Mirror · The ACI 55 · The Fourth Engine

The Fourth Engine

An MCP Report — the calling cut of the ACI 55 · Measured August 4, 2026 · Reported alongside the ACS, never folded in

AEO, GEO and SEO are read engines — AI agents crawl and cite a brand's content. MCP is the call engine: agents don't read the brand, they invoke it, directly, via a Model Context Protocol server. It is the fourth engine of brand discovery. This is the ACI 55 measured on it.

3 of 55 brands are on the MCP Engine (score > 0); 52 are not yet callable by agents. That emptiness is the finding. The read engines are a crowded contest; the call engine is open ground. A brand that becomes callable today is early by years.
3
of 55 brands are on the MCP Engine (score > 0)
52
not yet callable by agents
1
with a genuinely live, callable endpoint
2
listed in the official MCP registry

Already on the call engine

The only 3 of the 55 with any MCP presence — each independently verifiable.
Peloton60
Live callable server
answers initialize at mcp.onepeloton.com/mcp — serverInfo peloton-mcp
PayPal40
Official MCP registry
com.paypal.mcp · remote mcp.paypal.com/mcp
Stripe40
Official MCP registry
com.stripe/mcp · remote mcp.stripe.com

The full 55

MCP Engine score, reported alongside the ACS — sorted by presence. The wall of zeros is the point.
BrandCategoryMCPStatus
Peloton Sporting Equipment (indoor & outdoor) 60 Live endpoint
PayPal Fintech & Consumer Finance 40 In registry
Stripe Fintech & Consumer Finance 40 In registry
Alterra Mountain Co. Ski & Mountain 0 Not yet callable
Amazon Retail & E-commerce 0 Not yet callable
Apple Technology / Consumer Electronics 0 Not yet callable
Arc'teryx Sporting Equipment (indoor & outdoor) 0 Not yet callable
Best Buy Retail & E-commerce 0 Not yet callable
Burton Ski & Mountain 0 Not yet callable
CeraVe Beauty & Personal Care 0 Not yet callable
Chase Fintech & Consumer Finance 0 Not yet callable
Chipotle Restaurants & QSR 0 Not yet callable
Columbia Fashion & Apparel 0 Not yet callable
Dell Technology / Consumer Electronics 0 Not yet callable
Disney+ Media & Streaming 0 Not yet callable
Domino's Restaurants & QSR 0 Not yet callable
e.l.f. Beauty Beauty & Personal Care 0 Not yet callable
eBay Retail & E-commerce 0 Not yet callable
Electronic Arts Online Gaming & Platforms 0 Not yet callable
Everlane Fashion & Apparel 0 Not yet callable
Ford Autos & Trucks 0 Not yet callable
Gap Fashion & Apparel 0 Not yet callable
Glossier Beauty & Personal Care 0 Not yet callable
Google Technology / Consumer Electronics 0 Not yet callable
Hyundai Autos & Trucks 0 Not yet callable
IKEA Retail & E-commerce 0 Not yet callable
Intuit Fintech & Consumer Finance 0 Not yet callable
L'Oréal Beauty & Personal Care 0 Not yet callable
McDonald's Restaurants & QSR 0 Not yet callable
Mercedes-Benz Autos & Trucks 0 Not yet callable
Michael Kors Fashion & Apparel 0 Not yet callable
Microsoft Technology / Consumer Electronics 0 Not yet callable
Netflix Media & Streaming 0 Not yet callable
Nike Sporting Equipment (indoor & outdoor) 0 Not yet callable
Nintendo Online Gaming & Platforms 0 Not yet callable
PlayStation Online Gaming & Platforms 0 Not yet callable
Puma Sporting Equipment (indoor & outdoor) 0 Not yet callable
Reformation Fashion & Apparel 0 Not yet callable
Rivian Autos & Trucks 0 Not yet callable
Robinhood Fintech & Consumer Finance 0 Not yet callable
Roblox Online Gaming & Platforms 0 Not yet callable
Rossignol Ski & Mountain 0 Not yet callable
Samsung Technology / Consumer Electronics 0 Not yet callable
Spotify Media & Streaming 0 Not yet callable
Spruce Peak Ski & Mountain 0 Not yet callable
Starbucks Restaurants & QSR 0 Not yet callable
Stöckli Ski & Mountain 0 Not yet callable
Subaru Autos & Trucks 0 Not yet callable
Target Retail & E-commerce 0 Not yet callable
Toyota Autos & Trucks 0 Not yet callable
Ulta Beauty Beauty & Personal Care 0 Not yet callable
Under Armour Sporting Equipment (indoor & outdoor) 0 Not yet callable
Vail Resorts Ski & Mountain 0 Not yet callable
Walmart Retail & E-commerce 0 Not yet callable
Xbox Online Gaming & Platforms 0 Not yet callable

How it's measured

The MCP Engine score is deterministic — no model in the path. For each brand we do two checks: a lookup in the official MCP registry (does a server list a remote endpoint on the brand's own domain?), and a live handshake probe (does mcp.<domain>/mcp or <domain>/mcp answer a JSON-RPC initialize with a real server identity?).

Live callable endpoint = 60 · listed in the official registry = 40 · reported alongside the ACS, never inside it.

Almost no brand is callable yet — and that gap is the whole point. AEO, GEO and SEO are the read engines a brand already competes on. MCP is the one it can still get to first.

The measurer is on the engine. Daniels AI Design Studio dogfoods the fourth engine it measures: its own MCP server, mirror-ai-citability, is both callable and on the registry — live at mcp.danielsdesignstudio.com/mcp and listed as com.danielsdesignstudio/mirror-ai-citability in the official MCP registry.

Cite as: Mirror, by Daniels AI Design Studio. The ACI 55, Fourth Engine (MCP) Cut, August 2026 Edition. Measured August 4, 2026. Reported alongside the AI Citability Score, never folded in.
Get your brand on the call engine. The wall of zeros is an opening. Daniels AI Design Studio builds and hosts a brand's MCP server — the client owns it. Make an MCP →
← Back to The ACI 55 · August 2026 Edition