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AI Visibility Scorecard
sourcefrog
sourcefrog.net · Technology
Borderline visible. AI bots can crawl sourcefrog, 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 6 times
Claude · ChatGPT · Apple Intelligence
#948,196 of 2,623,115 in Technology for AI visibility
4.9
/10
AEO Score
About sourcefrog
from our crawl and measurement
sourcefrog is a business whose own site puts it this way: "Martin Pool software: Conserve backup, pad.lv and previously: librsync, natural order string comparison, bzr, launchpad, distcc elsewhere: GitHub." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
1
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
3
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 4.9/10, sourcefrog is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for sourcefrog
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.
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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/sourcefrog-net
Cite this score: Engagemii (2026). "AEO Score for sourcefrog." Retrieved from https://engagemii.com/aeo/brands/sourcefrog-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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