) (📥 50M · ⏱️ 27.08.2026):
ansible (🥇35 · ⭐ 70K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0
- [GitHub](https://github.com/ansible/ansible) (👨💻 6.9K · 🔀 24K · 📦 42K):
- [PyPi](https://pypi.org/project/ansible) (📥 12M / month · 📦 600 · ⏱️ 14.08.2026):
- [Conda](https://anaconda.org/conda-forge/ansible) (📥 2M · ⏱️ 15.08.2026):
docker (🥇35 · ⭐ 7.2K) - A Python library for the Docker Engine API. Apache-2
- [GitHub](https://github.com/docker/docker-py) (👨💻 460 · 🔀 1.7K · 📦 130K):
- [PyPi](https://pypi.org/project/docker) (📥 200M / month · 📦 5.8K · ⏱️ 09.07.2026):
- [Conda](https://anaconda.org/conda-forge/docker-py) (📥 8.1M · ⏱️ 12.07.2026):
pulumi (🥈33 · ⭐ 26K) - Pulumi - Infrastructure as Code in any programming language. Apache-2
- [GitHub](https://github.com/pulumi/pulumi) (👨💻 4K · 🔀 1.4K · 📦 11K):
- [PyPi](https://pypi.org/project/pulumi) (📥 8M / month · 📦 580 · ⏱️ 27.08.2026):
- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (📥 12M / month · 📦 930 · ⏱️ 25.08.2026):
paramiko (🥈33 · ⭐ 9.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
- [GitHub](https://github.com/paramiko/paramiko) (👨💻 190 · 🔀 2.1K · 📦 130K):
- [PyPi](https://pypi.org/project/paramiko) (📥 150M / month · 📦 4.6K · ⏱️ 09.05.2026):
- [Conda](https://anaconda.org/conda-forge/paramiko) (📥 9.7M · ⏱️ 19.05.2026):
awscli (🥈32 · ⭐ 17K) - Universal Command Line Interface for Amazon Web Services. Apache-2
- [GitHub](https://github.com/aws/aws-cli) (👨💻 510 · 🔀 4.6K · 📦 5):
- [PyPi](https://pypi.org/project/awscli) (📥 180M / month · 📦 780 · ⏱️ 05.08.2026):
- [Conda](https://anaconda.org/conda-forge/awscli) (📥 62M · ⏱️ 27.08.2026):
kubernetes (🥈31 · ⭐ 7.6K) - Official Python client library for kubernetes. Apache-2
- [GitHub](https://github.com/kubernetes-client/python) (👨💻 260 · 🔀 3.5K):
- [PyPi](https://pypi.org/project/kubernetes) (📥 110M / month · 📦 2.5K · ⏱️ 13.07.2026):
- [Conda](https://anaconda.org/conda-forge/kubernetes) (📥 870K · ⏱️ 11.12.2025):
netmiko (🥈29 · ⭐ 4.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
- [GitHub](https://github.com/ktbyers/netmiko) (👨💻 280 · 🔀 1.4K · 📦 5.7K):
- [PyPi](https://pypi.org/project/netmiko) (📥 1.2M / month · 📦 270 · ⏱️ 12.05.2026):
plumbum (🥈29 · ⭐ 3.1K) - Plumbum: Shell Combinators. MIT
- [GitHub](https://github.com/tomerfiliba/plumbum) (👨💻 130 · 🔀 200 · 📦 9.7K):
- [PyPi](https://pypi.org/project/plumbum) (📥 6M / month · 📦 390 · ⏱️ 22.07.2026):
- [Conda](https://anaconda.org/conda-forge/plumbum) (📥 1.6M · ⏱️ 23.07.2026):
docker-compose (🥉28 · ⭐ 38K) - Define and run multi-container applications with Docker. Apache-2
- [GitHub](https://github.com/docker/compose) (👨💻 660 · 🔀 5.8K · 📦 250):
- [PyPi](https://pypi.org/project/docker-compose) (📥 1.1M / month · 📦 250 · ⏱️ 10.05.2021):
- [Conda](https://anaconda.org/conda-forge/docker-compose) (📥 910K · ⏱️ 07.07.2026):
fabric (🥉28 · ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2
- [GitHub](https://github.com/fabric/fabric) (👨💻 140 · 🔀 2K · 📦 24):
- [PyPi](https://pypi.org/project/fabric) (📥 12M / month · 📦 450 · ⏱️ 06.04.2026):
- [Conda](https://anaconda.org/conda-forge/fabric) (📥 640K · ⏱️ 06.04.2026):
pyinfra (🥉24 · ⭐ 5.9K) - pyinfra automates/provisions/manages/deploys infrastructure. MIT
- [GitHub]() (👨💻 220 · 🔀 530 · 📦 250):
- [PyPi](https://pypi.org/project/pyinfra) (📥 250K / month · 📦 46 · ⏱️ 27.07.2026):
storm (🥉18 · ⭐ 3.3K) - Manage your SSH like a boss. MIT
- [GitHub](https://github.com/emre/storm) (👨💻 30 · 🔀 150):
- [PyPi](https://pypi.org/project/storm) (📥 2.7K / month · 📦 4 · ⏱️ 02.07.2026):
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- schedule (🥈29 · ⭐ 12K · 💀) - Python job scheduling for humans.MIT
- sshtunnel (🥉28 · ⭐ 1.2K · 💀) - SSH tunnels to remote server. MIT
- parallel-ssh (🥉22 · ⭐ 1.3K · 💤) - Asynchronous parallel SSH client library. ❗️LGPL-2.1
- fabtools (🥉20 · ⭐ 1.2K · 💀) - Tools for writing awesome Fabric files. BSD-2
- pypyr (🥉18 · ⭐ 640 · 💀) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2
- 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](https://github.com/amoffat/sh) (👨💻 110 · 🔀 510 · 📦 19K):
- [PyPi](https://pypi.org/project/sh) (📥 12M / month · 📦 860 · ⏱️ 25.07.2026):
- [Conda](https://anaconda.org/conda-forge/sh) (📥 510K · ⏱️ 06.06.2026):
supervisor (🥉29 · ⭐ 8.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License
- [GitHub](https://github.com/Supervisor/supervisor) (👨💻 180 · 🔀 1.3K · 📦 14K):
- [PyPi](https://pypi.org/project/supervisor) (📥 21M / month · 📦 160 · ⏱️ 23.08.2025):
- [Conda](https://anaconda.org/conda-forge/supervisor) (📥 790K · ⏱️ 27.02.2026):
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- pexpect (🥇32 · ⭐ 2.7K · 💀) - A Python module for controlling interactive programs in a pseudo-..ISC
- ptyprocess (🥈30 · ⭐ 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](https://github.com/agronholm/anyio) (👨💻 98 · 🔀 180 · 📦 670K):
- [PyPi](https://pypi.org/project/anyio) (📥 1.1B / month · 📦 7.3K · ⏱️ 12.07.2026):
- [Conda](https://anaconda.org/conda-forge/anyio) (📥 41M · ⏱️ 12.07.2026):
uvloop (🥈33 · ⭐ 12K · 📈) - Ultra fast asyncio event loop. Apache-2
- [GitHub](https://github.com/MagicStack/uvloop) (👨💻 79 · 🔀 610 · 📦 230K):
- [PyPi](https://pypi.org/project/uvloop) (📥 280M / month · 📦 2K · ⏱️ 16.10.2025):
- [Conda](https://anaconda.org/conda-forge/uvloop) (📥 4.8M · ⏱️ 07.11.2025):
asyncer (🥉27 · ⭐ 2.5K) - Asyncer, async and await, focused on developer experience. MIT
- [GitHub]() (👨💻 24 · 🔀 87 · 📦 8.4K):
- [PyPi](https://pypi.org/project/asyncer) (📥 7.9M / month · 📦 320 · ⏱️ 25.06.2026):
- [Conda](https://anaconda.org/conda-forge/asyncer) (📥 49K · ⏱️ 25.06.2026):
aiomisc (🥉22 · ⭐ 420) - aiomisc - miscellaneous utils for asyncio. MIT
- [GitHub](https://github.com/aiokitchen/aiomisc) (👨💻 22 · 🔀 28 · 📦 450):
- [PyPi](https://pypi.org/project/aiomisc) (📥 59K / month · 📦 61 · ⏱️ 10.07.2026):
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- greenlet (🥈32 · ⭐ 1.8K) - Lightweight in-process concurrent programming.❗Unlicensed
- unsync (🥉20 · ⭐ 900 · 💀) - Unsynchronize asyncio. MIT
- stopit (🥉19 · ⭐ 35) - Raise asynchronous exceptions in other thread, control the timeout of.. ❗️GPL-3.0
Configuration¤
python-dotenv (🥇36 · ⭐ 8.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
- [GitHub](https://github.com/theskumar/python-dotenv) (👨💻 120 · 🔀 560 · 📦 1.7M):
- [PyPi](https://pypi.org/project/python-dotenv) (📥 840M / month · 📦 45K · ⏱️ 16.08.2026):
- [Conda](https://anaconda.org/conda-forge/python-dotenv) (📥 15M · ⏱️ 17.08.2026):
traitlets (🥈32 · ⭐ 650) - A lightweight Traits like module. BSD-3
- [GitHub](https://github.com/ipython/traitlets) (👨💻 130 · 🔀 210 · 📦 620K):
- [PyPi](https://pypi.org/project/traitlets) (📥 160M / month · 📦 2.3K · ⏱️ 03.08.2026):
