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>
Comparisons treat dataclasses as the default for class boilerplate and attrs as the upgrade for validators, converters, and slots.
Co-Authored-By: Claude <noreply@anthropic.com>
- machine-learning.md: the Prophet docs moved from facebook.github.io/prophet
(now 404) to meta.github.io/prophet, matching the github.com/meta/prophet
entry in README.md.
- web-apis.md: the Django Ninja routers guide is at /guide/routers/, not
/guides/routers/ (404).
The ERP category lists one project, Odoo, but the intro's "How to choose" list compared Odoo editions and hosting options as if they were picks.
Co-Authored-By: Claude <noreply@anthropic.com>
Replacing framework-independent dogpile.cache with Django-only django-redis removed the shared Redis and Memcached cache use case, and a single Caching group conflated distinct jobs.
Co-Authored-By: Codex <noreply@openai.com>
Faiss indexes vectors and integer IDs rather than storing documents and metadata, so its Database placement contradicted the category definition.
Co-Authored-By: Codex <noreply@openai.com>
The guide claimed DiskCache required less effort than every other Python caching library without comparative evidence.
Co-Authored-By: Codex <noreply@openai.com>
The guide claimed Magika never loads a complete file into memory, but the documented guarantee applies to large files.
Co-Authored-By: Codex <noreply@openai.com>
Calling report() and should_prune() alone did not stop an unpromising trial because should_prune() only returns a boolean.
Co-Authored-By: Codex <noreply@openai.com>
The intro recommended jev-ultrafast, which was removed from the list, and missed Scrapling, which took its slot.
Co-Authored-By: Claude <noreply@anthropic.com>
The README split LLM Inference and Serving into Local LLM Inference and LLM Serving, but the intro still grouped MLX LM with vLLM and SGLang and said nothing about Ollama or llama-cpp-python.
Co-Authored-By: Claude <noreply@anthropic.com>
The intro's lead and guide recommended dogpile.cache, which the list no longer carries, and never covered django-redis, which replaced it.
Co-Authored-By: Claude <noreply@anthropic.com>
Leaked secrets are a supply chain risk that dependency audits don't cover, so Supply Chain Security splits into Dependency Audits and Secret Scanning.
Co-Authored-By: Claude <noreply@anthropic.com>
Removed: jev-ultrafast (no PyPI download signal; not published on PyPI): its README calls it an MVP and it needs a hosted API key, so the challenger slot goes to scrapling in the next commit. This overrides the Challenger Exception recorded 2026-10-02.
Co-Authored-By: Claude <noreply@anthropic.com>
Local runners (ollama, llama-cpp-python, mlx-lm) and production serving engines (vllm, sglang) answer different needs, and one use case could not hold both at the cap. The old page redirects to LLM Serving.
Co-Authored-By: Claude <noreply@anthropic.com>
The subcategory nearly repeated its section's name, so its page could compete with the section page for the same searches, as Code Analysis did.
Co-Authored-By: Claude <noreply@anthropic.com>
The subcategory shared its section's name, so its page could compete with the section page for the same searches, as Code Analysis did.
Co-Authored-By: Claude <noreply@anthropic.com>
The catch-all subcategory shared its section's name, so its page ("Code Analysis for Code Analysis") split the "python code analysis" query with the section page in Search Console.
Co-Authored-By: Claude <noreply@anthropic.com>
Vinta ChenandClaude
Kish Siva
Iain
