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AI Visibility Scorecard
sunpeak
sunpeak.ai · Technology
Somewhat visible. AI bots can read sunpeak, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence · Meta AI
#404,084 of 2,647,298 in Technology for AI visibility
5.6
/10
AEO Score
About sunpeak
from our crawl and measurement
sunpeak describes itself simply: "sunpeak is a server-agnostic MCP testing framework and full-stack, open-source (MIT) MCP App framework." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, SoftwareApplication, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
2
Forum and community discussion.
Social Mentions
0
No social discussion 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 5.6/10, sunpeak has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is an MCP App?
An MCP App is an interactive application built on the Model Context Protocol (MCP) that runs inside AI hosts like ChatGPT and Claude. MCP Apps consist of Resources (UI views) and Tools (API actions), enabling rich UI experiences like forms, charts, and interactive components directly in chat. ChatGPT Apps are MCP Apps rendered inside ChatGPT. Interactive Claude Connectors are MCP Apps rendered inside Claude.
What is an MCP App framework?
An MCP App framework provides the development infrastructure for building interactive applications that run inside AI hosts via the Model Context Protocol. sunpeak is an MCP App framework, ChatGPT App framework, Claude Connector framework, and MCP testing framework that includes a local inspector, pre-built UI components, testing utilities, and deployment tooling for building ChatGPT Apps and Claude Connectors.
What is a ChatGPT App framework?
A ChatGPT App framework is a development framework for building MCP Apps that run inside ChatGPT. sunpeak is a ChatGPT App framework that provides a local ChatGPT inspector, MCP App UI components, a built-in testing framework, and deployment tooling.
What is a Claude Connector framework?
A Claude Connector framework is a development framework for building MCP servers that integrate with Claude. sunpeak is a Claude Connector framework that provides a local Claude inspector, MCP App UI components, automated testing, and deployment tooling. Build interactive Claude Connectors that render UI directly in Claude conversations.
How do I test an MCP App locally?
Use sunpeak's built-in inspector. Run "pnpm dev" to start a local development server at localhost:3000 with hot reloading, or "npx sunpeak inspect --server URL" to inspect any existing MCP server. The inspector replicates the ChatGPT and Claude runtimes so you can test all display modes, themes, and tool invocations without a paid ChatGPT or Claude account.
Does sunpeak support MCP App testing in CI?
Yes. sunpeak includes a built-in testing framework for automated MCP App testing, ChatGPT App testing, and Claude Connector testing. Create deterministic UI states with simulation files, then run "pnpm test" in your CI/CD pipeline. It runs both unit and e2e tests. Use "pnpm test:unit" or "pnpm test:e2e" to run them separately, or "pnpm test:visual" for visual regression tests.
Is this your brand?
The exact fixes for sunpeak
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/sunpeak-ai
Cite this score: Engagemii (2026). "AEO Score for sunpeak." Retrieved from https://engagemii.com/aeo/brands/sunpeak-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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