SigRank — Token Efficiency Leaderboard MCP Server

Operator leaderboard measuring users, not models — 20 tools, TUI, signed submit, privacy-first.

Local serverstdioGo

What is the SigRank — Token Efficiency Leaderboard MCP Server?

Operator leaderboard measuring users, not models — 20 tools, TUI, signed submit, privacy-first.

What you get

That's it. sigrank reads your local AI session logs on-device, derives your token cascade (Υ Yield, Leverage, Velocity, 10xDEV), and publishes to signalaf.com. No paste, no transcript content — only the four token counts leave your machine.

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Maintainer setup documentation.

Recorded tools

Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.

ToolWhat it does
rank_windows{platform?, window?}
get_sigrank_standard_record{input, output, cache_write?, cache_read?}
discover_peers{codename?}
watch_tokenpull{platform?, interval_s?}
submit_verified{window?, platform?, dry_run?}
enroll{code, device_label?}
diagnose_cascade{text?}
simulate_change{text?, changes}
suggest_improvements{text?}
self_improve{text?}

How to install the SigRank — Token Efficiency Leaderboard MCP Server

{
  "mcpServers": {
    "sigrank": {
      "command": "npx",
      "args": [
        "-y",
        "sigrank"
      ]
    }
  }
}

From the project documentation. Replace placeholders and example paths before connecting.

Example prompts to try

  • “Use SigRank — Token Efficiency Leaderboard to rank windows.”
  • “Use SigRank — Token Efficiency Leaderboard to watch tokenpull.”
  • “Use SigRank — Token Efficiency Leaderboard to submit verified.”

Frequently asked questions

Operator leaderboard measuring users, not models — 20 tools, TUI, signed submit, privacy-first. Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.