AI Visibility Scorecard
Good First Issue
goodfirstissue.org · Technology
Borderline visible. AI bots can crawl Good First Issue, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#2,302,782 of 2,704,739 in Technology for AI visibility
19
4
AEO Visibility
iNear-invisible · 3.5/10
-
Network Authority
iNot connected yet
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Good First Issue
from our crawl and measurement
Good First Issue is a business whose own site puts it this way: "Find good first issues on GitHub: open, beginner-friendly tasks from active open source projects, ready for your first contribution." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite, Organization, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Good First Issue
- Website ·
- goodfirstissue.org
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 2, 2026
- Verified connections ·
- None yet
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
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
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 3.5/10, Good First Issue is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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The exact fixes for Good First Issue
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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 October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/goodfirstissue-org
Cite this score: Engagemii (2026). "AEO Score for Good First Issue." Retrieved from https://engagemii.com/aeo/brands/goodfirstissue-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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