- [Conda](https://anaconda.org/conda-forge/traitlets) (📥 55M · ⏱️ 03.08.2026):
omegaconf (🥈31 · ⭐ 2.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3
- [GitHub](https://github.com/omry/omegaconf) (👨💻 47 · 🔀 160 · 📦 64K):
- [PyPi](https://pypi.org/project/omegaconf) (📥 44M / month · 📦 2.6K · ⏱️ 07.08.2026):
- [Conda](https://anaconda.org/conda-forge/omegaconf) (📥 2.8M · ⏱️ 10.08.2026):
Dynaconf (🥉26 · ⭐ 4.3K) - The dynamic configurator for your Python Project. MIT
- [GitHub]() (👨💻 130 · 🔀 340):
- [PyPi](https://pypi.org/project/dynaconf) (📥 6.7M / month · 📦 780 · ⏱️ 05.08.2026):
- [Conda](https://anaconda.org/conda-forge/dynaconf) (📥 230K · ⏱️ 06.08.2026):
configobj (🥉26 · ⭐ 340) - Python 3+ compatible port of the configobj library. BSD-3
- [GitHub](https://github.com/DiffSK/configobj) (👨💻 13 · 🔀 86 · 📦 50K):
- [PyPi](https://pypi.org/project/configobj) (📥 7.3M / month · 📦 650 · ⏱️ 21.09.2024):
- [Conda](https://anaconda.org/conda-forge/configobj) (📥 1.4M · ⏱️ 22.04.2025):
everett (🥉17 · ⭐ 150 · 💤) - configuration library for python projects. MPL-2.0
- [GitHub](https://github.com/willkg/everett) (👨💻 9 · 🔀 14):
- [PyPi](https://pypi.org/project/everett) (📥 640K / month · 📦 22 · ⏱️ 15.10.2025):
- [Conda](https://anaconda.org/conda-forge/everett) (📥 120K · ⏱️ 22.04.2025):
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- 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
- hydra (🥉19 · ⭐ 20 · 📉) - A high performance persistent bloom filter. MIT
CLI Development¤
click (🥇38 · ⭐ 18K) - Python composable command line interface toolkit. BSD-3
- [GitHub](https://github.com/pallets/click) (👨💻 450 · 🔀 2K · 📦 2.4M):
- [PyPi](https://pypi.org/project/click) (📥 1.1B / month · 📦 75K · ⏱️ 26.08.2026):
- [Conda](https://anaconda.org/conda-forge/click) (📥 72M · ⏱️ 03.07.2026):
rich (🥇36 · ⭐ 56K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
- [GitHub](https://github.com/Textualize/rich) (👨💻 290 · 🔀 2.2K · 📦 560K):
- [PyPi](https://pypi.org/project/rich) (📥 640M / month · 📦 44K · ⏱️ 12.04.2026):
- [Conda](https://anaconda.org/conda-forge/rich) (📥 25M · ⏱️ 12.04.2026):
Typer (🥈33 · ⭐ 20K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
- [GitHub]() (👨💻 110 · 🔀 960 · 📦 270K):
- [PyPi](https://pypi.org/project/typer) (📥 370M / month · 📦 33K · ⏱️ 03.08.2026):
- [Conda](https://anaconda.org/conda-forge/typer) (📥 14M · ⏱️ 03.08.2026):
argcomplete (🥈32 · ⭐ 1.6K) - Python and tab completion, better together. Apache-2
- [GitHub](https://github.com/kislyuk/argcomplete) (👨💻 88 · 🔀 150 · 📦 75K):
- [PyPi](https://pypi.org/project/argcomplete) (📥 81M / month · 📦 2.4K · ⏱️ 06.08.2026):
- [Conda](https://anaconda.org/conda-forge/argcomplete) (📥 3.9M · ⏱️ 08.08.2026):
python-fire (🥈30 · ⭐ 28K · 💤) - Python Fire is a library for automatically generating.. Apache-2
- [GitHub](https://github.com/google/python-fire) (👨💻 67 · 🔀 1.5K · 📦 54K):
- [PyPi](https://pypi.org/project/fire) (📥 22M / month · 📦 3K · ⏱️ 16.08.2025):
- [Conda](https://anaconda.org/conda-forge/fire) (📥 1.6M · ⏱️ 12.09.2025):
questionary (🥈28 · ⭐ 1.8K · 💤) - Python library to build pretty command line user prompts Easy to.. MIT
- [GitHub](https://github.com/tmbo/questionary) (👨💻 57 · 🔀 99 · 📦 25K):
- [PyPi](https://pypi.org/project/questionary) (📥 26M / month · 📦 1.4K · ⏱️ 28.08.2025):
- [Conda](https://anaconda.org/conda-forge/questionary) (📥 500K · ⏱️ 08.09.2025):
python-prompt-toolkit (🥉27 · ⭐ 11K) - Library for building powerful interactive command line.. BSD-3
- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (👨💻 250 · 🔀 800):
- [PyPi](https://pypi.org/project/prompt_toolkit) (📥 250M / month · ⏱️ 26.07.2026):
- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (📥 47M · ⏱️ 27.07.2026):
ConfigArgParse (🥉27 · ⭐ 760) - Drop-in replacement for argparse with added support for config.. MIT
- [GitHub](https://github.com/bw2/ConfigArgParse) (👨💻 56 · 🔀 120 · 📦 26K):
- [PyPi](https://pypi.org/project/configargparse) (📥 21M / month · 📦 770 · ⏱️ 11.03.2026):
- [Conda](https://anaconda.org/conda-forge/configargparse) (📥 2.2M · ⏱️ 11.03.2026):
blessings (🥉25 · ⭐ 1.5K · 💤) - A thin, practical wrapper around terminal capabilities in Python. MIT
- [GitHub](https://github.com/erikrose/blessings) (👨💻 17 · 🔀 150 · 📦 11K):
- [PyPi](https://pypi.org/project/blessings) (📥 1M / month · 📦 460 · ⏱️ 21.06.2018):
- [Conda](https://anaconda.org/conda-forge/blessings) (📥 500K · ⏱️ 26.08.2025):
docopt-ng (🥉24 · ⭐ 220) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
- [GitHub](https://github.com/jazzband/docopt-ng) (👨💻 54 · 🔀 26 · 📦 860):
- [PyPi](https://pypi.org/project/docopt-ng) (📥 1.8M / month · 📦 100 · ⏱️ 30.05.2023):
Click Extra (🥉18 · ⭐ 120) - Drop-in replacement for Click to make user-friendly and.. ❗️GPL-2.0
- [GitHub](https://github.com/kdeldycke/click-extra) (👨💻 15 · 🔀 10 · 📦 140):
- [PyPi](https://pypi.org/project/click-extra) (📥 81K / month · 📦 50 · ⏱️ 15.08.2026):
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
- cleo (🥉27 · ⭐ 1.3K · 💀) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
- docopt (🥉26 · ⭐ 8K · 💀) - Create *beautiful* command-line interfaces with Python. 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](https://github.com/tkem/cachetools) (👨💻 25 · 🔀 200 · 📦 700K):
- [PyPi](https://pypi.org/project/cachetools) (📥 330M / month · 📦 5.2K · ⏱️ 01.08.2026):
- [Conda](https://anaconda.org/conda-forge/cachetools) (📥 23M · ⏱️ 02.08.2026):
cached-property (🥈28 · ⭐ 700) - A decorator for caching properties in classes. BSD-3
- [GitHub](https://github.com/pydanny/cached-property) (👨💻 25 · 🔀 79 · 📦 58K):
- [PyPi](https://pypi.org/project/cached-property) (📥 25M / month · 📦 1.6K · ⏱️ 25.10.2024):
- [Conda](https://anaconda.org/conda-forge/cached-property) (📥 27M · ⏱️ 25.08.2026):
aiocache (🥈27 · ⭐ 1.4K · 💤) - Asyncio cache manager for redis, memcached and memory. BSD-3
- [GitHub](https://github.com/aio-libs/aiocache) (👨💻 53 · 🔀 170 · 📦 5.1K):
- [PyPi](https://pypi.org/project/aiocache) (📥 8.3M / month · 📦 150 · ⏱️ 25.09.2024):
beaker (🥉24 · ⭐ 510) - WSGI middleware for sessions and caching. BSD-3
- [GitHub](https://github.com/bbangert/beaker) (👨💻 94 · 🔀 140 · 📦 6.2K):
- [PyPi](https://pypi.org/project/beaker) (📥 210K / month · 📦 94 · ⏱️ 30.05.2026):
- [Conda](https://anaconda.org/conda-forge/beaker) (📥 200K · ⏱️ 30.05.2026):
pylibmc (🥉24 · ⭐ 480 · 💤) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
- [GitHub](https://github.com/lericson/pylibmc) (👨💻 57 · 🔀 140 · 📦 5.9K):
- [PyPi](https://pypi.org/project/pylibmc) (📥 540K / month · 📦 79 · ⏱️ 30.08.2022):
- [Conda](https://anaconda.org/conda-forge/pylibmc) (📥 480K · ⏱️ 28.08.2025):
Show 1 hidden projects...
