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AI Visibility Scorecard
ASF Community Development
helpwanted.apache.org · Technology
Well-positioned for AI search. The breakdown below shows where ASF Community Development is still leaving points on the table.
AI engines read this profile 4 times
Claude · ChatGPT
#17,705 of 2,808,083 in Technology for AI visibility
7.2
/10
AEO Score
About ASF Community Development
from our crawl and measurement
ASF Community Development describes itself simply: "We encourage you to use a #GoodFirstIssue tag in your project’s issue tracker as an alternate to this tool." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.2 out of 10.
On the page it is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, it turns up in press coverage, people discuss it in places AI engines read and it comes up on Reddit.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
4
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
5
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
10
Inbound links from other sites.
Domain Trust
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
6
Press and news coverage.
Community
9
Forum and community discussion.
8
Reddit mentions and discussion.
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 7.2/10, ASF Community Development has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for ASF Community Development
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/helpwanted-apache-org
Cite this score: Engagemii (2026). "AEO Score for ASF Community Development." Retrieved from https://engagemii.com/aeo/brands/helpwanted-apache-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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