AI Visibility Scorecard
Casey Hand · Open Source Developer & AI Engineer
caseyjhand.com · Technology
Borderline visible. AI bots can crawl Casey Hand · Open Source Developer & AI Engineer, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 6 times
Meta AI · Claude
#1,543,252 of 2,705,019 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
5
AI Adoption
iBasic · 5/100
About Casey Hand · Open Source Developer & AI Engineer
from our crawl and measurement
Casey Hand · Open Source Developer & AI Engineer describes itself simply: "Software engineer building AI-agent infrastructure: 100+ open-source MCP servers and the TypeScript framework behind them, after six years at Amazon." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
Our crawl found structured data on the page (Person, WebSite, ProfilePage), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4.5/10, Casey Hand · Open Source Developer & AI Engineer is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Who is Casey Hand?
Casey Hand is an open source developer who builds MCP servers and AI tooling in TypeScript. He has published 70+ MCP servers covering biomedical research, Git operations, task management, and more.
What is the Model Context Protocol (MCP)?
MCP is an open standard from Anthropic that lets AI models connect to external data and tools. An MCP server exposes specific capabilities (like searching a database or running Git commands) that any compatible AI client can use.
Do you offer software development services?
Yes. I build custom MCP servers, AI integrations, and full-stack applications. Most of my work is in TypeScript.
What technologies do you use?
Mostly TypeScript, Python, React, and Node.js. The specific stack depends on the project.
Is this your brand?
The exact fixes for Casey Hand · Open Source Developer & AI Engineer
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/caseyjhand
Cite this score: Engagemii (2026). "AEO Score for Casey Hand · Open Source Developer & AI Engineer." Retrieved from https://engagemii.com/aeo/brands/caseyjhand
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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