SigRank — AI Operator Benchmarking

SignalAF · SigRank web app

Browse AI operator token telemetry, explore personal profiles, and compare token-cascade metrics on signalaf.com.

Live site · Leaderboard · Methodology · CLI & MCP · Local setup

This repository contains the Next.js application: the leaderboard homepage, operator profiles, Compare, Hall of Signal, editorial pages, accounts, billing, and server APIs.

Explore the site

Surface	What you can do
Leaderboard / homepage	Filter the field by window and platform; inspect RAW and derived metrics
Operator profiles	View personal stats, submission history, badges, and account settings
Compare	Examine two operators' telemetry and metric differences
Hall of Signal	Browse records and the badge directory
SigRank overview	Understand the measurement and enrollment flow
Field, Articles, Blog, Wiki	Read research, explanations, and metric definitions

Some features are gated; see Feature flags. This README describes the source tree, not a promise that every optional integration is configured on every deployment.

Get your own results

You do not need to clone this application to use it. Run the CLI/MCP package:

npx sigrank                       # inspect local usage in the terminal
npx sigrank enroll                # bind your device using a Settings connect code
npx sigrank submit --dry-run      # inspect the payload without sending it
npx sigrank submit                # publish a signed snapshot

Sign in at signalaf.com to create a connect code. Claims for profiles from the original board require ownership verification through [email protected].

What is measured

Four token pillars feed the cascade: input, output, cache-write, and cache-read. Yield is calculated as:

Υ = (cache_read × output) / input²

The server verifies and re-scores submissions. Leverage, Velocity, SNR, and 10xDEV describe token-processing patterns; they are not measures of model quality, work quality, productivity, or business outcomes.

Upsilon is the measurement engine; SigRank is the public leaderboard and proof surface on SignalAF. Protocol semantics belong to TTEOP. See the methodology and wiki for definitions and limitations.

Ranked telemetry does not require prompt text, responses, or source code. Submissions also carry identity, device/signature, platform, and report metadata; see the CLI privacy details.

Stack

• Next.js 16 App Router, React 19, TypeScript (strict)
• Tailwind CSS 3
• Supabase (Postgres, Auth, Realtime)
• Stripe Checkout, Billing Portal, webhooks
• Upstash Redis for rate limiting (Supabase Postgres fallback)
• zod, Node test runner, Vitest, Playwright

Local setup

Requires Node 22.x (engines in package.json, .nvmrc).

npm install
cp .env.example .env.local   # optional; see Environment
npm run dev                  # http://localhost:3000

Unconfigured local development can use snapshot or demo data on supported read paths. This is not live telemetry. Live board data, authentication, signed writes, and billing need their corresponding services configured. A configured database with no matching records returns an empty result rather than a fabricated operator history.

Scripts

Command	What it does
npm run dev	Start the dev server
npm run build	Build for production (next build --webpack)
npm run start	Serve the production build
npm run lint	Run ESLint
npm test	Run the Node test suites in __tests__/
npm run test:ui	Run Vitest component tests
npm run test:canonical	Check canonical ingest parity (MO§ES Υ 18436.98)
npm run test:coverage	Run npm test with c8 coverage
npm run e2e	Run Playwright tests (e2e:local targets localhost:3000)
npm run verify	Run tsc --noEmit, the canonical test, and npm test
npm run db:parity	Check local migrations against the remote ledger (db:parity:ci for CI)
npm run snapshot	Refresh the cold-store board snapshot
npm run sitemap:validate	Validate the sitemap (:live checks production)

Before opening a PR, run npm run verify and npm run build.

Environment

Copy .env.example to .env.local. It lists every variable with notes. Never commit values. Production values live in Vercel environment variables.

