The project name in the entry was 'playwright' but the GitHub repository
is 'playwright-python', which is also how the Python package is referred
to. Updated the display name to match.
Co-Authored-By: Claude <noreply@anthropic.com>
Align the README intro with the site's actual positioning. The
'opinionated' framing was inaccurate and inconsistent with how the
project is described elsewhere.
Co-Authored-By: Claude <noreply@anthropic.com>
flower was a sub-entry under celery, pyenv-win under pyenv. Both are
standalone projects that deserve their own rows on the website.
Moved flower from Task Queues to Admin Panels since it is a monitoring
and web admin tool, not a task queue itself. Placed pyenv-win as a
top-level entry in Environment Management.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
spark.ml, django.db.models, and geodjango were pointing to
documentation pages as their primary link rather than the
GitHub repository. Move docs URLs inline as descriptive links
so the primary link follows the standard GitHub-first convention.
Co-Authored-By: Claude <noreply@anthropic.com>
Remove the Editor Plugins and IDEs section — modern editors handle Python
via LSP natively, making a curated list of editor plugins less useful.
Consolidate the standalone RPC Servers section into a subsection under
Web Servers to reflect that grpcio and rpyc are network server libraries,
not a separate category.
Co-Authored-By: Claude <noreply@anthropic.com>
Expand the Email section description to mention mail server management.
Replace the unmaintained pymssql entry with the official Microsoft
mssql-python driver, which is actively maintained and built on ODBC.
Co-Authored-By: Claude <noreply@anthropic.com>
Update GitHub URLs for projects that have moved to new organizations or
official accounts: jax, keras, lightgbm, gensim, fastapi, uvicorn,
authlib, django-oauth-toolkit, flask-admin, cassandra-driver, akshare,
altair, bqplot, pymc, python-cqrs, ptpython, prospector, isort,
schemathesis, django-debug-toolbar, awesome-sphinxdoc, YouCompleteMe,
SpiffWorkflow, rpyc, typer, dearpygui, ftfy, textdistance, pendulum,
poetry, websockets. Also updates keras description to reflect multi-backend
support and pymc description to match current project scope. Removes PTVS
(archived) entry.
Co-Authored-By: Claude <noreply@anthropic.com>
Remove entries that are unmaintained, low-quality, or superseded:
werkzeug (WSGI server section), feincms, ultrajson, schema, voluptuous,
bpython, splinter, s3cmd, kafka-python, streamparse, zerorpc,
bashplotlib, quads, dejavu, kapre, pyAudioAnalysis, harfang3d,
configobj.
Add awscli to Cloud Providers as a widely-used modern alternative.
Co-Authored-By: Claude <noreply@anthropic.com>
Remove eve, cornice, python-jose, python-readability, yapf, py2app, and
py2exe as unmaintained or superseded. Replace youtube-dl with yt-dlp,
its actively maintained fork.
Co-Authored-By: Claude <noreply@anthropic.com>
- Web APIs: add django-ninja and apiflask, remove django-tastypie, flask-restful, and sandman2
- Web Scraping: remove grab and newspaper (unmaintained)
- Data Validation: remove colander and schematics (low activity)
- Testing: remove nose2 (superseded by pytest)
- Profiler: replace vprof with scalene (actively maintained, more capable)
- Package Management: remove mamba (redundant with conda)
Co-Authored-By: Claude <noreply@anthropic.com>
Remove makesite, pysimdjson, python-rapidjson, python-ds, buildout,
Levenshtein, and arrow as standalone entries due to low quality or
maintenance concerns. Fold cytoolz reference into the toolz entry to
reduce duplication while preserving discoverability.
Co-Authored-By: Claude <noreply@anthropic.com>
Drops entries that are abandoned, redundant, or no longer meet quality bar:
- NLP: pattern (unmaintained since 2018)
- Computer Vision: tesserocr (superseded by pytesseract)
- Recommender Systems: spotlight (archived, no longer maintained)
- API: flask-api (deprecated in favour of flask-restful), hug (archived)
- Caching: beaker (unmaintained, WSGI-era legacy)
- File Formats: textract (unmaintained, fragile system deps)
Co-Authored-By: Claude <noreply@anthropic.com>
- Web Scraping: split into Frameworks and Content Extraction subcategories
- DevOps: rename SSH-style Deployment to Deployment (absorbs Serverless),
merge Process Management into Monitoring as Monitoring and Processes,
collapse Backup/Chaos Engineering/Git Hooks into Other
- Fold standalone Processes section into DevOps > Monitoring and Processes
- Merge Audio Processing and Video Processing into Audio & Video Processing
- Remove Processes from ToC; update Audio/Video ToC entry
Co-Authored-By: Claude <noreply@anthropic.com>
- Merge URL Manipulation (single entry) into HTTP Clients
- Move python-slugify into General Text Processing, removing the one-entry Slugify subcategory
- Consolidate YAML, TOML, and CSV subcategories into a single Data Formats group
- Split Data Analysis into General and Financial Data subcategories to improve discoverability
Co-Authored-By: Claude <noreply@anthropic.com>
Removes 14 entries from Asset Management, Web Content Extracting, URL
Parsing, Search, Testing, Task Queues, Subprocesses, Network
Virtualization, Text / Slugify, HTML & XML, File Format Processing,
Audio, and Video sections.
