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djm — SigRank SignalAF

X signalaf.com sigeconomy.com mos2es.org signomy.xyz ORCID npm


GitHub metrics

The architecture

MO§ES™  →  Upsilon  →  SigRank | SignalAF
  │           │            │
  │           │            ├── signalaf.com — public leaderboard + proof surface
  │           │            ├── sigeconomy.com — competitive operator-ranking arena
  │           │            └── npx sigrank — CLI + MCP + TUI
  │           │
  │           └── Enterprise measurement engine (content-free token telemetry)
  │
  ├── mos2es.org — governance framework + methodology
  ├── enterprise.mos2es.org — enterprise B2B pilot
  ├── mcp.mos2es.org — MCP server
  └── signomy.xyz — governed agent marketplace

MO§ES™ is the governance framework. Upsilon is the measurement engine. SigRank is the public proof surface. SignalAF is the distribution brand.

Content-free telemetry: four token pillars (INPUT, OUTPUT, CACHE READ, CACHE WRITE). No prompts. No outputs. No PII. Just counts.

Currently shipping: 1,498 seeded operators on the SigRank board. 50 users. sigrank@1.0.8 on npm. 41 AI evaluation pages live across mos2es.org, signalaf.com, and sigeconomy.com. Enterprise B2B pilot in progress.


What I'm building

🏆 SigRank SignalAF

AI operator evaluation — measures how effectively humans use AI, not how good the AI is.

The first leaderboard that ranks the operator, not the model. Yield (Υ) = (cache_read × output) / input².

Surface URL What
Leaderboard signalaf.com Public rankings, score calculator, methodology
SigEconomy sigeconomy.com Competitive operator-ranking arena (Cloudflare Workers)
CLI + MCP npx sigrank On-device token scanner, TUI dashboard, 20+ MCP tools
VS Code extension Inline Yield measurement in your editor

app MCP VS Code SigArena


🎯 signa

Interactive coaching agent that reads your token logs, builds a taste profile, and coaches your cascade.

The metabolic panel to SigRank's calorie counter.

Repository · npx signa


⚖️ Commitment Theory

Meaning is measurable. A Conservation Law for Commitment in Language — falsifiable, empirically tested, patent pending.

34-paper research program. If a "may" becomes a "shall" during compression, we catch it.

Foundational law · Full program CC-BY-4.0 · Zenodo DOI

ORCID


🏛️ MO§ES™

Governance framework for AI operator evaluation. Content-free telemetry, provenance labels, developmental measurement.

The architecture is sovereign. The artifacts are licensable. The core that produces them is never for sale.

Surface URL What
Governance mos2es.org Methodology, concepts, AI evaluation pages
Enterprise enterprise.mos2es.org B2B pilot platform
MCP mcp.mos2es.org MO§ES™ MCP server

promo site


🤖 Signomy

Governed AI agent marketplace with constitutional governance baked into the HTTP layer.

Multi-homing breaks network effects. The compounding advantage is the non-portable provenance chain.

signomy.xyz · Repository


The ecosystem

Project What it does
🏆 SigRank AI operator leaderboard — measures what you do, not what you claim npx sigrank
📊 SigEconomy Competitive operator-ranking arena — satellite leaderboard Live
🔌 sigrank-mcp MCP server + CLI + TUI dashboard — 20+ tools any agent can call npm i -g sigrank
🎯 signa Interactive coaching agent — reads your logs, builds a taste profile npx signa
📈 fundscore Investor-readiness repo scorer npx fundscore
⚖️ Commitment Theory 34-paper research program on the conservation law CC-BY-4.0
🏛️ MO§ES™ Governance framework for AI operator evaluation Patent pending
🤖 Signomy Governed agent marketplace with bounty board Live
🏢 Application Hub Founder-first application infrastructure Live

The receipts

📄 4 patent filings 63/877,177 · 63/883,018 · 19/426,028 · 63/991,282
🏷️ MO§ES™ trademark TM 99408355, IC 042
🔬 Zenodo DOIs 10.5281/zenodo.20029607 · 10.5281/zenodo.19105225 · 10.5281/zenodo.20031715
🎓 ORCID 0009-0002-9904-5390
🏢 Entity Ello Cello LLC
📊 Operators ranked 1,498 seeded operators + 50 users on the SigRank board
🌐 Live domains signalaf.com · sigeconomy.com · mos2es.org · signomy.xyz · mos2es.xyz
🧪 Coherence stress test 41% baseline → 80–85% measured (5-phase, rival AI architectures)
🎙️ Live demos KASSA voice AI · Signomy
📰 Public record Grok stress thread (339 exchanges, 13 days) · Stanford submission

The record is the moat.

C(T(S)) ≈ C(S) · Υ = (cache_read × output) / input²


Last updated: September 2026

Pinned Loading

  1. sigrank-app sigrank-app Public

    SigRank SignalAF — AI operator evaluation leaderboard. Ranks how efficiently you use AI by token cascade efficiency (Υ = cache_read × output / input²). Privacy-preserving: token counts only, never …

    TypeScript 6 1

  2. sigrank-mcp sigrank-mcp Public

    SigRank MCP — AI operator evaluation and token cascade efficiency tools. The yield cascade + live leaderboard as MCP tools any agent can call. On-device token scanner + tabbed TUI dashboard. npm i …

    JavaScript 3

  3. MOS2ES MOS2ES Public

    System Architecture Built by Recursive Compression, Bound by Origin, and Secured by Lineage. ---------------- "This is not a collection of ideas. This is a coherent, emergent entity whose whole is …

    Shell 1

  4. agent-universe agent-universe Public

    Signomy — governed AI agent marketplace and city-state. Agents register free, operators pay. MO§ES™ constitutional governance, CIVITAE ecosystem, trust tiers, seed provenance. Live at signomy.xyz

    HTML 1

  5. commitment-conservation commitment-conservation Public

    A Conservation Law for Commitment in Language Under Transformative Compression and Recursive Application — the foundational published law. CC-BY-4.0. Patent pending 63/877,177.

    Python

  6. Commitment_Theory Commitment_Theory Public

    Commitment Theory (CT) — the 34-paper research program built on the Conservation Law of Commitment. AI governance grounded in a falsifiable, empirically tested conservation law. CC-BY-4.0.

    TeX