AI Visibility Scorecard
B40: A Free Software Caucus
beyond40.codeberg.page · Technology
Borderline visible. AI engines can read B40: A Free Software Caucus, but Structured Data, E-E-A-T Signals and AI Discoverability are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude
79
AI Naming Predictability
iNamed occasionally · 79/100
Technology average 28
Top 4% of Technology
See what's behind this score →5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Technology average 17
See what's behind this score →0
About B40: A Free Software Caucus
from our crawl and measurement
B40: A Free Software Caucus is one of the businesses we track in the Technology space. 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.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- B40: A Free Software Caucus
- Website ·
- beyond40.codeberg.page
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
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
Weak
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 5/10, B40: A Free Software Caucus is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for B40: A Free Software Caucus
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/beyond40-codeberg-page
Cite this score: Engagemii (2026). "AEO Score for B40: A Free Software Caucus." Retrieved from https://engagemii.com/aeo/brands/beyond40-codeberg-page
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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