October 2026 Summaries

Superset offers an optional public leaderboard that lets developers compare their AI agent usage by token volume or estimated API-equivalent cost across customizable time ranges, while profiles display model breakdowns and daily activity without exposing prompts, repositories, or file paths. Rankings can vary depending on whether tokens or cost are used, and large totals may reflect cache reads rather than newly processed context, as illustrated by a profile with 41.2 billion total tokens, 97% of which were cache reads. Users can search for others, review site-wide model statistics, share milestone profiles on social platforms, and use the Super Fights feature to simulate playful battles between profile-based pixel characters. Participation is voluntary, users select their public handle, and they can leave the leaderboard and remove published usage at any time.