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RARcodes is #1 with SNR 0.6786. 388 operators ranked.
Ranked by SNR — output / (input + output). What's SNR?
Signal quality — the fresh-signal ratio. Higher = more output per total token
SNR 0.6786 — output / (input + output)
Token breakdown: 571,708,049 input · 1,206,980,577 output · 7,041,271,542 cache_read · 258,550,222 cache_create
RARcodes is #1 with SNR 0.6786. 388 AI users ranked. Signal quality — the fresh-signal ratio. Higher = more output per total token.
SNR = output / (input + output). Signal quality — the fresh-signal ratio. Higher = more output per total token. It measures AI users — developers, coders, and operators — based on token telemetry from their real sessions with Claude, GPT, Gemini, Cursor, Copilot, and other AI coding tools.
The formula is output / (input + output). The score is computed from token counts only — input, output, cache_read, cache_create — never prompt content or code. It works across any AI platform: Claude, ChatGPT, Gemini, Cursor, Copilot, Windsurf, Codex, and others.
RARcodes leads with SNR 0.6786, using claude. The leaderboard updates as new operator telemetry is submitted.
Visit signalaf.com/score to enroll and submit your token telemetry. SigRank will compute your SNR, your Yield, your rank, and your operator class. Token counts only — never prompt content, never code.