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AI Visibility Scorecard
GitHub Ranking
githubranking.com · Technology
Borderline visible. AI bots can crawl GitHub Ranking, 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 4 times
ChatGPT · Meta AI · Claude
#988,173 of 2,811,265 in Technology for AI visibility
5
/10
AEO Score
About GitHub Ranking
from our crawl and measurement
GitHub Ranking describes itself simply: "Explore the most starred and forked GitHub repositories ranked daily. Filter by programming language (Python, JavaScript, TypeScript, Go, Rust, Java), topics, and discover...." Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
Our monitoring has logged 4 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5/10, GitHub Ranking is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How often is the GitHub ranking data updated?
The ranking data is updated daily to reflect the latest statistics from GitHub, including stars, forks, and follower counts.
What criteria are used to rank GitHub repositories?
Repositories are ranked primarily by the number of stars or forks. You can filter by programming language and topics to find repositories in specific categories.
Can I filter repositories by programming language?
Yes, you can filter repositories, users, and organizations by programming language using the filter options available on each page.
How are GitHub users and organizations ranked?
Users and organizations are ranked based on their follower count, contributions, and influence within the GitHub community.
Is this your brand?
The exact fixes for GitHub Ranking
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for GitHub Ranking.
Source & Attribution
Scored by Engagemii on May 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/githubranking
Cite this score: Engagemii (2026). "AEO Score for GitHub Ranking." Retrieved from https://engagemii.com/aeo/brands/githubranking
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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