#1,389,355 OF 1,960,041 IN MEDIA & ENTERTAINMENT
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AI Visibility Scorecard
GitHub - Octo-o-o-o/consumption-agent: Production agents change the state of the world; consumption agents change your i
consumptionagent.com · Media & Entertainment
Borderline visible. AI bots can crawl GitHub - Octo-o-o-o/consumption-agent: Production agents change the state of the world; consumption agents change your i, 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 1 times
ChatGPT
#1,389,355 of 1,960,041 in Media & Entertainment for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
8
AI Adoption
iBasic · 8/100
About GitHub - Octo-o-o-o/consumption-agent: Production agents change the state of the world; consumption agents change your i
from our crawl and measurement
GitHub describes itself simply: "Production agents change the state of the world; consumption agents change your interface to it. Naming the missing half of the AI agent landscape. - Octo-o-o-o/consumption-agent." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 3.8/10, GitHub - Octo-o-o-o/consumption-agent: Production agents change the state of the world; consumption agents change your i is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for GitHub - Octo-o-o-o/consumption-agent: Production agents change the state of the world; consumption agents change your i
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on September 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/consumptionagent
Cite this score: Engagemii (2026). "AEO Score for GitHub - Octo-o-o-o/consumption-agent: Production agents change the state of the world; consumption agents change your i." Retrieved from https://engagemii.com/aeo/brands/consumptionagent
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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