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. A brand with a live endpoint is MCP-enabled: its switchboard is on. 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: 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.
Become MCP-enabled. 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 →
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