AI Visibility Scorecard
Good First Issue: Make your first open
goodfirstissue.dev · Technology
Somewhat visible. AI bots can read Good First Issue: Make your first open, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Meta AI
#393,436 of 2,706,057 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
14
AI Adoption
iBasic · 14/100
About Good First Issue: Make your first open
from our crawl and measurement
Good First Issue: Make your first open is a business whose own site puts it this way: "Making your first open-source contribution is easier than you think. Good First Issue is a curated list of issues from popular open-source projects that you can easily fix. Start today!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
On the page it is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews, structured data describing the business and a heading structure that lays out what it offers.
Away from its own site, other sites link to it and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business and there is no press coverage to draw on.
AI crawlers have visited 2 times 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
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
Fair
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
Good
Social discussion and mentions.
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 5.5/10, Good First Issue: Make your first open has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Good First Issue: Make your first open
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/goodfirstissue-dev
Cite this score: Engagemii (2026). "AEO Score for Good First Issue: Make your first open." Retrieved from https://engagemii.com/aeo/brands/goodfirstissue-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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