- cachier (🥉17 · ⭐ 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 (🥇29 · ⭐ 19K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
- [GitHub](https://github.com/kivy/kivy) (👨💻 640 · 🔀 3.1K · 📦 18K):
- [PyPi](https://pypi.org/project/kivy) (📥 270K / month · 📦 360 · ⏱️ 26.12.2024):
- [Conda](https://anaconda.org/conda-forge/kivy) (📥 700K · ⏱️ 29.03.2026):
DearPyGui (🥈27 · ⭐ 15K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
- [GitHub](https://github.com/hoffstadt/DearPyGui) (👨💻 76 · 🔀 780 · 📦 4.5K):
- [PyPi](https://pypi.org/project/dearpygui) (📥 200K / month · 📦 210 · ⏱️ 01.05.2026):
Gooey (🥈24 · ⭐ 21K) - Turn (almost) any Python command line program into a full GUI application.. MIT
- [GitHub](https://github.com/chriskiehl/Gooey) (👨💻 100 · 🔀 1K · 📦 1.1K):
- [PyPi](https://pypi.org/project/gooey) (📥 6.2K / month · 📦 100 · ⏱️ 29.01.2022):
- [Conda](https://anaconda.org/conda-forge/gooey) (📥 150K · ⏱️ 26.03.2026):
toga (🥈24 · ⭐ 5.4K) - A Python native, OS native GUI toolkit. BSD-3
- [GitHub](https://github.com/beeware/toga) (👨💻 350 · 🔀 820 · 📦 3):
- [PyPi](https://pypi.org/project/toga) (📥 8.6K / month · 📦 50 · ⏱️ 08.07.2026):
- [npm](https://www.npmjs.com/package/@pybee/toga) (📥 56 / month · 📦 5 · ⏱️ 23.04.2017):
Show 5 hidden projects...
- PySimpleGUI (🥈25 · ⭐ 14K) - PySimpleGUI is a Python package that enables Python..❗️PySimpleGUI License
- flexx (🥉20 · ⭐ 3.3K · 💀) - Write desktop and web apps in pure Python. BSD-2
- Phoenix (🥉20 · ⭐ 2.6K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
- Eel (🥉19 · ⭐ 6.8K · 💀) - For little HTML GUI applications, with easy Python/JS interop. MIT
- 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](https://github.com/chardet/chardet) (👨💻 58 · 🔀 310 · 📦 970K):
- [PyPi](https://pypi.org/project/chardet) (📥 230M / month · 📦 7.4K · ⏱️ 14.08.2026):
- [Conda](https://anaconda.org/conda-forge/chardet) (📥 34M · ⏱️ 17.08.2026):
- [npm](https://www.npmjs.com/package/@pypi/chardet) (📥 82 / month · 📦 7 · ⏱️ 20.08.2017):
phonenumbers (🥇29 · ⭐ 3.8K) - Python port of Googles libphonenumber. Apache-2
- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (👨💻 34 · 🔀 440):
- [PyPi](https://pypi.org/project/phonenumbers) (📥 40M / month · 📦 970 · ⏱️ 14.08.2026):
- [Conda](https://anaconda.org/conda-forge/phonenumbers) (📥 2.6M · ⏱️ 15.08.2026):
emoji (🥇29 · ⭐ 2K · 💤) - emoji terminal output for Python. BSD-3
- [GitHub](https://github.com/carpedm20/emoji) (👨💻 70 · 🔀 300 · 📦 93K):
- [PyPi](https://pypi.org/project/emoji) (📥 17M / month · 📦 1.3K · ⏱️ 21.09.2025):
- [Conda](https://anaconda.org/conda-forge/emoji) (📥 270K · ⏱️ 21.09.2025):
humanize (🥇29 · ⭐ 1.7K) - python humanize functions. MIT
- [GitHub](https://github.com/jmoiron/humanize) (👨💻 62 · 🔀 150):
- [PyPi](https://pypi.org/project/humanize) (📥 68M / month · 📦 1.9K · ⏱️ 30.06.2026):
- [Conda](https://anaconda.org/conda-forge/humanize) (📥 1.6M · ⏱️ 01.07.2026):
python-slugify (🥇29 · ⭐ 1.6K) - Returns unicode slugs. MIT
- [GitHub](https://github.com/un33k/python-slugify) (👨💻 40 · 🔀 130 · 📦 120K):
- [PyPi](https://pypi.org/project/python-slugify) (📥 87M / month · 📦 1.5K · ⏱️ 08.02.2024):
- [Conda](https://anaconda.org/conda-forge/python-slugify) (📥 4M · ⏱️ 22.04.2025):
pyahocorasick (🥉27 · ⭐ 1.1K) - Python module (C extension and plain python) implementing Aho-.. BSD-3
- [GitHub](https://github.com/WojciechMula/pyahocorasick) (👨💻 33 · 🔀 140 · 📦 4.4K):
- [PyPi](https://pypi.org/project/pyahocorasick) (📥 5.9M / month · 📦 270 · ⏱️ 27.04.2026):
- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (📥 600K · ⏱️ 18.12.2025):
coolname (🥉24 · ⭐ 180) - Random Name and Slug Generator. BSD-2
- [GitHub](https://github.com/alexanderlukanin13/coolname) (👨💻 7 · 🔀 16 · 📦 4.4K):
- [PyPi](https://pypi.org/project/coolname) (📥 11M / month · 📦 170 · ⏱️ 23.04.2026):
- [Conda](https://anaconda.org/conda-forge/coolname) (📥 260K · ⏱️ 29.05.2026):
price-parser (🥉22 · ⭐ 350) - Extract price amount and currency symbol from a raw text string. BSD-3
- [GitHub](https://github.com/scrapinghub/price-parser) (👨💻 19 · 🔀 54 · 📦 560):
- [PyPi](https://pypi.org/project/price-parser) (📥 820K / month · 📦 40 · ⏱️ 19.03.2026):
Show 3 hidden projects...
- inflect (🥉27 · ⭐ 1.1K · 💀) - Correctly generate plurals, ordinals, indefinite articles; convert..MIT
- awesome-slugify (🥉19 · ⭐ 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](https://github.com/boto/boto3) (👨💻 170 · 🔀 2K · 📦 610K):
- [PyPi](https://pypi.org/project/boto3) (📥 3.3B / month · 📦 23K · ⏱️ 26.08.2026):
- [Conda](https://anaconda.org/conda-forge/boto3) (📥 36M · ⏱️ 27.08.2026):
SQLAlchemy (🥇37 · ⭐ 12K) - The Database Toolkit for Python. MIT
- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (👨💻 860 · 🔀 1.7K · 📦 1.2M):
- [PyPi](https://pypi.org/project/SQLAlchemy) (📥 430M / month · 📦 22K · ⏱️ 11.08.2026):
- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (📥 31M · ⏱️ 12.08.2026):
alembic (🥇35 · ⭐ 4.3K) - A database migrations tool for SQLAlchemy. MIT
- [GitHub](https://github.com/sqlalchemy/alembic) (👨💻 230 · 🔀 360 · 📦 350K):
- [PyPi](https://pypi.org/project/alembic) (📥 230M / month · 📦 4.6K · ⏱️ 08.08.2026):
- [Conda](https://anaconda.org/conda-forge/alembic) (📥 12M · ⏱️ 09.08.2026):
redis (🥇34 · ⭐ 14K) - Redis Python client. MIT
- [GitHub](https://github.com/redis/redis-py) (👨💻 570 · 🔀 2.7K):
- [PyPi](https://pypi.org/project/redis) (📥 270M / month · 📦 13K · ⏱️ 30.07.2026):
- [Conda](https://anaconda.org/conda-forge/redis-py) (📥 2.8M · ⏱️ 31.07.2026):
google-cloud-storage (🥇34 · ⭐ 5.4K) - Google Cloud Client Libraries for Python. Apache-2
- [GitHub](https://github.com/googleapis/google-cloud-python) (👨💻 1.1K · 🔀 1.8K · 📦 2.6K):
- [PyPi](https://pypi.org/project/google-cloud-storage) (📥 250M / month · 📦 3.3K · ⏱️ 06.08.2026):
- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (📥 7.6M · ⏱️ 06.08.2026):
kafka-python (🥇33 · ⭐ 5.9K) - Python client for Apache Kafka. Apache-2
- [GitHub](https://github.com/dpkp/kafka-python) (👨💻 240 · 🔀 1.5K · 📦 37K):
- [PyPi](https://pypi.org/project/kafka-python) (📥 25M / month · 📦 1.1K · ⏱️ 16.08.2026):
- [Conda](https://anaconda.org/conda-forge/kafka-python) (📥 530K · ⏱️ 16.08.2026):
azure-storage-blob (🥇33 · ⭐ 5.6K) - This repository is for active development of the Azure SDK.. MIT
- [GitHub](https://github.com/Azure/azure-sdk-for-python) (👨💻 1.3K · 🔀 3.3K · 📦 2.8K):
