AI Visibility Scorecard
contractpatch.org · Nonprofits
Borderline visible. AI bots can crawl contractpatch.org, 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
#364,963 of 827,020 in Nonprofits for AI visibility
18
AI Naming Predictability
iRarely named · 18/100
5
AEO Visibility
iBorderline · 4.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
contractpatch.org is a business whose own site puts it this way: "The Software Freedom Conservancy provides a non-profit home and services to Free, Libre and Open Source Software (FLOSS) projects." When AI engines look at it, they find little to work with. It scores 4.7 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
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.
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 4.7/10, contractpatch.org is crawlable but under-signaled - fixable, and the signals above are where to start.
What is ContractPatch?
Many free and open source software developers sign employment agreements with their employers. These agreements can affect whether and how developers contribute to FOSS—whether it’s done as part of their employment, after hours, or both. ContractPatch is Conservancy’s initiative to give developers the words they need to make sure they can continue to do the work that’s important to them and our community.
Is this your brand?
The exact fixes for contractpatch.org
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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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Scored by Engagemii on October 4, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/contractpatch-org
Cite this score: Engagemii (2026). "AEO Score for contractpatch.org." Retrieved from https://engagemii.com/aeo/brands/contractpatch-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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