AI Visibility Scorecard
CodeFrog — Find & Fix Bugs Fast
codefrog.app · Technology
Somewhat visible. AI bots can read CodeFrog — Find & Fix Bugs Fast, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Claude · Meta AI · Apple Intelligence
#226,476 of 2,705,019 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.8/10
55
Muse Index Score
iAI agent readiness
Transactable · 55/100
12
AI Adoption
iBasic · 12/100
About CodeFrog — Find & Fix Bugs Fast
from our crawl and measurement
CodeFrog Find & Fix Bugs Fast is a business whose own site puts it this way: "CodeFrog: Developer tool for macOS and Windows apps. Test accessibility, security, SEO, and code quality. Find vulnerabilities and automate reviews." Its AI visibility score is 5.8 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (SoftwareApplication), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
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 5.8/10, CodeFrog — Find & Fix Bugs Fast has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for CodeFrog — Find & Fix Bugs Fast
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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/codefrog-app
Cite this score: Engagemii (2026). "AEO Score for CodeFrog — Find & Fix Bugs Fast." Retrieved from https://engagemii.com/aeo/brands/codefrog-app
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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