The standard LZ4 binding, 86.1M downloads/month (pypistats, 2026-11-15), part of it required by clickhouse-connect below Python 3.14.
Co-Authored-By: Claude <noreply@anthropic.com>
Google's official Brotli binding, 118.1M downloads/month (pypistats, 2026-11-15), most of it via the brotli extras of urllib3, httpx, aiohttp and fonttools.
Co-Authored-By: Claude <noreply@anthropic.com>
The third-party zstd binding with the widest API and Python 3.9+ support, 189.8M downloads/month (pypistats, 2026-11-15), part of it via extras such as httpx[zstd].
Co-Authored-By: Claude <noreply@anthropic.com>
Mints the Compression use case. zstd joined the standard library in Python 3.14, and urllib3 and aiohttp now depend on its backport for older Pythons. The null override keeps the downloads sweep from querying a same-named PyPI package.
Co-Authored-By: Claude <noreply@anthropic.com>
The lead still recommended secure, which the flask-cors addition moved to a challenger slot, and said nothing about CORS. The lead now names nh3 and the CORS picks, and the closing paragraph names the sanitizer and the CSP instead of "both".
Co-Authored-By: Claude <noreply@anthropic.com>
Two How-to-choose picks named Monty and Temporal did not link to their table rows, because their names differ from the README entries pydantic-monty and temporalio.
Co-Authored-By: Claude <noreply@anthropic.com>
pgmpy does causal and probabilistic reasoning with graphical models, closer to statistics than to the scikit-learn ecosystem in General, so it moves to Science > Statistics after statsmodels.
Co-Authored-By: Claude <noreply@anthropic.com>
General held two jobs, so it splits into Servers and Clients (websockets, autobahn-python) and Framework Integrations (channels, flask-socketio), next to WebRTC.
Co-Authored-By: Claude <noreply@anthropic.com>
The Source column printed repo names as plain text, and a row with an empty url rendered its name as a dead link.
Co-Authored-By: Claude <noreply@anthropic.com>
The star scan pruned unstarred repos from its untracked ledger but left their Rejected Additions lines in docs/audit-logs.md, so that list went stale after unstars.
Co-Authored-By: Claude <noreply@anthropic.com>
Rejected Additions now keeps only repos the maintainer still stars. The 103 lines for unstarred repos go, including rejections that came from PRs and audits, so a resubmitted PR for one of them is judged from scratch. The xberg-io/* organization line stays.
Co-Authored-By: Claude <noreply@anthropic.com>
CORS for Flask at 39,864,140 downloads/month, twice django-cors-headers; placed first by downloads, which moves secure to challenger.
Co-Authored-By: Claude <noreply@anthropic.com>
Mints a Code Sandboxes use case for running AI-written code locally; 4,353,276 downloads/month, 1.0.0 and Production/Stable. Hosted-sandbox clients stay out as vendor clients.
Co-Authored-By: Claude <noreply@anthropic.com>
Splits the flat section into General and WebRTC, since a subcategory can't repeat the section name; aiortc is the WebRTC/ORTC stack for asyncio at 1,647,618 downloads/month, nearly all direct.
Co-Authored-By: Claude <noreply@anthropic.com>
The unified filesystem interface that torch, huggingface-hub, and datasets build on, placed first in Remote Files by downloads (556.9M/month, mostly pulled in by those libraries).
Co-Authored-By: Claude <noreply@anthropic.com>
Mints a Remote Files use case for streaming files from cloud and remote storage; about 35.9M of smart-open's 57.5M downloads/month is its own after weasel and gensim.
Co-Authored-By: Claude <noreply@anthropic.com>
Mints an Experiment Tracking use case, since General holds modeling libraries; mlflow is its obvious choice at 19,887,934 downloads/month.
Co-Authored-By: Claude <noreply@anthropic.com>
The ledger kept screen-out rows for unstarred repos because the scan script only read it and the skill called it append-only, so dead rows piled up.
Co-Authored-By: Claude <noreply@anthropic.com>
General becomes Argument Parsing for argparse, click, typer, and cyclopts, and prompt_toolkit moves to TUI Frameworks after textual. Redirects the old General URL.
Co-Authored-By: Claude <noreply@anthropic.com>
General held two unrelated tools. tablib moves to Data Formats, and General becomes Binary Formats for pyelftools. Redirects the old General URL.
Co-Authored-By: Claude <noreply@anthropic.com>
General held two unrelated tools. pyfiglet moves to CLI Development > Terminal Rendering as a challenger, and the rest becomes Diffs for difflib. Redirects the old General URL.
Co-Authored-By: Claude <noreply@anthropic.com>
Others mixed three jobs. pdb-like Debugger becomes Debuggers and takes debugpy, a new Web Framework Toolbars holds django-debug-toolbar, django-silk, and flask-debugtoolbar, and icecream joins Tracing. Redirects the two old subcategory URLs.
Co-Authored-By: Claude <noreply@anthropic.com>
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