AI Visibility Scorecard
contrapunctus' homepage
contrapunctus.codeberg.page · Technology
Somewhat visible. AI bots can read contrapunctus' homepage, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude
#194,641 of 2,705,461 in Technology for AI visibility
46
5
AEO Visibility
iBorderline · 5.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About contrapunctus' homepage
from our crawl and measurement
contrapunctus' homepage describes itself simply: "I'm contrapunctus, a musician, software freedom activist, OpenStreetMap contributor, and software developer." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 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
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
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 5.2/10, contrapunctus' homepage has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for contrapunctus' homepage
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/contrapunctus-codeberg-page
Cite this score: Engagemii (2026). "AEO Score for contrapunctus' homepage." Retrieved from https://engagemii.com/aeo/brands/contrapunctus-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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