Mirror is the MCP for Brand Discovery Intelligence™.
A remote MCP server that measures a brand's AI Citability across four engines — AEO, GEO and SEO (the read engines that decide whether ChatGPT, Claude, Perplexity and Gemini cite a brand) and MCP (the call engine — whether AI agents can invoke a brand directly). Almost no brand is on the fourth engine yet.
Measure with Mirror. Make an MCP.
Mirror measures at two declared levels. Lite estimates. Full measures. Only a Full Reflection returns a precise, citable AI Citability Score — and only Full readings feed The ACI 55.
A Lite reading of a brand's AI Citability: the grade band and an estimated range, plus a qualitative read on each engine. Fast and open — an estimate, not a citable score.
The Full Reflection — a precise, reproducible AI Citability Score (ACS, ±3–5), numeric AEO/GEO/SEO, executive summary, top opportunity, quick wins, brand-excellence answers, themes, and prioritized findings. The only level that returns a citable ACS.
Look up The ACI 55 — Daniels AI's published index of 55 leading brands ranked by AI Citability Score. Call with no arguments for the full ranking, or a brand name for its standing.
Measure a brand's presence on the MCP Engine — the 4th engine of brand discovery. Checks the official MCP registry and probes for a live endpoint, then returns an MCP Engine score. Is the brand callable by AI agents, not just readable? For almost every brand today, the answer is zero.
Request a Brand Discovery Record — the human-approved source of truth a brand provides to AI assistants and agents: verified facts, schema.org structured data, citations, and a canonical link to the brand's own site. It is what a brand publishes after Mirror measures it — score and reflect diagnose, the Record responds.
This creates a request, not a Record. Automated validation runs immediately and the results come back to you, but a person reviews every request and the brand itself must authorize it before anything is published. No autonomous process publishes a brand's machine-readable truth.
Endpoint (Streamable HTTP):
https://mcp.danielsdesignstudio.com/mcp