Co-Authored-By: Claude <noreply@anthropic.com>
Update the 'Also see' link from the old absolute GitHub URL pointing
to #restful-api to the current relative anchor #web-apis, matching
the section rename in a previous refactor.
Co-Authored-By: Claude <noreply@anthropic.com>
Restructures the top-level ToC groups for better logical cohesion:
- Split 'Web & API' into 'Web' (frameworks, servers, CMS) and
'HTTP & Scraping' (clients, scraping, URL, email)
- Move 'Database & Storage' earlier in the ToC, before 'Data & Science'
- Merge 'Web Content Extraction' and 'Web Crawling' into a single
'Web Scraping' section
- Rename 'Content & Media' to 'Text & Documents' and 'Media' (split)
- Rename 'System & Runtime' to 'Python Language' and 'Python Toolchain'
- Rename 'Security & Auth' to 'Security'; move Authentication to Web group
- Rename 'Development Tools' to 'Developer Tools', 'DevOps & Infrastructure' to 'DevOps'
- Reorder sections within groups to reflect learning progression
(e.g., Deep Learning before Machine Learning in AI & ML)
- Move Hardware and Microsoft Windows to Miscellaneous group
- Add s3cmd to DevOps and youtube-dl to Command-line Tools
- Update CONTRIBUTING.md example group names to match new labels
Co-Authored-By: Claude <noreply@anthropic.com>
Group the Table of Contents entries under bold section headers (AI & ML,
Web & API, Data & Science, etc.) so the README is easier to navigate at
a glance. Update CONTRIBUTING.md to reflect that new sections should be
placed under the appropriate thematic group instead of in a flat list.
Co-Authored-By: Claude <noreply@anthropic.com>
Group flat lists into labeled subcategories to improve scannability and navigation.
Also remove entries that don't meet curation standards and fix the toga repo URL.
Co-Authored-By: Claude <noreply@anthropic.com>
- Remove subcategory groupings (General, Financial Data, Mail Servers, etc.) in favor of flat alphabetical lists
- Rename sections to plural forms: Downloader -> Downloaders, Job Scheduler -> Job Schedulers, Static Site Generator -> Static Site Generators, Template Engine -> Template Engines, Web Content Extracting -> Web Content Extraction
- Rename Specific Formats Processing -> File Format Processing
- Move financial data libraries (akshare, edgartools, openbb, yfinance) from Downloaders to Data Analysis
- Fix TOC ordering: Database/Database Drivers, Web APIs, Web Servers entries moved to alphabetical positions
Co-Authored-By: Claude <noreply@anthropic.com>
- Merge ASGI Servers and WSGI Servers into a single Web Servers section
- Merge RESTful API and GraphQL into Web APIs section
- Move Permissions entries under Authentication as a subsection
- Move Refactoring entries under Code Analysis as a subsection
- Move Serverless Frameworks entries under DevOps as a subsection
- Move Shell (xonsh) under CLI Tools
- Move Internationalization (babel) under Text Processing
- Move Robotics (PythonRobotics) under Science
- Remove standalone Internationalization, Permissions, Refactoring, Serverless Frameworks, Shell, Robotics, and GraphQL sections
- Fix capitalization in TOC entries (Penetration Testing, Framework Agnostic)
Co-Authored-By: Claude <noreply@anthropic.com>
Rename 'Python' to 'Python for VSCode' in the Editor Plugins section
to disambiguate the extension from the Python language itself.
Co-Authored-By: Claude <noreply@anthropic.com>
New category for LLM integrations, agent frameworks, and AI applications.
Move agno, instructor, langchain, llama_index, praisonai, pydantic-ai,
ragflow from Machine Learning. Add autoresearch (karpathy).
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Update 79 entries where the display name differed from the GitHub
repository name only in casing (e.g. NumPy→numpy, LangChain→langchain,
SQLAlchemy→sqlalchemy, DuckDB→duckdb).
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
docling (document-to-structured-data conversion) and textract (text
extraction from Office/PDF files) are document parsing tools, not
data analysis or web scraping tools, so Text Processing > General
is a more accurate placement.
Co-Authored-By: Claude <noreply@anthropic.com>
The financial data tools (akshare, edgartools, OpenBB, yfinance) are a
distinct cluster from general-purpose downloaders (s3cmd, youtube-dl),
so grouping them into subcategories improves discoverability.
Co-Authored-By: Claude <noreply@anthropic.com>
