⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
NumFOCUS
numfocus.org · Nonprofits
Somewhat visible. AI bots can read NumFOCUS, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · ChatGPT
#6,186 of 750,773 in Nonprofits for AI visibility
6.7
/10
AEO Score
About NumFOCUS
from our crawl and measurement
"NumFOCUS promotes open practices in research, data, and scientific computing. We run educational programs and fiscal sponsorship of open source projects." That is how NumFOCUS of Austin, TX introduces itself. Its AI visibility score is 6.7 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 (WebPage, ImageObject, BreadcrumbList) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
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
10
Inbound links from other sites.
Domain Trust
5
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
8
Forum and community discussion.
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 6.7/10, NumFOCUS has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for NumFOCUS
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Most Motivated Donors Are Leaving Without Giving
Here's the moment that happens on nonprofit websites every single day.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for NumFOCUS.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/numfocus-org
Cite this score: Engagemii (2026). "AEO Score for NumFOCUS." Retrieved from https://engagemii.com/aeo/brands/numfocus-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform