MADRANKThe public ranking of real AI usage

FOUR STEPS

HOW MADRANK WORKS

  1. 01USE

    Use AI normally — Claude Code, Codex, OpenCode, Gemini CLI, DSH. Anything you already run.

  2. 02DETECT

    MADRank Node finds the clients on your machine and reads their local usage records. Nothing leaves the device.

  3. 03AGGREGATE

    Daily token counts per model are computed locally. One command — npx @qomob/madrank-node — is the whole install.

  4. 04RANK

    On opt-in, completed UTC days enter the public ranking. Run madrank-node doctor to see per-client health and parser trust.

Usage Rank ≠ Capability Rank. More usage does not mean better performance.

JOIN IN ONE COMMAND →VIEW THE RANKING