- [PyPi](https://pypi.org/project/azure-storage-blob) (📥 140M / month · 📦 2K · ⏱️ 10.08.2026):
- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (📥 2M · ⏱️ 08.06.2026):
elasticsearch (🥇33 · ⭐ 4.4K) - Official Python client for Elasticsearch. Apache-2
- [GitHub](https://github.com/elastic/elasticsearch-py) (👨💻 230 · 🔀 1.2K · 📦 66K):
- [PyPi](https://pypi.org/project/elasticsearch) (📥 52M / month · 📦 2.3K · ⏱️ 04.08.2026):
- [Conda](https://anaconda.org/conda-forge/elasticsearch) (📥 2M · ⏱️ 26.08.2026):
s3transfer (🥇33 · ⭐ 240) - Amazon S3 Transfer Manager for Python. Apache-2
- [GitHub](https://github.com/boto/s3transfer) (👨💻 49 · 🔀 160 · 📦 390K):
- [PyPi](https://pypi.org/project/s3transfer) (📥 840M / month · 📦 940 · ⏱️ 22.07.2026):
- [Conda](https://anaconda.org/conda-forge/s3transfer) (📥 31M · ⏱️ 23.07.2026):
peewee (🥈32 · ⭐ 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite, now with.. MIT
- [GitHub](https://github.com/coleifer/peewee) (👨💻 160 · 🔀 1.4K · 📦 24):
- [PyPi](https://pypi.org/project/peewee) (📥 52M / month · 📦 1.4K · ⏱️ 23.08.2026):
- [Conda](https://anaconda.org/conda-forge/peewee) (📥 2.3M · ⏱️ 23.08.2026):
PyMySQL (🥈32 · ⭐ 7.8K) - MySQL client library for Python. MIT
- [GitHub](https://github.com/PyMySQL/PyMySQL) (👨💻 130 · 🔀 1.4K · 📦 290K):
- [PyPi](https://pypi.org/project/PyMySQL) (📥 99M / month · 📦 2.7K · ⏱️ 19.05.2026):
- [Conda](https://anaconda.org/conda-forge/pymysql) (📥 2.5M · ⏱️ 19.05.2026):
Prometheus Client (🥈32 · ⭐ 4.3K) - Prometheus instrumentation library for Python.. Apache-2
- [GitHub](https://github.com/prometheus/client_python) (👨💻 180 · 🔀 870):
- [PyPi](https://pypi.org/project/prometheus_client) (📥 180M / month · 📦 4.8K · ⏱️ 24.07.2026):
- [Conda](https://anaconda.org/conda-forge/prometheus_client) (📥 28M · ⏱️ 25.07.2026):
s3fs (🥈32 · ⭐ 1K) - S3 Filesystem. BSD-3
- [GitHub](https://github.com/fsspec/s3fs) (👨💻 160 · 🔀 300 · 📦 29K):
- [PyPi](https://pypi.org/project/s3fs) (📥 640M / month · 📦 2.1K · ⏱️ 28.07.2026):
- [Conda](https://anaconda.org/conda-forge/s3fs) (📥 13M · ⏱️ 16.06.2026):
pymongo (🥈31 · ⭐ 4.3K) - PyMongo - the Official MongoDB Python driver. Apache-2
- [GitHub](https://github.com/mongodb/mongo-python-driver) (👨💻 250 · 🔀 1.1K):
- [PyPi](https://pypi.org/project/pymongo) (📥 110M / month · 📦 6.4K · ⏱️ 20.04.2026):
- [Conda](https://anaconda.org/conda-forge/pymongo) (📥 7.4M · ⏱️ 21.04.2026):
confluent-kafka-python (🥈31 · ⭐ 490) - Confluents Kafka Python Client. Apache-2
- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (👨💻 150 · 🔀 960 · 📦 18K):
- [PyPi](https://pypi.org/project/confluent-kafka) (📥 61M / month · 📦 1K · ⏱️ 30.06.2026):
- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (📥 2.1M · ⏱️ 12.07.2026):
sqlmodel (🥈30 · ⭐ 18K) - SQLModel, SQL databases in Python, designed for simplicity,.. MIT pydantic
- [GitHub]() (👨💻 110 · 🔀 880 · 📦 33K):
- [PyPi](https://pypi.org/project/sqlmodel) (📥 23M / month · 📦 1.9K · ⏱️ 25.06.2026):
- [Conda](https://anaconda.org/conda-forge/sqlmodel) (📥 310K · ⏱️ 26.06.2026):
MongoEngine (🥈30 · ⭐ 4.3K) - A Python Object-Document-Mapper for working with MongoDB. MIT
- [GitHub](https://github.com/MongoEngine/mongoengine) (👨💻 400 · 🔀 1.2K · 📦 28K):
- [PyPi](https://pypi.org/project/mongoengine) (📥 2.5M / month · 📦 450 · ⏱️ 10.03.2026):
- [Conda](https://anaconda.org/conda-forge/mongoengine) (📥 730K · ⏱️ 10.03.2026):
python-bigquery (🥈30 · ⭐ 800) - This library has moved to.. Apache-2
- [GitHub](https://github.com/googleapis/python-bigquery) (👨💻 180 · 🔀 320):
- [PyPi](https://pypi.org/project/google-cloud-bigquery) (📥 180M / month · 📦 1.9K · ⏱️ 24.08.2026):
- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (📥 4.1M · ⏱️ 26.08.2026):
Ibis (🥈29 · ⭐ 6.5K) - the portable Python dataframe library. Apache-2
- [GitHub](https://github.com/ibis-project/ibis) (👨💻 520 · 🔀 720 · 📦 5.4K):
- [PyPi](https://pypi.org/project/ibis-framework) (📥 3.9M / month · 📦 130 · ⏱️ 07.02.2026):
- [Conda](https://anaconda.org/conda-forge/ibis-framework) (📥 1.1M · ⏱️ 01.06.2026):
tortoise-orm (🥈29 · ⭐ 5.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
- [GitHub](https://github.com/tortoise/tortoise-orm) (👨💻 180 · 🔀 500 · 📦 11K):
- [PyPi](https://pypi.org/project/tortoise-orm) (📥 570K / month · 📦 390 · ⏱️ 10.08.2026):
- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (📥 72K · ⏱️ 10.08.2026):
pandas-gbq (🥈29 · ⭐ 5.4K) - This library has moved to https://github.com/googleapis/google-.. BSD-3
- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (👨💻 60 · 🔀 1.8K):
- [PyPi](https://pypi.org/project/pandas-gbq) (📥 32M / month · 📦 300 · ⏱️ 25.08.2026):
- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (📥 2.6M · ⏱️ 01.05.2025):
AWS Data Wrangler (🥈29 · ⭐ 4.1K) - Pandas on AWS. Apache-2
- [GitHub]() (👨💻 180 · 🔀 740 · 📦 2.6K):
- [PyPi](https://pypi.org/project/awswrangler) (📥 87M / month · 📦 150 · ⏱️ 03.08.2026):
- [Conda](https://anaconda.org/conda-forge/awswrangler) (📥 920K · ⏱️ 04.08.2026):
Cassandra Driver (🥈29 · ⭐ 1.4K) - Apache Cassandra Python Driver. Apache-2
- [GitHub]() (👨💻 220 · 🔀 580 · 📦 11K):
- [PyPi](https://pypi.org/project/cassandra-driver) (📥 7.1M / month · 📦 330 · ⏱️ 06.07.2026):
- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (📥 690K · ⏱️ 11.07.2026):
google-cloud-bigtable (🥉28 · ⭐ 5.4K) - This library has moved to.. Apache-2
- [GitHub](https://github.com/googleapis/python-bigtable) (👨💻 80 · 🔀 1.8K):
- [PyPi](https://pypi.org/project/google-cloud-bigtable) (📥 80M / month · 📦 73 · ⏱️ 24.08.2026):
- [Conda](https://anaconda.org/conda-forge/google-cloud-bigtable) (📥 250K · ⏱️ 26.08.2026):
Pony (🥉28 · ⭐ 3.8K) - Pony Object Relational Mapper. Apache-2
- [GitHub](https://github.com/ponyorm/pony) (👨💻 34 · 🔀 260 · 📦 4.7K):
- [PyPi](https://pypi.org/project/pony) (📥 710K / month · 📦 190 · ⏱️ 09.08.2026):
- [Conda](https://anaconda.org/conda-forge/pony) (📥 300K · ⏱️ 10.08.2026):
PyPika (🥉28 · ⭐ 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
- [GitHub](https://github.com/kayak/pypika) (👨💻 120 · 🔀 330 · 📦 47K):
- [PyPi](https://pypi.org/project/pypika) (📥 12M / month · 📦 230 · ⏱️ 04.02.2026):
- [Conda](https://anaconda.org/conda-forge/pypika) (📥 110K · ⏱️ 02.02.2026):
mysqlclient (🥉28 · ⭐ 2.5K) - MySQL/MariaDB connector for Python. ❗️GPL-2.0
- [GitHub](https://github.com/PyMySQL/mysqlclient) (👨💻 93 · 🔀 450 · 📦 210K):
- [PyPi](https://pypi.org/project/mysqlclient) (📥 20M / month · 📦 1.1K · ⏱️ 10.02.2026):