Variable	Used for
NEXT_PUBLIC_SUPABASE_URL, NEXT_PUBLIC_SUPABASE_ANON_KEY, SUPABASE_SERVICE_ROLE_KEY	Live Supabase reads and service-role writes. The server client needs all three.
STRIPE_SECRET_KEY, NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY, STRIPE_WEBHOOK_SECRET, STRIPE_PRICE_*	Billing and webhooks
NEXT_PUBLIC_SITE_URL	Stripe redirects and public URLs
UPSTASH_REDIS_REST_URL, UPSTASH_REDIS_REST_TOKEN (or Vercel's KV_REST_API_URL, KV_REST_API_TOKEN)	Shared rate limiter. Without Upstash, the limiter uses Supabase Postgres (api_rate_limit_hit, migration 0055), then a per-instance in-memory counter. Sensitive write routes fail closed.
SIGRANK_RULESET	Server-only RS.xx scoring overrides
SIGRANK_API_KEY	Trusted bulk-read key for the public API (x-api-key)
SIGRANK_INGEST_WRITE	1 enables persistence of verified snapshots to the board.
CRON_SECRET	Bearer token for /api/cron/recompute
NEXT_PUBLIC_POSTHOG_KEY, NEXT_PUBLIC_POSTHOG_HOST, POSTHOG_KEY	Product analytics
RESEND_API_KEY, *AGENTMAIL_API_KEY	Contact form and exchange email
ALGOLIA_*, EXA_API_KEY, MOTHERDUCK_*, AI_GATEWAY_*, VERCEL_CLIENT_*, SIGNALAF_LIVE_TOKEN	Search, enrichment, analytics, AI gateway, Vercel integration, live demo
NEXT_PUBLIC_REALTIME_ENABLED	Set to false to disable live board updates

Feature flags

lib/features.ts defines the flags. All gated flags default to off and accept 1 or true.

Flag	Gates
NEXT_PUBLIC_GATE_CHALLENGES	Throw-down challenges. Also needs NEXT_PUBLIC_GATE_ARENA. Off: /api/v1/challenges returns 404.
NEXT_PUBLIC_GATE_ARENA	Challenge submission interface (required with the challenges gate)
NEXT_PUBLIC_GATE_SIGNAL_DROP	Weekly signal drop
NEXT_PUBLIC_GATE_BRACKETS	Blind bracket / Circle Wars
NEXT_PUBLIC_GATE_TRADING_CARD_SPECIES	Species badge on trading cards

Database and migrations

Migrations live in supabase/migrations/. Use that directory and npm run db:parity for the current schema and remote-ledger status rather than relying on a hard-coded migration count. Apply required migrations before deploying code that depends on them; review the pending SQL and target project first.

Row Level Security policies, seed data, and security tests live in supabase/. See supabase/README.md to run your own instance.

Project map

Path	Contents
app/	App Router pages and API routes
app/api/v1/	Public API: ingest, claim, devices, billing, metrics, leaderboard
app/api/mcp/, app/api/plugins/sigrank/mcp/, app/api/exchange/mcp/	MCP endpoints (main server, analyst plugin, exchange)
app/exchange/, app/api/exchange/	Contribution exchange UI and API
components/	UI components
lib/board/	Board reads: Supabase, snapshot, mock fallback
lib/ingest/	Payload parsing, signature checks, cascade materialization
lib/analytics/	Scoring engine and server-only ruleset boundary
lib/exchange/, lib/exchange-gateway/	Exchange server logic and portable gateway reference
lib/infra/	Supabase clients, Stripe, rate limiting, API gates
supabase/	Migrations, policies, seeds, SQL tests, edge functions
__tests__/, e2e/	Node, Vitest, and Playwright tests

Development conventions:

• Pages are server components by default. Add 'use client' only for hooks, handlers, or browser APIs.
• Keep RS.xx scoring configuration out of client code.
• Avoid random values and wall-clock reads at module scope.

Deployment

Pushes to main deploy to Vercel (vercel.json). A daily cron calls /api/cron/recompute. Set environment variables in Vercel. An OpenNext Cloudflare path exists (npm run preview, npm run deploy, wrangler.jsonc).

Security

Report vulnerabilities privately. Email the maintainer or open a private GitHub security advisory. Do not file public issues for vulnerabilities. See SECURITY.md.

Related

• sigrank-mcp: the npx sigrank CLI, TUI, and MCP server
• signalaf.com/score: paste four token counts, get a projected yield
• MO§ES™: the governance framework behind Upsilon

Contributing

Open an issue with repro steps and your Node version. For code changes, branch from main, keep the change small, run npm run verify, and open a PR. See Contributing and the Code of Conduct.

License

MIT. See LICENSE.