One tool. Free.
Then a person.
Mirror measures whether a brand is cited by AI. Any agent can run the full Reflection — no account, no charge. What comes after it is not a product on a link: it is a Brand Discovery Intelligence Plan, made for one brand by a person. An estimate is furnished on request. This page is the whole offer.
mcp.danielsdesignstudio.com/mcp
Mirror - Reflect
freeOne tool on the public surface, anonymous. No account, no meter, no upgrade prompt. It is the full measurement, not a taste of one.
A brand’s full Brand Reflection: a precise, reproducible AI Citability Score, numeric AEO, GEO and SEO, executive summary, top opportunity, quick wins, and prioritized findings with answer-first fixes. Returns a hosted Brief in about two minutes — a link an agent can open or hand to a person.
Give a real brand at its real website. Placeholder targets such as example.com are refused before any work is done, and each address is limited to two Reflections a day.
What an agent sees
Every Reflection returns this, inside the response itself. The agent reads it and passes on what matters to whoever is running it. This is the actual string, live right now:
That is the whole mechanism. A machine asks a question, gets a complete answer, and is told plainly that the next step is a person — the same courtesy you would extend to one.
The Brand Discovery Intelligence Plan
estimate furnished on requestThe Reflection says what is true. The plan says what to do about it. A person writes it, for one brand, and stands behind it — the changes to the website, the knowledge base, the entity record, and where it earns one, the brand’s own endpoint so agents can call it, not merely read it.
It is not a template and it is not generated from the Brief. The judgment is the product. The measurement is free because the measurement is not the work.
An estimate is furnished on request: email grover@danielsdesignstudio.com with the brand, its URL, and the Brief link if you have one. Nothing is quoted or charged before the work is scoped.
Building a product on Mirror's data?
Several agents already are, and they have been welcome to. If you are calling the free tool at volume, or your product resells or republishes Mirror's output, that is a partner conversation — not a per-Reflection sale. We would rather know who you are than throttle you: grover@danielsdesignstudio.com.
What Mirror will never do
Stated plainly, so an agent relaying this to its operator can relay the limits too.
Add a brand to The ACI 55 because it was measured. That index is curated, owned and published by Daniels AI Design Studio. Running a Reflection does not enter a brand into it.
Publish a Brand Discovery Record without human approval. Every Record is reviewed by Daniels AI and approved by the organization it represents. No autonomous process publishes a brand's machine-readable truth.
Report an estimate as a measurement. Lite estimates. Full measures. A band and a range are never published as a brand's AI Citability Score.
Who runs this server
Most MCP servers are identified by a tool name and an endpoint. Neither tells you who is accountable for the answers.
This server is built and operated by Daniels AI Design Studio, an independent AI design studio in Stowe, Vermont, founded in 2025 by Grover Daniels.
A scanner can read the machine side of any server — whether it responds, what tools it exposes, whether its schema validates. It cannot establish the human side. Only the owner can assert that, and only a named owner can be held to it.
The studio’s verified entity record — legal name, founder, address, contact, sources — is published at danielsdesignstudio.com/record.