- [Conda](https://anaconda.org/conda-forge/mysqlclient) (📥 980K · ⏱️ 03.03.2026):
dataset (🥉27 · ⭐ 4.9K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
- [GitHub](https://github.com/pudo/dataset) (👨💻 81 · 🔀 300 · 📦 5.2K):
- [PyPi](https://pypi.org/project/dataset) (📥 2.3M / month · 📦 150 · ⏱️ 12.04.2026):
- [Conda](https://anaconda.org/conda-forge/dataset) (📥 20K · ⏱️ 17.09.2025):
PynamoDB (🥉26 · ⭐ 2.6K · 💤) - A pythonic interface to Amazons DynamoDB. MIT
- [GitHub](https://github.com/pynamodb/PynamoDB) (👨💻 120 · 🔀 430 · 📦 2K):
- [PyPi](https://pypi.org/project/pynamodb) (📥 4M / month · 📦 86 · ⏱️ 02.06.2025):
- [Conda](https://anaconda.org/conda-forge/pynamodb) (📥 4M · ⏱️ 02.06.2025):
libcloud (🥉25 · ⭐ 2.1K) - Apache Libcloud is a Python library that hides differences between.. Apache-2
- [GitHub](https://github.com/apache/libcloud) (👨💻 500 · 🔀 930):
- [PyPi](https://pypi.org/project/apache-libcloud) (📥 900K / month · 📦 190 · ⏱️ 21.04.2026):
piccolos (🥉25 · ⭐ 1.9K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
- [GitHub](https://github.com/piccolo-orm/piccolo) (👨💻 55 · 🔀 110 · 📦 540):
- [PyPi](https://pypi.org/project/piccolo) (📥 1.1M / month · 📦 18 · ⏱️ 27.07.2026):
minio (🥉24 · ⭐ 1K · 💤) - MinIO Client SDK for Python. Apache-2
- [GitHub](https://github.com/minio/minio-py) (👨💻 150 · 🔀 370):
- [PyPi](https://pypi.org/project/minio) (📥 11M / month · 📦 820 · ⏱️ 27.11.2025):
- [Conda](https://anaconda.org/conda-forge/minio) (📥 390K · ⏱️ 27.11.2025):
cx-Oracle (🥉24 · ⭐ 900 · 💤) - Obsolete Python interface to Oracle Database, now superseded by.. BSD-3
- [GitHub](https://github.com/oracle/python-cx_Oracle) (👨💻 17 · 🔀 360 · 📦 9.2K):
- [PyPi](https://pypi.org/project/cx-Oracle) (📥 3.1M / month · 📦 430 · ⏱️ 20.07.2023):
- [Conda](https://anaconda.org/conda-forge/cx_oracle) (📥 1.1M · ⏱️ 15.01.2026):
pysolr (🥉24 · ⭐ 700) - Pysolr Python Solr client. BSD-3
- [GitHub](https://github.com/django-haystack/pysolr) (👨💻 77 · 🔀 340 · 📦 4K):
- [PyPi](https://pypi.org/project/pysolr) (📥 350K / month · 📦 87 · ⏱️ 18.11.2025):
- [Conda](https://anaconda.org/conda-forge/pysolr) (📥 120K · ⏱️ 18.11.2025):
umongo (🥉24 · ⭐ 450) - sync/async MongoDB ODM, yes. MIT
- [GitHub](https://github.com/Scille/umongo) (👨💻 19 · 🔀 68 · 📦 26K):
- [PyPi](https://pypi.org/project/umongo) (📥 35K / month · 📦 10 · ⏱️ 01.03.2026):
- [Conda](https://anaconda.org/conda-forge/umongo) (📥 19K · ⏱️ 20.08.2026):
Databases (🥉23 · ⭐ 3.9K · 💤) - Async database support for Python. BSD-3
- [GitHub](https://github.com/encode/databases) (👨💻 59 · 🔀 260):
- [PyPi](https://pypi.org/project/databases) (📥 1.3M / month · 📦 160 · ⏱️ 01.03.2024):
- [Conda](https://anaconda.org/conda-forge/databases) (📥 390K · ⏱️ 01.01.2026):
ODMantic (🥉23 · ⭐ 1.2K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
- [GitHub](https://github.com/art049/odmantic) (👨💻 23 · 🔀 98 · 📦 3.6K):
- [PyPi](https://pypi.org/project/odmantic) (📥 70K / month · 📦 24 · ⏱️ 24.01.2026):
HappyBase (🥉23 · ⭐ 610 · 💤) - [UNMAINTAINED] A developer-friendly Python library to interact with.. MIT
- [GitHub](https://github.com/python-happybase/happybase) (👨💻 22 · 🔀 160 · 📦 1K):
- [PyPi](https://pypi.org/project/happybase) (📥 72K / month · 📦 44 · ⏱️ 26.09.2025):
- [Conda](https://anaconda.org/conda-forge/happybase) (📥 390K · ⏱️ 22.04.2025):
filedepot (🥉23 · ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT
- [GitHub](https://github.com/amol-/depot) (👨💻 21 · 🔀 41 · 📦 1.5K):
- [PyPi](https://pypi.org/project/filedepot) (📥 22K / month · 📦 15 · ⏱️ 22.07.2026):
neo4j-driver (🥉22 · ⭐ 1K) - Neo4j Bolt driver for Python. Apache-2
- [GitHub](https://github.com/neo4j/neo4j-python-driver) (👨💻 44 · 🔀 210):
- [PyPi](https://pypi.org/project/neo4j-driver) (📥 97K / month · 📦 65 · ⏱️ 04.05.2026):
- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (📥 520K · ⏱️ 04.05.2026):
cloudant (🥉19 · ⭐ 160) - A Python library for Cloudant and CouchDB. Apache-2
- [GitHub](https://github.com/cloudant/python-cloudant) (👨💻 33 · 🔀 55):
- [PyPi](https://pypi.org/project/cloudant) (📥 260K / month · 📦 34 · ⏱️ 26.08.2021):
- [Conda](https://anaconda.org/conda-forge/cloudant) (📥 430K · ⏱️ 29.04.2026):
psycopg3 (🥉18 · ⭐ 2.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0
- [GitHub](https://github.com/psycopg/psycopg) (👨💻 100 · 🔀 240):
PugSQL (🥉18 · ⭐ 760 · 💤) - A HugSQL-inspired database library for Python. Apache-2
- [GitHub](https://github.com/mcfunley/pugsql) (👨💻 14 · 🔀 27 · 📦 84):
- [PyPi](https://pypi.org/project/pugsql) (📥 31K / month · 📦 3 · ⏱️ 04.12.2025):
Show 21 hidden projects...
- psycopg2 (🥈32 · ⭐ 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
- 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
- Queries (🥉20 · ⭐ 260 · 💀) - PostgreSQL database access simplified. BSD-3
- aioprometheus (🥉20 · ⭐ 180 · 💀) - A Prometheus Python client library for asyncio-based.. MIT
- PyMODM (🥉17 · ⭐ 350 · 💀) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
- db.py (🥉15 · ⭐ 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
- 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
- lazydata (🥉13 · ⭐ 620 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
Data Loading & Extraction¤
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
Datasets (🥇35 · ⭐ 22K) - The largest hub of ready-to-use datasets for AI models with fast,.. Apache-2
- [GitHub](https://github.com/huggingface/datasets) (👨💻 690 · 🔀 3.3K · 📦 130K):
- [PyPi](https://pypi.org/project/datasets) (📥 160M / month · 📦 7.1K · ⏱️ 28.07.2026):
- [Conda](https://anaconda.org/conda-forge/datasets) (📥 3.4M · ⏱️ 29.07.2026):
Faker (🥇35 · ⭐ 19K) - Faker is a Python package that generates fake data for you. MIT
- [GitHub](https://github.com/joke2k/faker) (👨💻 680 · 🔀 2.1K · 📦 300K):
- [PyPi](https://pypi.org/project/Faker) (📥 81M / month · 📦 3.6K · ⏱️ 21.08.2026):
- [Conda](https://anaconda.org/conda-forge/faker) (📥 2.2M · ⏱️ 21.08.2026):
Tablib (🥇31 · ⭐ 4.8K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
- [GitHub](https://github.com/jazzband/tablib) (👨💻 140 · 🔀 610 · 📦 130K):
- [PyPi](https://pypi.org/project/tablib) (📥 5.4M / month · 📦 230 · ⏱️ 31.07.2026):
- [Conda](https://anaconda.org/conda-forge/tablib) (📥 390K · ⏱️ 31.07.2026):
python-magic (🥇31 · ⭐ 2.9K) - A python wrapper for libmagic. MIT
- [GitHub](https://github.com/ahupp/python-magic) (👨💻 67 · 🔀 300 · 📦 87K):
