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AI Visibility Scorecard
Vespper — The docx MCP for agents
vespper.com · internet
Somewhat visible. AI bots can read Vespper — The docx MCP for agents, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
5.9
/10
AEO Score
About Vespper — The docx MCP for agents
from our crawl and measurement
"Vespper is the docx MCP for agents. Connect your AI agents via MCP to turn raw output into clean, tracked, review-ready Word documents." That is how Vespper The docx MCP for agents introduces itself. Its AI visibility score is 5.9 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on some structured data, a partly stated business identity, a few credibility markers and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 77 words. The business dates to 2024.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
3
Forum and community discussion.
0
No Reddit mentions found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.9/10, Vespper — The docx MCP for agents has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Vespper — The docx MCP for agents
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vespper
Cite this score: Engagemii (2026). "AEO Score for Vespper — The docx MCP for agents." Retrieved from https://engagemii.com/aeo/brands/vespper
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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