AI Visibility Scorecard
Stanza
stanza.dev · Education
At 2.96/10, Stanza is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.
AI engines read this profile 5 times
Claude · Apple Intelligence · Parallel
Top 25% in Education for AI visibility
30
AI Naming Predictability
iRarely named · 30/100
Education average 14
Top 12% of Education
See what's behind this score →2.96
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
Education average 13
See what's behind this score →0
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." When AI engines look at it, they find little to work with. It scores 2.96 out of 10.
Our crawl found structured data on the page (WebSite, Organization, FAQPage), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 5 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and ShapBot (Parallel).
- Company ·
- Stanza
- Website ·
- stanza.dev
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
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 read your site and name it in answers. At 2.96/10, Stanza is near-invisible to AI engines today. That is 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
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Stanza.
Source & Attribution
Scored by Engagemii on November 9, 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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