- [PyPi](https://pypi.org/project/python-magic) (📥 36M / month · 📦 1.5K · ⏱️ 07.06.2022):
- [Conda](https://anaconda.org/conda-forge/python-magic) (📥 950K · ⏱️ 19.06.2026):
xmltodict (🥈30 · ⭐ 5.7K) - Python module that makes working with XML feel like you are working.. MIT
- [GitHub](https://github.com/martinblech/xmltodict) (👨💻 60 · 🔀 470 · 📦 89K):
- [PyPi](https://pypi.org/project/xmltodict) (📥 130M / month · 📦 3.9K · ⏱️ 22.02.2026):
- [Conda](https://anaconda.org/conda-forge/xmltodict) (📥 7.4M · ⏱️ 22.02.2026):
xlrd (🥈30 · ⭐ 2.2K · 💤) - Please use openpyxl where you can... BSD-3
- [GitHub](https://github.com/python-excel/xlrd) (👨💻 53 · 🔀 440 · 📦 250K):
- [PyPi](https://pypi.org/project/xlrd) (📥 84M / month · 📦 3.5K · ⏱️ 14.06.2025):
- [Conda](https://anaconda.org/conda-forge/xlrd) (📥 5.8M · ⏱️ 26.08.2025):
gdown (🥈29 · ⭐ 5.3K) - Google Drive public file downloader when curl/wget fails. MIT
- [GitHub](https://github.com/wkentaro/gdown) (👨💻 27 · 🔀 420 · 📦 60K):
- [PyPi](https://pypi.org/project/gdown) (📥 3.5M / month · 📦 1.5K · ⏱️ 30.05.2026):
- [Conda](https://anaconda.org/conda-forge/gdown) (📥 570K · ⏱️ 30.05.2026):
xlwings (🥈29 · ⭐ 3.4K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
- [GitHub](https://github.com/xlwings/xlwings) (👨💻 69 · 🔀 540 · 📦 34K):
- [PyPi](https://pypi.org/project/xlwings) (📥 980K / month · 📦 310 · ⏱️ 17.08.2026):
- [Conda](https://anaconda.org/conda-forge/xlwings) (📥 2.1M · ⏱️ 18.08.2026):
smart-open (🥈27 · ⭐ 3.4K) - Utils for streaming large files (S3, HDFS, GCS, SFTP, Azure Blob.. MIT
- [GitHub]() (👨💻 130 · 🔀 390):
- [PyPi](https://pypi.org/project/smart-open) (📥 76M / month · 📦 700 · ⏱️ 15.07.2026):
- [Conda](https://anaconda.org/conda-forge/smart_open) (📥 5.1M · ⏱️ 15.07.2026):
Intake (🥈27 · ⭐ 1.1K) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
- [GitHub](https://github.com/intake/intake) (👨💻 95 · 🔀 150 · 📦 3.7K):
- [PyPi](https://pypi.org/project/intake) (📥 880K / month · 📦 230 · ⏱️ 17.06.2026):
- [Conda](https://anaconda.org/conda-forge/intake) (📥 940K · ⏱️ 09.03.2026):
textract (🥈26 · ⭐ 4.5K · 📉) - extract text from any document. no muss. no fuss. MIT
- [GitHub](https://github.com/deanmalmgren/textract) (👨💻 48 · 🔀 670 · 📦 4.9K):
- [PyPi](https://pypi.org/project/textract) (📥 420K / month · 📦 92 · ⏱️ 27.04.2026):
- [Conda](https://anaconda.org/conda-forge/textract) (📥 150K · ⏱️ 28.04.2026):
csvkit (🥈25 · ⭐ 6.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
- [GitHub](https://github.com/wireservice/csvkit) (👨💻 120 · 🔀 670 · 📦 2K):
- [PyPi](https://pypi.org/project/csvkit) (📥 490K / month · 📦 49 · ⏱️ 15.12.2025):
- [Conda](https://anaconda.org/conda-forge/csvkit) (📥 370K · ⏱️ 26.04.2026):
img2dataset (🥉23 · ⭐ 4.2K · 💤) - Easily turn large sets of image urls to an image dataset. Can.. MIT
- [GitHub](https://github.com/rom1504/img2dataset) (👨💻 36 · 🔀 360 · 📦 290):
- [PyPi](https://pypi.org/project/img2dataset) (📥 72K / month · 📦 6 · ⏱️ 09.08.2025):
camelot (🥉23 · ⭐ 3.8K) - A Python library to extract tabular data from PDFs. MIT
- [GitHub](https://github.com/camelot-dev/camelot) (👨💻 80 · 🔀 540 · 📦 3.7K):
- [PyPi](https://pypi.org/project/camelot) (📥 3.4K / month · 📦 6 · ⏱️ 15.12.2021):
snorkel (🥉22 · ⭐ 6K) - A system for quickly generating training data with weak supervision. Apache-2
- [GitHub](https://github.com/snorkel-team/snorkel) (👨💻 81 · 🔀 850 · 📦 680):
- [PyPi](https://pypi.org/project/snorkel) (📥 47K / month · 📦 22 · ⏱️ 27.02.2024):
- [Conda](https://anaconda.org/conda-forge/snorkel) (📥 75K · ⏱️ 22.04.2025):
Singer (🥉22 · ⭐ 1.3K) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
- [GitHub](https://github.com/singer-io/getting-started) (👨💻 33 · 🔀 150):
- [PyPi](https://pypi.org/project/singer-python) (📥 560K / month · 📦 310 · ⏱️ 27.02.2026):
Upgini (🥉19 · ⭐ 360) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
- [GitHub](https://github.com/upgini/upgini) (👨💻 14 · 🔀 26 · 📦 11):
- [PyPi](https://pypi.org/project/upgini) (📥 12K / month · ⏱️ 26.08.2026):
rows (🥉17 · ⭐ 890) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0
- [GitHub](https://github.com/turicas/rows) (👨💻 32 · 🔀 140 · 📦 180):
- [PyPi](https://pypi.org/project/rows) (📥 5.5K / month · 📦 6 · ⏱️ 15.12.2021):
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.. MIT python pdf markdown
- 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 (🥉6 · ⭐ 27 · 🐣) - 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](https://github.com/apache/airflow) (👨💻 4.6K · 🔀 18K · 📦 20K):
- [PyPi](https://pypi.org/project/apache-airflow) (📥 19M / month · 📦 970 · ⏱️ 12.08.2026):
- [Conda](https://anaconda.org/conda-forge/airflow) (📥 2.1M · ⏱️ 20.08.2026):
- [Docker Hub](https://hub.docker.com/r/apache/airflow) (📥 1.6B · ⭐ 640 · ⏱️ 12.08.2026):
Celery (🥇36 · ⭐ 29K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
- [GitHub](https://github.com/celery/celery) (👨💻 1.5K · 🔀 5.1K · 📦 190K):
- [PyPi](https://pypi.org/project/celery) (📥 57M / month · 📦 2.6K · ⏱️ 26.03.2026):
- [Conda](https://anaconda.org/conda-forge/celery) (📥 3.1M · ⏱️ 26.07.2026):
rq (🥇33 · ⭐ 11K) - Simple job queues for Python. BSD-3
- [GitHub](https://github.com/rq/rq) (👨💻 360 · 🔀 1.5K · 📦 22K):
- [PyPi](https://pypi.org/project/rq) (📥 18M / month · 📦 430 · ⏱️ 17.08.2026):
- [Conda](https://anaconda.org/conda-forge/rq) (📥 340K · ⏱️ 24.08.2026):
Beam (🥇33 · ⭐ 8.6K) - Unified programming model to define and execute data processing.. Apache-2
- [GitHub](https://github.com/apache/beam) (👨💻 2K · 🔀 4.6K · 📦 9.8K):
- [PyPi](https://pypi.org/project/apache-beam) (📥 5.7M / month · 📦 190 · ⏱️ 21.08.2026):
- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (📥 360K · ⏱️ 11.07.2026):
joblib (🥇33 · ⭐ 4.3K) - Computing with Python functions. BSD-3
- [GitHub](https://github.com/joblib/joblib) (👨💻 160 · 🔀 450 · 📦 740K):
- [PyPi](https://pypi.org/project/joblib) (📥 220M / month · 📦 9.6K · ⏱️ 15.12.2025):
- [Conda](https://anaconda.org/conda-forge/joblib) (📥 52M · ⏱️ 15.12.2025):
Prefect (🥈32 · ⭐ 24K) - Prefect is a workflow orchestration framework for building resilient.. Apache-2
- [GitHub](https://github.com/PrefectHQ/prefect) (👨💻 740 · 🔀 2.5K · 📦 8.4K):
- [PyPi](https://pypi.org/project/prefect) (📥 14M / month · 📦 560 · ⏱️ 27.08.2026):
- [Conda](https://anaconda.org/conda-forge/prefect) (📥 1.2M · ⏱️ 26.08.2026):
Dagster (🥈32 · ⭐ 16K) - An orchestration platform for the development, production, and.. Apache-2
