AI Visibility Scorecard
Memlord
memlord.com · Technology
Borderline visible. AI bots can crawl Memlord, 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
Claude
#1,684,561 of 2,707,520 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
45
Muse Index Score
iAI agent readiness
Transactable · 45/100
12
AI Adoption
iBasic · 12/100
About Memlord
from our crawl and measurement
"MCP memory server with hybrid BM25 + semantic search, backed by PostgreSQL + pgvector." That is how Memlord Self-hosted MCP Memory Server introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found structured data on the page (SoftwareApplication) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4.3/10, Memlord is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Who is it for?
Three reasons people run their own memory server. Your AI that actually remembers One memory, all your AI tools. Claude Code, claude.ai, ChatGPT, Cursor — they all read and write the same store. Switch apps mid-task and your context comes with you. Family knowledge base Separate workspaces for school, vacations, household — shared with the whole family.
Is this your brand?
The exact fixes for Memlord
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Memlord.
Source & Attribution
Scored by Engagemii on August 20, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/memlord
Cite this score: Engagemii (2026). "AEO Score for Memlord." Retrieved from https://engagemii.com/aeo/brands/memlord
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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