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AI Visibility Scorecard
Stanza
stanza.dev · Technology
Somewhat visible. AI bots can read Stanza, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#95,886 of 2,706,098 in Technology for AI visibility
6.5
/10
AEO Score
About Stanza
from our crawl and measurement
Stanza describes itself simply: "5-minute lessons on React, TypeScript, OpenClaw, and 15+ technologies. Practice with real challenges in VS Code, Cursor, or the web." Its AI visibility score is 6.5 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 structured data describing the business, a clear heading structure and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt and credibility markers like credentials or reviews.
Off the page, other sites link to it and people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. 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). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
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
5
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 6.5/10, Stanza has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Stanza?
Stanza is a learning platform for developers. Short lessons and hands-on challenges on modern technologies and AI tools, right in your code editor, Slack, or on the web.
Who is Stanza for?
Any developer who wants to stay sharp. If you work with React, Next.js, TypeScript, Python, or want to get into LLMs and AI tooling, Stanza gives you a structured way to learn without blocking out your whole weekend.
Is Stanza free?
Yes. You get full access to core courses and daily lessons at no cost.
What technologies can I learn?
React, Next.js, TypeScript, Python, Go, PostgreSQL, LLMs, prompt engineering, MCP, and more. 80+ courses covering frontend, backend, and AI, all in one place.
How do I install Stanza in my IDE?
Open the Extensions view in your editor, search for "Stanza" or "stanzadev", and click Install. That's it. You can also use the web app or Slack instead.
Do I need a specific editor?
Nope. The extension works with VS Code, Cursor, Windsurf, Antigravity, and more. Or skip the extension entirely and learn on the web or through Slack.
How do I get help on challenges?
Every challenge comes with hints and detailed explanations. If you're stuck, they're right there, no need to leave the lesson.
Can I request new courses?
Yes! Our courses are open source, so you can contribute directly on GitHub at https://github.com/stanza-dev/the-dev-handbook. You can also suggest ideas on Twitter @OliGila or on our subreddit https://www.reddit.com/r/stanza_dev
Is this your brand?
The exact fixes for Stanza
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/stanza-dev
Cite this score: Engagemii (2026). "AEO Score for Stanza." Retrieved from https://engagemii.com/aeo/brands/stanza-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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