SigRank SignalAF — AI Operator Cascade & Leaderboard

Name: SigRank SignalAF — AI Operator Cascade & Leaderboard
Author: SunrisesIllNeverSee

by SunrisesIllNeverSeeversion 1.0.47i★ –iRuns on your computer

Registry nameio.github.SunrisesIllNeverSee/sigrank-mcp

Install

Overview

Description from the maker (original English)

SigRank SignalAF on-device scanner — four-token cascade, leaderboard, 25 local tools.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
UsageiNot measured yet★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs on your computer
Transport: stdio
Category: Other

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 1 of 1 passed
Runs on your computer with your user’s permissions (files, network, apps).
The registry lists no key to fill in.

You need

npmNode.js installed (for the npx command)

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

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

Run this in your terminal

claude mcp add sigrank -- npx -y sigrank

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

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

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "sigrank": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "sigrank"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026

✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account SunrisesIllNeverSee, which owns the repo
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
– Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
– Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
… Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Otheri

More stars than 0% of the other 18348 servers in this category
Published to the registry more recently than 66% of the other 18348 servers in this category
Basic checks equal to or better than 100% of the other 18348 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is SigRank SignalAF — AI Operator Cascade & Leaderboard safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.0.47) reached the registry 22 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, 好縮 Short

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README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

SigRank CLI & MCP

Read your local AI usage, inspect the token cascade, and optionally publish a signed snapshot to the SigRank leaderboard on SignalAF.

npx sigrank

[Website](https://signalaf.com) · [Quickstart](#get-started) · [MCP setup](#connect-an-mcp-client) · [Tool and adapter reference](./docs/CLI-MCP-REFERENCE.md) · [Privacy](#privacy)

What it does

Reads usage metadata from supported local AI session logs.
Shows input, output, cache-write, and cache-read counts across available time windows.
Calculates Yield, Leverage, Velocity, SNR, and 10xDEV locally.
Provides a terminal dashboard and MCP tools for AI clients.
Submits signed telemetry only when you choose to publish.

This evaluates observable token-processing patterns, not model quality, work quality, productivity, or business outcomes. An adapter may estimate a pillar when its source does not expose it separately; those limitations are documented in the adapter reference.

Get started

Requires Node.js 20 or later. No global install is required.

Explore locally

npx sigrank                       # interactive dashboard in a terminal

npx sigrank board --once # public leaderboard, one-shot npx sigrank board --window 7d --once

The dashboard includes Dashboard, Trends, Compare, Board, Watch, and Connect tabs. Use 1–6 or the arrow keys to switch, R to refresh, and Q to quit.

Publish your own snapshot

Sign in at signalaf.com and create a connect code in Settings.
Enroll this device, then inspect the dry-run payload.
Submit when you are ready to publish.

npx sigrank enroll

npx sigrank submit --dry-run npx sigrank submit

Enrollment binds a device signing key to your operator account. The private key stays on your device. The server verifies and re-scores submitted telemetry; a local preview is not a guaranteed public rank.

For repeated use, an optional global installation provides the same commands:

npm install -g sigrank

sigrank

Connect an MCP client

Add this server to your client's MCP configuration:

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

The entry point automatically runs an MCP stdio server when launched without a terminal. MCP tool names are called by the client; they are not shell commands.

Task	Tools
Inspect local usage	`tokenpull`, `rank_windows`, `tokenpull_compare`
Calculate from supplied counts	`rank_paste`, `get_sigrank_standard_record`
Read public results	`get_leaderboard`, `get_operator`, `discover_peers`
Explore possible changes	`diagnose_cascade`, `simulate_change`, `suggest_improvements`
Enroll and submit	`enroll`, `submit_verified`

For the full list, arguments, and adapter paths, see the CLI and MCP reference. Publishing through submit_verified requires confirm: true; dry_run: true inspects the payload without publishing.

Command guide

Command	Purpose
`sigrank`	Open the terminal dashboard
`sigrank board --once`	Print the public leaderboard
`sigrank compare --platform codex`	Audit token counts across available local sources
`sigrank watch --window 7d`	Watch local usage updates
`sigrank enroll`	Bind a device using a connect code
`sigrank submit --dry-run`	Inspect a signed submission without sending it
`sigrank submit`	Publish a verified submission
`sigrank proxy`	Start the optional loopback usage proxy
`sigrank --help`	Show the current command reference

Optional usage proxy

Some clients do not persist all provider-reported usage in their session files. sigrank proxy can capture usage from compatible Anthropic or OpenAI API traffic when a client supports a custom API base URL.

The proxy is off by default and binds only to loopback. It forwards provider-bound request/response content and credentials in memory, but does not persist their content. Its local usage log contains token counts and metadata. See the privacy contract before using it.

How measurement works

Four token pillars feed the calculation:

Yield (Υ) = (cache_read × output) / input²

Leverage = cache_read / input Velocity = output / input SNR = output / (input + output) 10xDEV = log₁₀(Leverage)

This package distributes the Upsilon measurement engine through the sigrank CLI/MCP compatibility command. SigRank is the public leaderboard and proof surface on SignalAF. TTEOP defines the protocol semantics; MO§ES™ is the governance framework.

The implementation delegates canonical calculations through token-cascade to tteop-spec. See the TTEOP implementation profile and protocol compatibility notes.

Privacy

Local inspection does not publish your usage. Signed submissions include the four pillars plus account/device identifiers, signature, platform/version information, counts, and report metadata. Enrollment also sends a device label.

Prompt text, response text, source code, repository contents, and local file paths are not part of the ranked submission payload. The optional proxy's transient handling of content is separate from what is persisted or submitted.

Read the full payload and privacy details, and use submit --dry-run to inspect what would be sent.

Development

git clone https://github.com/SunrisesIllNeverSee/sigrank-mcp.git

cd sigrank-mcp npm install npm test npm run test:packaged

Run node index.mjs in a terminal for the dashboard, or configure the checked-out entry point in an MCP client. Release versions are managed by the repository's explicit publishing workflow; a documentation commit does not publish an npm release.

Related projects

sigrank-app — SignalAF website, profiles, public API, and leaderboard.
token-cascade — measurement implementation consumed by this package.
TTEOP — protocol specification and semantics.

Contributing and security

See the contributing guide. Open bugs in GitHub Issues; report vulnerabilities privately through the security policy.

License

MIT.

SigRank SignalAF — AI Operator Cascade & Leaderboard

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Otheri

Common questions

Alternatives

Spec Driven Development

Remote Desktop Commander

好縮 Short

README from the maker

SigRank CLI & MCP

What it does

Get started

Explore locally

Publish your own snapshot

Connect an MCP client

Command guide

Optional usage proxy

How measurement works

Privacy

Development

Related projects

Contributing and security

License