- [GitHub](https://github.com/dagster-io/dagster) (👨💻 700 · 🔀 2.3K · 📦 4.9K):
- [PyPi](https://pypi.org/project/dagster) (📥 10M / month · 📦 430 · ⏱️ 27.08.2026):
- [Conda](https://anaconda.org/conda-forge/dagster) (📥 3.2M · ⏱️ 21.08.2026):
luigi (🥈30 · ⭐ 19K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
- [GitHub](https://github.com/spotify/luigi) (👨💻 640 · 🔀 2.5K · 📦 2.9K):
- [PyPi](https://pypi.org/project/luigi) (📥 1.3M / month · 📦 180 · ⏱️ 07.05.2026):
- [Conda](https://anaconda.org/anaconda/luigi) (📥 25K · 📦 3 · ⏱️ 30.07.2026):
Great Expectations (🥈30 · ⭐ 12K) - Always know what to expect from your data. Apache-2
- [GitHub]() (👨💻 480 · 🔀 1.8K · 📦 4):
- [PyPi](https://pypi.org/project/great_expectations) (📥 26M / month · 📦 190 · ⏱️ 19.08.2026):
- [Conda](https://anaconda.org/conda-forge/great-expectations) (📥 1.7M · ⏱️ 19.08.2026):
dbt (🥈29 · ⭐ 14K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
- [GitHub](https://github.com/dbt-labs/dbt-core) (👨💻 500 · 🔀 2.5K · 📦 10K):
- [PyPi](https://pypi.org/project/dbt) (📥 120K / month · 📦 36 · ⏱️ 21.08.2026):
- [Conda](https://anaconda.org/conda-forge/dbt) (📥 860K · ⏱️ 22.04.2025):
Kedro (🥈29 · ⭐ 11K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
- [GitHub](https://github.com/kedro-org/kedro) (👨💻 300 · 🔀 1K · 📦 3.3K):
- [PyPi](https://pypi.org/project/kedro) (📥 1.2M / month · 📦 160 · ⏱️ 29.06.2026):
petl (🥈28 · ⭐ 1.3K) - Python Extract Transform and Load Tables of Data. MIT
- [GitHub](https://github.com/petl-developers/petl) (👨💻 72 · 🔀 200 · 📦 4.3K):
- [PyPi](https://pypi.org/project/petl) (📥 830K / month · 📦 57 · ⏱️ 19.08.2026):
- [Conda](https://anaconda.org/conda-forge/petl) (📥 530K · ⏱️ 20.08.2026):
zenml (🥈27 · ⭐ 5.6K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2
- [GitHub](https://github.com/zenml-io/zenml) (👨💻 150 · 🔀 650 · 📦 1.5K):
- [PyPi](https://pypi.org/project/zenml) (📥 300K / month · 📦 15 · ⏱️ 07.08.2026):
arq (🥈27 · ⭐ 2.9K) - Job queues in python with asyncio and redis. MIT
- [GitHub]() (👨💻 67 · 🔀 210 · 📦 1.5K):
- [PyPi](https://pypi.org/project/arq) (📥 4.8M / month · 📦 82 · ⏱️ 16.04.2026):
- [Conda](https://anaconda.org/conda-forge/arq) (📥 27K · ⏱️ 03.08.2026):
huey (🥈26 · ⭐ 6K) - a little task queue for python. MIT
- [GitHub](https://github.com/coleifer/huey) (👨💻 72 · 🔀 400):
- [PyPi](https://pypi.org/project/huey) (📥 21M / month · 📦 160 · ⏱️ 05.08.2026):
- [Conda](https://anaconda.org/conda-forge/huey) (📥 210K · ⏱️ 05.08.2026):
mleap (🥈26 · ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
- [GitHub](https://github.com/combust/mleap) (👨💻 87 · 🔀 320 · 📦 250):
- [PyPi](https://pypi.org/project/mleap) (📥 2.1M / month · 📦 11 · ⏱️ 21.07.2026):
- [Conda](https://anaconda.org/conda-forge/mleap) (📥 120K · ⏱️ 22.07.2026):
CocoIndex (🥈24 · ⭐ 6.1K · 🐣) - Data transformation framework for AI. Ultra performant, with.. Apache-2
- [GitHub](https://github.com/cocoindex-io/cocoindex) (👨💻 89 · 🔀 450 · 📦 70):
- [PyPi](https://pypi.org/project/cocoindex) (📥 80K / month · 📦 16 · ⏱️ 12.08.2026):
riko (🥉20 · ⭐ 1.6K) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
- [GitHub](https://github.com/nerevu/riko) (👨💻 22 · 🔀 75 · 📦 14):
- [PyPi](https://pypi.org/project/riko) (📥 1.7K / month · ⏱️ 10.08.2026):
TaskTiger (🥉20 · ⭐ 1.5K) - Python task queue using Redis. MIT
- [GitHub](https://github.com/closeio/tasktiger) (👨💻 35 · 🔀 91 · 📦 33):
- [PyPi](https://pypi.org/project/tasktiger) (📥 9.9K / month · 📦 2 · ⏱️ 11.03.2026):
dbnd (🥉19 · ⭐ 270) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
- [GitHub](https://github.com/databand-ai/dbnd) (👨💻 93 · 🔀 33 · 📦 42):
- [PyPi](https://pypi.org/project/dbnd) (📥 26K / month · 📦 27 · ⏱️ 05.03.2026):
pdpipe (🥉17 · ⭐ 720) - Easy pipelines for pandas DataFrames. MIT
- [GitHub](https://github.com/pdpipe/pdpipe) (👨💻 14 · 🔀 46 · 📦 67):
- [PyPi](https://pypi.org/project/pdpipe) (📥 2K / month · 📦 14 · ⏱️ 06.03.2026):
- [Conda](https://anaconda.org/conda-forge/pdpipe) (📥 66K · ⏱️ 06.03.2026):
BatchFlow (🥉17 · ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
- [GitHub](https://github.com/analysiscenter/batchflow) (👨💻 40 · 🔀 45 · 📦 15):
- [PyPi](https://pypi.org/project/batchflow) (📥 480 / month · ⏱️ 16.04.2026):
kale (🥉16 · ⭐ 700) - Convert JupyterNotebooks to Kubeflow Pipelines deployments. Apache-2 jupyter
- [GitHub]() (👨💻 29 · 🔀 160):
- [PyPi](https://pypi.org/project/kubeflow-kale) (📥 2.2K / month · ⏱️ 07.08.2026):
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 (🥉22 · ⭐ 6.8K · 💀) - Python Stream Processing. BSD-3
- whylogs (🥉22 · ⭐ 2.8K · 💀) - Open standard for end-to-end data and ML monitoring for any.. Apache-2
- Activeloop (🥉21 · ⭐ 9.2K · 💀) - Activeloop Deep Lake. MPL-2.0
- bonobo (🥉21 · ⭐ 1.6K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
- 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
- Pypeline (🥉20 · ⭐ 1.4K · 💀) - Concurrent data pipelines in Python . MIT
- 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-2 spark
- 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-3 spark
- 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-2 spark
- 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](https://github.com/yaml/pyyaml) (👨💻 40 · 🔀 570 · 📦 1.9M):
- [PyPi](https://pypi.org/project/pyyaml) (📥 1.2B / month · 📦 55K · ⏱️ 25.09.2025):
- [Conda](https://anaconda.org/conda-forge/pyyaml) (📥 92M · ⏱️ 04.02.2026):
XlsxWriter (🥉30 · ⭐ 3.9K) - A Python module for creating Excel XLSX files. BSD-2
- [GitHub](https://github.com/jmcnamara/XlsxWriter) (👨💻 58 · 🔀 660 · 📦 110K):
- [PyPi](https://pypi.org/project/xlsxwriter) (📥 110M / month · 📦 470 · ⏱️ 16.09.2025):
- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (📥 5.2M · ⏱️ 12.10.2025):
jmespath (🥉28 · ⭐ 2.4K) - JMESPath is a query language for JSON. MIT
- [GitHub](https://github.com/jmespath/jmespath.py) (👨💻 32 · 🔀 190):
- [PyPi](https://pypi.org/project/jmespath) (📥 640M / month · 📦 2K · ⏱️ 22.01.2026):
- [Conda](https://anaconda.org/conda-forge/jmespath) (📥 35M · ⏱️ 23.01.2026):
Code Inspection¤
deepdiff (🥇29 · ⭐ 2.5K) - Deep Difference and Search of any Python object/data. Recreate objects.. MIT
- [GitHub]() (👨💻 110 · 🔀 270 · 📦 22K):
- [PyPi](https://pypi.org/project/deepdiff) (📥 79M / month · 📦 1.5K · ⏱️ 15.05.2026):
- [Conda](https://anaconda.org/conda-forge/deepdiff) (📥 960K · ⏱️ 16.05.2026):
Show 3 hidden projects...
