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AI Visibility Scorecard
Manaflow
0github.com · Technology
Borderline visible. AI bots can crawl Manaflow, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,594,526 of 2,808,083 in Technology for AI visibility
4.4
/10
AEO Score
About Manaflow
from our crawl and measurement
Manaflow describes itself simply: "Open source applied AI lab building next-gen devtools." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
The page falls short on a heading structure that lays out what it offers, a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Off the page, people discuss it in places AI engines read. There is some, but not much, sign that only a handful of sites link to it and the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
There is not much on the page to read either, about 15 words.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
3
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
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
7
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 4.4/10, Manaflow is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Manaflow
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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/0github
Cite this score: Engagemii (2026). "AEO Score for Manaflow." Retrieved from https://engagemii.com/aeo/brands/0github
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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