UserRank positions itself as a shared library of AI practices rather than another prompt gallery. The premise is that people already use AI in distinctive ways, but those habits stay private and invisible. UserRank makes them visible by collecting lightweight usage signals and turning them into a browsable, comparable record of how individuals and groups actually work with models like Claude and ChatGPT.
The core mechanism is a local scan. You install a plugin or paste a prompt into Claude Code, Codex, or Claude Desktop, and your own AI client inspects your usage on your computer. Only names and counts of the tools and practices it finds are sent to UserRank, and you decide who can see the result. From there you can publish your practices, browse what others do, and pick up workflows you had not considered.
Setup is deliberately short. Plugin marketplace commands are provided for Claude Code and Codex, while Claude Desktop users add a marketplace and install UserRank through the Plugins menu. A Quick scan option exists for those who would rather not install anything, and a Python 3 requirement is noted for the local route. The whole process is framed as taking ten to twenty minutes on your computer, or a few minutes in a chat.
The site is aimed at individual power users, consultants, and teams who want a factual picture of their AI stack instead of self-reported surveys. It is less useful for complete beginners, since the value depends on already having meaningful usage to
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