AI Visibility Scorecard
The Movement for Community-led Development
mcld.org · Nonprofits
Borderline visible. AI bots can crawl The Movement for Community-led Development, 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 11 times
Claude · Meta AI · ChatGPT · ShapBot
#13,458 of 827,220 in Nonprofits for AI visibility
23
5
AEO Visibility
iBorderline · 4.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About The Movement for Community-led Development
from our crawl and measurement
The Movement for Community-led Development is a business whose own site puts it this way: "Join the Movement About MCLD We are a Majority World-led network of networks dedicated to fostering gender-focused community-led development and ensuring that every person has a voice in." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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, The Movement for Community-led Development is crawlable but under-signaled - fixable, and the signals above are where to start.
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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/mcld-org
Cite this score: Engagemii (2026). "AEO Score for The Movement for Community-led Development." Retrieved from https://engagemii.com/aeo/brands/mcld-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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