Update from master - #4
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Add Ultralytics (YOLO) to Computer Vision section
Add bindu to AI and Agents > Orchestration
Bumps [idna](https://github.com/kjd/idna) from 3.11 to 3.15. - [Release notes](https://github.com/kjd/idna/releases) - [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md) - [Commits](kjd/idna@v3.11...v3.15) --- updated-dependencies: - dependency-name: idna dependency-version: '3.15' dependency-type: indirect ... Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Add KittenTTS
Added scikit-lego library to the Machine Learning category keeping strict alphabetical order.
Add an entry for synology-api to the README's list of Python libraries. The link points to N4S4/synology-api and notes it provides a Python wrapper for Synology NAS APIs (Surveillance Station, File Station, Download Station, Docker, and 50+ other endpoints).
Was a sub-item under mkdocs. By downloads it ranks second in the section at 17.6M/mo (ClickPy), above mkdocs' 17.4M, and it powers FastAPI, Pydantic, and Ruff/Polars docs (27,269 stars, pushed 2026-08-09). Documentation now sits at its 5-entry cap. Co-Authored-By: Claude <noreply@anthropic.com>
…ng entry Flower isn't a task queue, so nesting it under celery misclassified it; Task Queues is also at its entry cap. Monitoring and Processes is its honest home, ranking fourth by downloads (12.35M/mo ClickPy, between supervisor 17.0M and sh 11.8M), and Celery's own docs name it the recommended monitor. Repo pushed 2026-08-16 with 7,232 stars. This fills Monitoring and Processes to its 5-entry cap. Co-Authored-By: Claude <noreply@anthropic.com>
Re-homed pyenv-win from a pyenv sub-item (Environment Management) to a full entry in Microsoft Windows, placed before winpython by downloads (25.8k/mo vs 172). Actively maintained, pushed 2026-08-14, 7,360 stars. Maintainer preference is to move sub-items to a fitting category rather than delete. Co-Authored-By: Claude <noreply@anthropic.com>
Removed the companion-project clause from the Sub-item definition in CONTEXT.md's vocabulary. Its examples (aws-sdk-pandas under pandas, flower under celery) went stale this sitting: those companions were promoted, re-homed, or deleted. Per the maintainer's 2026-08-16 policy decision, sub-items are now reserved for awesome-* also-see links only - a companion project must earn a full Entry in its proper Use Case or not be listed. Co-Authored-By: Claude <noreply@anthropic.com>
watchdog 6.0.0 (last release 2024-11-01) ships no cp314 macOS wheel, and uv has no per-package build allowlist under no-build = true, so the preview file watcher moves to watchfiles, which ships cp314 wheels. watchfiles now lives in its own preview dependency group. UV_PYTHON=3.13 is no longer needed on machines that only have 3.14. Co-Authored-By: Claude <noreply@anthropic.com>
Exact reproducibility already lives in uv.lock via 'uv sync --locked', so == in pyproject.toml only duplicates the lockfile and blocks 'uv lock --upgrade'. Locked versions are unchanged. Co-Authored-By: Claude <noreply@anthropic.com>
The entry linked hydra-ecosystem/hydra, an unrelated W3C Hydra API toolkit, while the entry name and description describe facebookresearch's Hydra configuration framework, mixing the wrong repo's stars with the right package's identity. Found during the downloads-column identity sweep. Co-Authored-By: Claude <noreply@anthropic.com>
A pypi.org identity sweep of all 438 cached rows (project_urls/home_page vs entry GitHub URL) found download counts were looked up by README display name, so entries whose name differs from the canonical package silently measured squatters or dead predecessors: pytorch measured a squatter (169,737/mo vs torch's 94M), jinja measured Jinja1 (3,168 vs jinja2's 736M), django-rest-framework a dead alias package (real: djangorestframework), django-rules an abandoned fork (real: rules), strawberry an unrelated bookmarking service (real: strawberry-graphql), devpi a deprecated metapackage (mapped to devpi-server). New curated website/data/pypi_name_overrides.json maps normalized README name to the real package, or null for projects not pip-installable whose name is squatted or a relic (cpython, pyenv, renpy, python-patterns, winpython); also maps mem0 to mem0ai, fasthtml to python-fasthtml, and playwright-python to playwright. All three fetch scripts resolve names through it; the clickpy TSV cache gains a package column recording what each row actually measured. .gitignore switches website/data/ to website/data/* with a negation so the curated overrides file is tracked while caches stay ignored. Co-Authored-By: Claude <noreply@anthropic.com>
Sourced from website/data/pypi_downloads.tsv the same way github_stars.json feeds the stars column. The new sortable column sits between GitHub Stars and Last Commit on the homepage and category pages, formatted with thousands separators like stars, with an em dash when no PyPI data exists. Rows are matched by normalized README display name; Built-in entries never show counts since same-named PyPI packages are stdlib backports (e.g. the asyncio package). Below 960px the column hides and the count moves into the expand row, mirroring the existing Last Commit treatment. main.js gains the downloads sort branch and URL param. The deploy workflow fetches the TSV via the new make fetch_pypi_downloads target with a daily actions/cache fallback, mirroring the stars fetch, but non-fatal: the column degrades to dashes when the fetch fails, unlike stars which the build requires. Co-Authored-By: Claude <noreply@anthropic.com>
autobahn-python publishes as autobahn (7.1M/mo), pangu-py as pangu, and strawberry-django as strawberry-graphql-django (1.5M/mo). httpx.URL is left unmapped deliberately since it's a class within the httpx package, not a package of its own. Co-Authored-By: Claude <noreply@anthropic.com>
Every queried name now resolves 447/447. Adds 23 explicit null overrides so squatters can never silently attach a PyPI number to these names later: stdlib-named entries (concurrent-futures, difflib, mimetypes, sqlite3, tkinter, tomllib, zoneinfo), interpreters (micropython, pypy), monorepo umbrellas (azure-sdk-for-python, google-cloud-python), self-hosted or distro-installed projects (odoo, cloud-init, warehouse), GitHub-only projects (thealgorithms, geodjango, django-db-models, django-ai-plugins, graphify, sentry-skills, social-engineer-toolkit, trailofbits-skills), and httpx-url (a class within httpx, not a package). Caveat: graphify and django-ai-plugins are young projects that may legitimately publish to PyPI later — flip their null to a remap during a future audit if they do. Co-Authored-By: Claude <noreply@anthropic.com>
Every entry is now {"package": str|null, "reason": str|null} instead of
a bare string/null. Reasons are required for null packages, explaining
why the name must never be queried (squatted name, stdlib module,
monorepo umbrella, GitHub-only project, and so on). Reasons are
optional for remaps and kept only on the six non-obvious ones: pytorch
(squatter), jinja (jinja is Jinja1), strawberry (unrelated bookmarking
service), django-rules (abandoned fork), django-rest-framework (dead
alias), and devpi (deprecated metapackage); plain publishes-as-X
remaps get a null reason.
