arq
What ChatGPT, Claude, Gemini & Grok actually say · July 2026
The verdict
arq appears in 1 AI-ranked category.
The best fit for async-native FastAPI/Starlette apps — built by the pydantic team around asyncio and Redis, tiny API surface, job scheduling and retries included, and it integrates naturally into an async codebase where Celery's worker model fights the event loop; earns the spot on the assumption that a large share of new Python web apps in 2026 are async-first
Where arq falls short, per the models
- Claude Minimalist by design and maintenance is slow-paced — Redis-only, no dashboard, no workflow composition, and a single-maintainer bus factor; not for teams needing rich orchestration or enterprise support
Poll history — On this board 1 of 2 polls since Jul 17 — off it in the latest
#7 → –
Top alternatives per the models: Celery · Dramatiq · Taskiq · RQ
Watch arq
Boards re-poll weekly and the models change their minds. One short email only when arq's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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arq ranks #8 for best task queue for python web applications by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-task-queue-for-python-web-applications?utm_source=badge&utm_medium=embed&utm_campaign=badge-arq)<a href="https://modelsagree.com/best/best-task-queue-for-python-web-applications?utm_source=badge&utm_medium=embed&utm_campaign=badge-arq"><img src="https://modelsagree.com/badge/arq.svg" alt="arq — ranked #8 for Best task queue for Python web applications by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled weekly · raw reasoning shown verbatim · methodology