- entrypoints (🥈26 · ⭐ 74 · 💀) - Discover and load entry points from installed packages.MIT
- typing_inspect (🥉24 · ⭐ 370 · 💀) - Runtime inspection utilities for Python typing module. MIT
- importlib-resources (🥉24 · ⭐ 72) - Backport of the importlib.resources module. ❗Unlicensed
General Utilities¤
attrs (🥇34 · ⭐ 5.8K) - Python Classes Without Boilerplate. MIT
- [GitHub](https://github.com/python-attrs/attrs) (👨💻 190 · 🔀 420 · 📦 1.5M):
- [PyPi](https://pypi.org/project/attrs) (📥 960M / month · 📦 11K · ⏱️ 19.03.2026):
- [Conda](https://anaconda.org/conda-forge/attrs) (📥 75M · ⏱️ 19.03.2026):
tenacity (🥇33 · ⭐ 8.6K) - Retrying library for Python. Apache-2
- [GitHub](https://github.com/jd/tenacity) (👨💻 120 · 🔀 320 · 📦 410K):
- [PyPi](https://pypi.org/project/tenacity) (📥 470M / month · 📦 6.3K · ⏱️ 07.02.2026):
- [Conda](https://anaconda.org/conda-forge/tenacity) (📥 16M · ⏱️ 08.02.2026):
more-itertools (🥇33 · ⭐ 4.1K) - More routines for operating on iterables, beyond itertools. MIT
- [GitHub](https://github.com/more-itertools/more-itertools) (👨💻 150 · 🔀 320 · 📦 300K):
- [PyPi](https://pypi.org/project/more-itertools) (📥 330M / month · 📦 5K · ⏱️ 22.05.2026):
- [Conda](https://anaconda.org/conda-forge/more-itertools) (📥 36M · ⏱️ 22.05.2026):
boltons (🥈30 · ⭐ 6.9K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
- [GitHub](https://github.com/mahmoud/boltons) (👨💻 110 · 🔀 410 · 📦 12K):
- [PyPi](https://pypi.org/project/boltons) (📥 28M / month · 📦 460 · ⏱️ 17.07.2026):
- [Conda](https://anaconda.org/conda-forge/boltons) (📥 17M · ⏱️ 22.07.2026):
python-dependency-injector (🥈29 · ⭐ 4.9K) - Dependency injection framework for Python. BSD-3
- [GitHub](https://github.com/ets-labs/python-dependency-injector) (👨💻 49 · 🔀 350 · 📦 5.9K):
- [PyPi](https://pypi.org/project/dependency-injector) (📥 8.7M / month · 📦 420 · ⏱️ 18.06.2026):
- [Conda](https://anaconda.org/conda-forge/dependency_injector) (📥 150K · ⏱️ 19.06.2026):
returns (🥉27 · ⭐ 4.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2
- [GitHub](https://github.com/dry-python/returns) (👨💻 74 · 🔀 150 · 📦 1K):
- [PyPi](https://pypi.org/project/returns) (📥 1.8M / month · 📦 240 · ⏱️ 02.08.2026):
- [Conda](https://anaconda.org/conda-forge/returns) (📥 95K · ⏱️ 03.08.2026):
retrying (🥉26 · ⭐ 1.9K · 💤) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
- [GitHub](https://github.com/rholder/retrying) (👨💻 15 · 🔀 160):
- [PyPi](https://pypi.org/project/retrying) (📥 34M / month · 📦 1.1K · ⏱️ 03.08.2025):
- [Conda](https://anaconda.org/conda-forge/retrying) (📥 3.4M · ⏱️ 03.08.2025):
natsort (🥉26 · ⭐ 910 · 📉) - Simple yet flexible natural sorting in Python. MIT
- [GitHub](https://github.com/SethMMorton/natsort) (👨💻 25 · 🔀 52 · 📦 50K):
- [PyPi](https://pypi.org/project/natsort) (📥 23M / month · 📦 1.5K · ⏱️ 20.06.2023):
- [Conda](https://anaconda.org/conda-forge/natsort) (📥 3.1M · ⏱️ 12.02.2026):
ubelt (🥉21 · ⭐ 740) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
- [GitHub](https://github.com/Erotemic/ubelt) (👨💻 6 · 🔀 51):
- [PyPi](https://pypi.org/project/ubelt) (📥 63K / month · 📦 140 · ⏱️ 31.07.2026):
- [Conda](https://anaconda.org/conda-forge/ubelt) (📥 450K · ⏱️ 31.07.2026):
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 · ⭐ 75K) - The Python programming language. MIT
- [GitHub](https://github.com/python/cpython) (👨💻 4K · 🔀 35K · 📦 630K):
- [PyPi](https://pypi.org/project/cpython) (📥 16 / month · 📦 21 · ⏱️ 22.07.2020):
- [Conda](https://anaconda.org/conda-forge/typing) (📥 4.4M · ⏱️ 22.04.2025):
- [npm](https://www.npmjs.com/package/@buckpkg/python) (📦 6 · ⏱️ 03.08.2017):
micropython (🥈21 · ⭐ 22K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
- [GitHub](https://github.com/micropython/micropython) (👨💻 760 · 🔀 8.9K · 📦 21):
- [PyPi](https://pypi.org/project/micropython-_markupbase) (⏱️ 10.10.2016):
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](https://github.com/pygments/pygments) (👨💻 950 · 🔀 870 · 📦 1.2M):
- [PyPi](https://pypi.org/project/pygments) (📥 1.3B / month · 📦 12K · ⏱️ 17.08.2026):
- [Conda](https://anaconda.org/conda-forge/pygments) (📥 70M · ⏱️ 17.08.2026):
wrapt (🥇34 · ⭐ 2.3K) - A Python module for decorators, wrappers and monkey patching. BSD-2
- [GitHub](https://github.com/GrahamDumpleton/wrapt) (👨💻 40 · 🔀 250 · 📦 630K):
- [PyPi](https://pypi.org/project/wrapt) (📥 500M / month · 📦 3.4K · ⏱️ 21.08.2026):
- [Conda](https://anaconda.org/conda-forge/wrapt) (📥 41M · ⏱️ 30.07.2026):
pyparsing (🥇33 · ⭐ 2.5K) - Python library for creating PEG parsers. MIT
- [GitHub](https://github.com/pyparsing/pyparsing) (👨💻 84 · 🔀 320 · 📦 1.3M):
- [PyPi](https://pypi.org/project/pyparsing) (📥 420M / month · 📦 6.3K · ⏱️ 21.01.2026):
- [Conda](https://anaconda.org/conda-forge/pyparsing) (📥 77M · ⏱️ 21.01.2026):
cookiecutter (🥈32 · ⭐ 25K) - A cross-platform command-line utility that creates projects from.. BSD-3
- [GitHub](https://github.com/cookiecutter/cookiecutter) (👨💻 330 · 🔀 2.2K · 📦 38K):
- [PyPi](https://pypi.org/project/cookiecutter) (📥 9.9M / month · 📦 1.2K · ⏱️ 04.03.2026):
- [Conda](https://anaconda.org/conda-forge/cookiecutter) (📥 2.2M · ⏱️ 04.03.2026):
pluggy (🥈31 · ⭐ 1.6K) - A minimalist production ready plugin system. MIT
- [GitHub](https://github.com/pytest-dev/pluggy) (👨💻 62 · 🔀 150 · 📦 830K):
- [PyPi](https://pypi.org/project/pluggy) (📥 1.3B / month · 📦 2.6K · ⏱️ 15.05.2025):
- [Conda](https://anaconda.org/conda-forge/pluggy) (📥 58M · ⏱️ 05.12.2025):
decorator (🥈31 · ⭐ 910) - Decorators for Humans. BSD-2
- [GitHub](https://github.com/micheles/decorator) (👨💻 33 · 🔀 120 · 📦 770K):
- [PyPi](https://pypi.org/project/decorator) (📥 210M / month · 📦 2.9K · ⏱️ 18.05.2026):
- [Conda](https://anaconda.org/conda-forge/decorator) (📥 51M · ⏱️ 18.05.2026):
diagrams (🥈29 · ⭐ 42K) - Diagram as Code for prototyping cloud system architectures. MIT
- [GitHub](https://github.com/mingrammer/diagrams) (👨💻 180 · 🔀 2.7K · 📦 2.5K):
- [PyPi](https://pypi.org/project/diagrams) (📥 6.2M / month · 📦 140 · ⏱️ 22.11.2025):
- [Conda](https://anaconda.org/conda-forge/diagrams) (📥 370K · ⏱️ 24.11.2025):
fastcore (🥈29 · ⭐ 1.1K) - Python supercharged for fastai development. Apache-2
- [GitHub]() (👨💻 84 · 🔀 290 · 📦 13K):
- [PyPi](https://pypi.org/project/fastcore) (📥 69M / month · 📦 1.2K · ⏱️ 26.08.2026):
- [Conda](https://anaconda.org/conda-forge/fastcore) (📥 360K · ⏱️ 26.08.2026):
keyboard (🥉27 · ⭐ 3.8K · 💤) - Hook and simulate global keyboard events on Windows and Linux. MIT
- [GitHub](https://github.com/boppreh/keyboard) (👨💻 41 · 🔀 430 · 📦 27K):
- [PyPi](https://pypi.org/project/keyboard) (📥 920K / month · 📦 720 · ⏱️ 23.03.2020):
- [Conda](https://anaconda.org/conda-forge/keyboard) (📥 84K · ⏱️ 03.11.2025):
Copier (🥉27 · ⭐ 3.5K) - Library and command-line utility for rendering projects templates. MIT
- [GitHub](https://github.com/copier-org/copier) (👨💻 130 · 🔀 270 · 📦 2K):
- [PyPi](https://pypi.org/project/copier) (📥 2.4M / month · 📦 400 · ⏱️ 19.08.2026):
python-mss (🥉27 · ⭐ 1.3K) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
- [GitHub](https://github.com/BoboTiG/python-mss) (👨💻 31 · 🔀 110 · 📦 13K):
- [PyPi](https://pypi.org/project/mss) (📥 3.7M / month · 📦 650 · ⏱️ 23.04.2026):
- [Conda](https://anaconda.org/conda-forge/python-mss) (📥 100K · ⏱️ 23.04.2026):
Send2Trash (🥉27 · ⭐ 300) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3
- [GitHub](https://github.com/arsenetar/send2trash) (👨💻 20 · 🔀 47 · 📦 320K):
- [PyPi](https://pypi.org/project/send2trash) (📥 41M / month · 📦 710 · ⏱️ 14.01.2026):
- [Conda](https://anaconda.org/conda-forge/send2trash) (📥 23M · ⏱️ 12.02.2026):
catalogue (🥉25 · ⭐ 180 · 💤) - Super lightweight function registries for your library. MIT
- [GitHub](https://github.com/explosion/catalogue) (👨💻 12 · 🔀 20 · 📦 66K):
- [PyPi](https://pypi.org/project/catalogue) (📥 27M / month · 📦 140 · ⏱️ 25.09.2023):
- [Conda](https://anaconda.org/conda-forge/catalogue) (📥 2.4M · ⏱️ 27.08.2025):
pyscaffold (🥉24 · ⭐ 2.3K) - Python project template generator with batteries included. MIT
- [GitHub](https://github.com/pyscaffold/pyscaffold) (👨💻 59 · 🔀 190):
- [PyPi](https://pypi.org/project/pyscaffold) (📥 1.5M / month · 📦 46 · ⏱️ 23.09.2024):
- [Conda](https://anaconda.org/conda-forge/pyscaffold) (📥 780K · ⏱️ 22.04.2025):
Show 7 hidden projects...
- pycparser (🥈30 · ⭐ 3.6K) - Complete C99 parser in pure Python.❗Unlicensed
- py4j (🥉28 · ⭐ 1.3K · 💀) - Enables Python programs to dynamically access arbitrary Java objects. BSD-3
- openpyxl (🥉24 · ⭐ 12 · 💤) - A Python library to read/write Excel 2010 xlsx/xlsm files. 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. MIT
- macropy (🥉15 · ⭐ 2.5K · 💀) - Macros in Python: quasiquotes, case classes, LINQ and more!. 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