load_overrides() in the clickpy fetcher now extracts the package field
from each entry; resolve() and the pepy/bigquery cross-check scripts
are unchanged since they consume load_overrides()'s output.
Co-Authored-By: Claude <noreply@anthropic.com>
Entries with a download count now sort first (descending), with stars, then Built-in, then name as fallback tiers for entries that lack a count. main.js mirrors this in its default activeSort, clean URL check, and third-click reset target. Sorting by stars remains one header click away. Co-Authored-By: Claude <noreply@anthropic.com>
The header no longer carries the per-month unit; expand-row text keeps its 'downloads/month' wording. Co-Authored-By: Claude <noreply@anthropic.com>
Downloads is now the default sort, so it sits directly after the project name in both the index and category table templates. The source-type badge stays in the stars cell. Co-Authored-By: Claude <noreply@anthropic.com>
Replaces the em dash in the PyPI Downloads column with a source-badge pill labeled "Not on PyPI", reusing the existing badge style used by the stars column for visual consistency. Sorting is unaffected since non-numeric cells already parse as missing. Co-Authored-By: Claude <noreply@anthropic.com>
Reposition awesome-python as a shortlist, not a catalog
Entries now end with "(PyPI downloads/month: N, GitHub stars: M)" where known, replacing the stars-only note, since download counts are the list's stated primary evidence signal. annotate_entries_with_stars is renamed to annotate_entries_with_stats and looks downloads up by the first link's display name, skipping category-index bullets (which link into the site itself) and Built-in entries (which would otherwise hit same-named PyPI backports like logging or asyncio). The intro now mirrors the README subtitle verbatim with the project/category totals on their own line below, and the "opinionated catalog" wording is gone since the shortlist ADR is literally titled "shortlist, not a catalog". Co-Authored-By: Claude <noreply@anthropic.com>
Kicker now mirrors the hero kicker ("The definitive list that
answers..."), replacing the old "field guide" line changed in
8b14b4f. Subtitle now matches the current tagline ("An opinionated
guide to the best Python frameworks, libraries, and tools.") on one
line. PNG regenerated from the SVG.
Co-Authored-By: Claude <noreply@anthropic.com>
The old review-pending-prs command carried a stale copy of CONTRIBUTING.md's rejection rules (100-star bar, "too niche") that contradicted the current shortlist model. This skill screens from the diff only, delegates admission judgment to the audit-the-list skill, then acts on GitHub: merge with section reconcile, AskUserQuestion-gated closes. Co-Authored-By: Claude <noreply@anthropic.com>
Superseded by the rewritten .claude/skills/review-prs/SKILL.md committed just before (9ce2a21); leaving it in place would keep a stale second copy of the PR-review instructions. Co-Authored-By: Claude <noreply@anthropic.com>
Add seleniumbase to Testing — Browser Automation as a challenger (2.86M downloads/month via pepy vs selenium 56.9M; admitted by maintainer decision). Entry placed per Entry Ordering, display name set to the canonical PyPI package name.
Two live review-prs runs surfaced fixes: - Merge conflicts move from the screen-out rules to a local-merge path in the Merge arm; 7/10 PRs conflicted only from the reform's stale bases, and one such PR had already been merged this way. - Target use case is now resolved from the current README instead of stale diff context, since most PR bases no longer match live sections. - Judge gets a third verdict: no fitting use case is a structure question, carried to Act for the maintainer to decide. - Act's Close step gets a batching and checklist note, and the whole step gets an explicit completion criterion after a verdict nearly fell out of the question batches. - Drop the "claude reviewed" label mechanism entirely: the fetch filter, the Park arm, and the labeled-open terminal state. Co-Authored-By: Claude <noreply@anthropic.com>
The "most diffs sit on stale bases" claim was a one-time artifact of the shortlist reform, not a durable fact about future PRs. Reworded to state that diff context lines show the base the PR was written on, which may have changed since, while keeping conflict-to-Merge-arm routing. Co-Authored-By: Claude <noreply@anthropic.com>
Project now requires Python >=3.14; the pin fails live (verified during PR review), and plain uv run / make resolves correctly without it. Co-Authored-By: Claude <noreply@anthropic.com>
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