PoolRotator uses a shared multiroom supervisor and account-level integrations to manage its lobbies. Persistent state supports feedback, player statistics, unavailable-map quarantine, and cached calculations. A separate collector grows the Mania research evidence used to validate selection models.

The wiki is an independent DokuWiki application with file-based articles, revision history, and access controls. Reading or editing an article does not call the osu! API or change a live room. It shares the VPS web server but has a separate PHP worker service and operating-system account.

Release notes describe historical implementation changes. Public articles omit deployment secrets and private operational reports. See release history and map selection.

The osu!standard finder has a separate research pipeline for PP-efficient Farm maps and structural Stream detection. The source bundle reviewed for this wiki is staged; the live bot consumes an existing catalog rather than running a model fit for each pick. Read Inside the Standard Farm & Stream finder for the code, model limits, and which filters the live integration actually applies.