Sigrank
About
AI operator leaderboard that ranks how efficiently you use AI coding tools, not the models themselves. 15 MCP tools, TUI, ed25519-signed submissions, privacy-first.
Details
- License
- MIT
Explore
- The SigRank ecosystem
- Quickstart
- Install from GitHub
- Install via Smithery
- Commands
Setting up with Highlight
This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:
- Download and install Highlight from highlightai.com/download
- Navigate to the plugins tab and select "Add Custom Plugin"
-
Configure the plugin with the settings below
Plugin Name
SigrankCommand (node, npx, python, etc.)Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.
- Enable "Start Automatically" if you want the plugin to start when Highlight launches
From the repository
npm install -g sigrank
git clone https://github.com/SunrisesIllNeverSee/sigrank-mcp.git
cd sigrank-mcp
npm install
SigRank is available on Smithery as a stdio MCP bundle — one-click install for Claude Desktop, Cursor, and other MCP clients.
npm install -g smithery
rank_windows
`{platform?, window?}`
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?}`
smithery tool call sigrank get_leaderboard '{}'
smithery tool call sigrank rank_paste '{"text": "1000000 500000 50000 800000"}'
``
| Tool | Args | What |
| ------------------------------------- | -------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| rank_paste(text) | {input, output, cacheCreate, cacheRead} JSON or 4 whitespace-delimited numbers | Scores token pillars → Υ Yield / SNR / Leverage / Velocity / 10xDEV / Class + prose narration card |get_leaderboard()
| | {window?} | Live board from signalaf.com — sorted by Υ Yield |get_operator(codename)
| | {codename} | One operator's live profile |submit_paste(text, codename)
| | {text, codename?} | Rank locally then POST to board. Omit codename for preview-only |tokenpull(platform?)
| | {platform?} | On-device local reader: scans local logs → 4-window cascade. Zero paste, token-only |tokenpull_submit(codename, window?)
| | {codename?, window?} | tokenpull → publish to board. Omit codename for preview |tokenpull_compare(platform?)
| | {platform?} | All four sources side-by-side: tokenpull + ccusage + token-dash + tokscale. Returns pillars, cascade metrics, and delta % vs tokenpull per window |rank_windows
| | {platform?, window?} | Multi-window cascade from local logs |watch_tokenpull
| | {platform?, interval_s?} | One cascade snapshot per call (interval_s advisory) |submit_verified
| | {window?, platform?, dry_run?} | THE ranked path: builds + ed25519-signs Schema 1.0 snapshots and POSTs them. platform:'multi' sums all active platforms. dry_run:true returns the exact payload unsent |enroll
| | {code, device_label?} | Bind this device with a connect code from signalaf.com → Settings |diagnose_cascade
| | {text?} | Diagnoses where your token cascade is leaking efficiency — ranked findings with severity + estimated Υ impact |simulate_change
| | {text?, changes} | Prescriptive "what if" — test proposed pillar changes and see the exact Υ delta + class change before committing |suggest_improvements
| | {text?} | Generates ranked, simulated improvement suggestions — tests strategies and returns them sorted by Υ yield impact |self_improve
| | {text?}` | One-click optimize: diagnoses, suggests, and simulates the best change in a single call |
---
Claude Desktop / Cursor
Paste into your MCP client config file to install this server.
{
"mcpServers": {
"sigrank": {
"sigrank-mcp": {
"command": "npx",
"args": [
"sigrank",
"-y",
"sigrank",
"#",
"print",
"the",
"live",
"leaderboard",
"once"
]
}
}
}
}McpServers
{
"sigrank-mcp": {
"command": "npx",
"args": [
"sigrank",
"-y",
"sigrank",
"#",
"print",
"the",
"live",
"leaderboard",
"once"
]
}
}> 🏆 SigRank is live: signalaf.com — the leaderboard for how
> efficiently you use AI, not how much. Run npx sigrank to see your cascade now.
> _Token counts only. Never your prompts._
<div align="center">
<p>
</p>
The yield cascade + live leaderboard as MCP tools any agent can call.
For all builders, burners and 10xers.
</div>
<p align="center">
<a href="https://www.npmjs.com/package/sigrank">
</p>
Table of Contents
- The SigRank ecosystem
- Quickstart
- Install from GitHub
- Install via Smithery
- Commands
- MCP Server mode
- Cascade math
- Token Pillars
- Platform adapters
- Privacy
- Env vars
- Dev / test
- File map
- Contributing
- License
| The board | Your operator profile |
| :-----------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------: |
| 
| 
|
| Every operator ranked by Υ Yield — the architecture of the cascade, not raw spend | Cascade layer, class, and fingerprint — derived from four token counts |
> Run sigrank enroll then sigrank submit to get ranked and claim your public profile at signalaf.com.
---
The SigRank ecosystem
| Repo | What it is | Install |
|------|-----------|---------|
| sigrank-mcp (this repo) | The instrument — extracts 4 token pillars, computes the cascade, submits to the leaderboard. MCP server + TUI dashboard. | npx sigrank |
| sigrank-app | The leaderboard — signalaf.com. Privacy-preserving operator profiles, class tiers, board rankings. | signalaf.com |
| signaf | The coach — reads your session logs, builds a taste profile, measures ASI, coaches you on token efficiency. | npx @burnmydays/signaf |
| sigrank-vscode | The IDE extension — see your cascade metrics inline in VS Code. | code --install-extension sigrank.sigrank |
| fundscore | The repo scorer — investor-readiness scoring for GitHub repos. CLI + MCP server. | npx fundscore |
Quickstart — 3 steps to the board
```bash
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