AI Visibility Scorecard
MemMachine
memmachine.ai · Technology
Borderline visible. AI bots can crawl MemMachine, 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 9 times
Claude · ChatGPT · Apple Intelligence · Meta AI
#440,347 of 2,704,934 in Technology for AI visibility
27
5
AEO Visibility
iBorderline · 4.9/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
12
AI Adoption
iBasic · 12/100
About MemMachine
from our crawl and measurement
MemMachine is a business whose own site puts it this way: "MemMachine is the open-source memory layer for advanced AI agents, enabling them to learn, remember, and adapt." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
The site does the on-page work well, with structured data on the page (Organization), an llms.txt file for AI models, a sitemap.
Our monitoring has logged 4 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 4.9/10, MemMachine is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is MemMachine, and what makes it unique?
MemMachine is an open-source, multi-layered memory system for AI agents.
Is MemMachine for developers or end users?
MemMachine is primarily designed for Agent developers and organizations building AI applications. It provides a flexible and scalable memory system that can be integrated into various AI models, allowing developers to enhance their applications with advanced memory capabilities.
Why are these capabilities needed if they're becoming available by frontier labs like OpenAI?
Because a frontier lab’s memory service keeps the memory, and its memory service does not work with other models. Many organizations work with multiple models, including specialized models deployed in its private environment, including its VPC in the cloud and its own on-prem data center. They desire a memory system that can support all of these models.
How does MemMachine handle data privacy and security?
MemMachine is designed with security in mind. The open-source version can be deployed in your private cloud or on-premises environment, giving you full control over your data.
Who is driving development of MemMachine?
The project was initially incubated by MemVerge to its current state. The project is now community-driven, and we welcome contributors of all backgrounds. MemVerge will continue to assign its engineering team to improve the memory system and support community efforts.
Is this your brand?
The exact fixes for MemMachine
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/memmachine-ai
Cite this score: Engagemii (2026). "AEO Score for MemMachine." Retrieved from https://engagemii.com/aeo/brands/memmachine-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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