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AI Visibility Scorecard
Firefly OSS
flymq.com · Technology
At 1.6/10, Firefly OSS is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,525,815 of 2,586,677 in Technology for AI visibility
1.6
/10
AEO Score
About Firefly OSS
from our crawl and measurement
flymq high-performance distributed message queue written in Go. describes itself simply: "High-performance distributed message queue written in Go. Features persistent storage with segmented logs, partitioned topics, consumer groups, Raft consensus clustering, schema registry." As far as answer engines are concerned it may as well not exist yet: 1.4 out of 10.
Our crawl found structured data on the page (SoftwareApplication) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
4
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
4
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
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
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 1.6/10, Firefly OSS is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Firefly OSS
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 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/flymq
Cite this score: Engagemii (2026). "AEO Score for Firefly OSS." Retrieved from https://engagemii.com/aeo/brands/flymq
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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