AI Visibility Scorecard
Code Soapbox
codesoapbox.dev · Technology
At 2.9/10, Code Soapbox is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 5 times
Claude · Meta AI
#1,989,568 of 2,707,197 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 77% of Technology companies
3
AEO Visibility
iNear-invisible · 2.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
About Code Soapbox
from our crawl and measurement
Code Soapbox describes itself simply: "As the hype around AI is skyrocketing, it’s crucial to assess the wide-ranging consequences of integrating it in development workflows." As far as answer engines are concerned it may as well not exist yet: 2.9 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
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 2.9/10, Code Soapbox is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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Is this your brand?
The exact fixes for Code Soapbox
Which AI engines already crawl you
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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.
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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/codesoapbox-dev
Cite this score: Engagemii (2026). "AEO Score for Code Soapbox." Retrieved from https://engagemii.com/aeo/brands/codesoapbox-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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