- 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- Testing: remove nose2 (superseded by pytest)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- Computer Vision: tesserocr (superseded by pytesseract)
- Recommender Systems: spotlight (archived, no longer maintained)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>
Beanie is an ODM (Object-Document Mapper), not a raw database driver,
so it fits better under ORM > NoSQL Databases alongside mongoengine and ODMantic.
Co-Authored-By: Claude <noreply@anthropic.com>
streamlit is primarily a data visualization and dashboard framework,
so it better fits the Data Visualization category.
Co-Authored-By: Claude <noreply@anthropic.com>
markitdown converts documents to Markdown, so it belongs under the
Markdown subcategory of Text Processing rather than the generic Files
section.
Co-Authored-By: Claude <noreply@anthropic.com>
Remove the third-party pytz in favour of the stdlib zoneinfo module
(Python 3.9+), which ships the IANA tz database directly.
Co-Authored-By: Claude <noreply@anthropic.com>
Projects on awesome-python.com are ranked by GitHub stars; linking
directly to GitHub enables star fetching and improves discoverability.
Co-Authored-By: Claude <noreply@anthropic.com>
- Add 'tools' to the description tagline
- Remove the Resources TOC entry (Newsletters, Podcasts) and corresponding
section — content is no longer relevant to the relaunched site
- Remove uv from the Environment Management section (it's now a dev dependency
managed by pyproject.toml, not a curated list entry)
Co-Authored-By: Claude <noreply@anthropic.com>
