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>
The NLP intro left gensim out entirely, so readers wanting topic models or word embeddings got no pick even though the README lists it.
Co-Authored-By: Claude <noreply@anthropic.com>
Its second sentence paired aiosmtplib and yagmail with their jobs in the same compressed two-pick frame the Admin Panels lead uses.
Co-Authored-By: Claude <noreply@anthropic.com>
The intro predated the audit and never mentioned django-mongodb-backend, which moved into ORM from Database Drivers.
Co-Authored-By: Claude <noreply@anthropic.com>
The intro predated the 2026-10-02 audit and did not mention the newly added aiosmtplib and django-anymail.
Co-Authored-By: Claude <noreply@anthropic.com>
The intro predated the 2026-10-02 audit and did not mention the newly added flask-restx and flask-smorest.
Co-Authored-By: Claude <noreply@anthropic.com>
The intro predated the 2026-10-02 audit and did not mention the newly added prophet, statsforecast, and sktime.
Co-Authored-By: Claude <noreply@anthropic.com>
The intro predated the 2026-10-02 audit and still recommended Keras as a main pick after its demotion to Second Tier.
Co-Authored-By: Claude <noreply@anthropic.com>
The Mock entry was named `mock`, the PyPI backport package, while it links to and describes the standard-library `unittest.mock` module.
Co-Authored-By: Claude <noreply@anthropic.com>
The old intro recommended SET (social-engineer-toolkit), which the 2026-10-02 audit removed from the README section.
Co-Authored-By: Claude <noreply@anthropic.com>
The old intro recommended Gooey and Tkinter Designer, which the 2026-10-02 audit removed; removing Gooey also dissolved the Wrappers subcategory.
Co-Authored-By: Claude <noreply@anthropic.com>
The old intro recommended freezegun, which the 2026-10-02 audit replaced with time-machine in the README section.
Co-Authored-By: Claude <noreply@anthropic.com>
The old intro recommended MonkeyType and repowise, which the 2026-10-02 audit removed from the README section.
Co-Authored-By: Claude <noreply@anthropic.com>
The 2026-10-02 audit changed the Jupyter entry from the jupyter metapackage to notebook, which the old intro predated.
Co-Authored-By: Claude <noreply@anthropic.com>
The old intro recommended PyGraphviz, which the 2026-10-02 audit replaced with graphviz, and missed Dash, which the audit added.
Co-Authored-By: Claude <noreply@anthropic.com>
Vinta ChenandClaude