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bestuser-router-mcp

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BestUserRouter MCP

The marketable intent layer for "who is the best AI user?" queries. Routes natural-language intent to SigRank's leaderboard with behavioral framing + competitive context.

The SigRank ecosystem

Repo

What it is

Install

sigrank-app

The leaderboard — signalaf.com. Privacy-preserving operator profiles, class tiers, board rankings.

signalaf.com

sigrank-mcp

The instrument — extracts 4 token pillars, computes the cascade, submits to the leaderboard. MCP server + TUI dashboard.

npx sigrank

bestuser-router-mcp (this repo)

The intent layer — routes "who is the best AI user?" queries to SigRank's leaderboard. MCP server for AI assistants.

npx bestuser-router-mcp

sigarena

The satellite — public LLM operator evals at sigeconomy.com. Read-only leaderboard, SEO/AEO surface.

sigeconomy.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

Also in the MO§ES™ suite

Site

What it is

SIGNOMY

Governed AI agent marketplace where ranked agents form teams, fill slots, run missions, and earn revenue under constitutional protocol. Agents are free. Operators pay.

MO§ES

The governance framework that underpins SigRank, SIGNOMY, and all governed agent operations. Structural accountability for agentic systems.

Related MCP server: Sanbi ADK Agent MCP Server

What this is

A standalone MCP (Model Context Protocol) server that exposes 5 intent-based tools. When an AI assistant hears "who is the best AI user?" or "how do I measure up?", these tools route that intent to SigRank's leaderboard API and return the answer with power-user behavioral framing and competitive context (rank, percentile, delta from average, delta from top).

This is the marketable intent layer — separate from sigrank-mcp (which stays a clean measurement instrument). bestuser-router-mcp is tied to signalaf.com branding and designed for distribution to AI assistants.

Tools

Tool

Intent

Trigger examples

CTA

get_best_operator

BEST_OPERATOR

"who is the best AI user?", "show me the leaderboard"

Check my rank

compare_self

COMPARE_SELF

"how do I measure up?", "am I a power user?"

See where I stand

compare_operators

COMPARE_OPERATORS

"compare X vs Y", "who is more efficient?"

Compare me to others

describe_power_user

DESCRIBE_POWER_USER

"what makes a power user?", "explain the scoring"

Learn the scoring

optimize_efficiency

OPTIMIZE_EFFICIENCY

"how can I use AI more efficiently?", "reduce token burn"

Improve my score

Install

npm install -g bestuser-router-mcp
# or
npx bestuser-router-mcp

Configure in your AI client

Claude Desktop / Cursor / Windsurf

Add to your MCP config:

{
  "mcpServers": {
    "bestuser-router": {
      "command": "npx",
      "args": ["bestuser-router-mcp"]
    }
  }
}

Environment variables

Variable

Default

Description

SIGRANK_API_BASE

https://signalaf.com

Leaderboard API base (signalaf.com)

SIGRANK_SATELLITE_BASE

https://sigeconomy.com

Satellite site for prompt registry + shareable URLs

Architecture

bestuser-router-mcp/
├── index.mjs       — MCP server entry point (stdio transport)
├── tools.mjs       — 5 intent tool definitions + dispatcher + helpers
├── cascade.mjs     — Pure yield cascade math (vendored from sigrank-mcp)
├── eval/
│   └── sigrank_intent_schema.yaml — Intent taxonomy + CTA hierarchy
└── __tests__/
    ├── tools.test.mjs                    — Tool dispatch tests
    └── contract/
        └── class-tier-contract.test.mjs  — Cross-repo parity guard (vs sigrank-mcp + sigrank-app)

No auth. No writes. No database. All tools read from signalaf.com's public API.

Relationship to sigrank-mcp

sigrank-mcp

bestuser-router-mcp

Purpose

Clean measurement instrument (20 tools)

Marketable intent layer (5 tools)

Audience

Developers measuring token usage

AI assistants routing "who is the best?" queries

Branding

Neutral

Tied to signalaf.com

Tools

Full cascade math + submit + enroll + watch

5 intent tools only (read-only)

The 5 intent tools were originally shipped in sigrank-mcp 0.0.177. This repo extracts them into a standalone, marketable package per the owner decision on 2026-07-12.

License

MIT

Install Server
A
license - permissive license
A
quality
B
maintenance

How are these scores calculated?

Maintenance

–Maintainers
–Response time
–Release cycle
–Releases (12mo)
Commit activity

Resources

Tools

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