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Claude Code ranking vs operator ranking
| Feature | SigRank | ccgather |
|---|---|---|
| What it measures | AI operators across 15+ platforms | Claude Code users |
| What it tells you | How efficiently you compound signal | Who used Claude Code the most |
| Leaderboard | Yes — ranked by Yield, class tiers | No |
| Platform coverage | Claude Code, Cursor, Copilot, Gemini, 15+ | Limited |
| MCP server | Yes | No |
| Privacy | Token counts only — never prompt content | Token counts only |
ccgather ranks Claude Code users. SigRank ranks AI operators across every platform. One tool is not the whole field.
SigRank's Yield (Υ) metric measures the architecture of your token cascade — is signal compounding, or are tokens burned? That's the question ccgather can't answer.
ccgather ranks Claude Code users. SigRank ranks AI operators across every platform. One tool is not the whole field. SigRank's Yield (Υ) = (cache_read × output) / input² measures cascade efficiency.
Yes. They're complementary. Use ccgather for its function, and run sigrank submit to publish your cascade score to the leaderboard.
Yield (Υ) = (cache_read × output) / input² — token-cascade efficiency from real sessions. Works across Claude, GPT, Gemini, Cursor, Copilot, and any AI coding tool.
Visit signalaf.com/score to enroll and submit your token telemetry. SigRank will compute your Yield, your rank, and your operator class. Token counts only — never prompt content, never code.
Stop gathering Claude Code stats. Start ranking operators.
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