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AI Visibility Scorecard
OpenSpec — A lightweight spec‑driven framework
openspec.dev · Technology
Borderline visible. AI bots can crawl OpenSpec — A lightweight spec‑driven framework, 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
#1,294,757 of 2,637,009 in Technology for AI visibility
4.7
/10
AEO Score
About OpenSpec — A lightweight spec‑driven framework
from our crawl and measurement
OpenSpec A lightweight spec‑driven framework describes itself simply: "OpenSpec is a lightweight, spec‑driven framework for coding agents and CLIs, universal, open source, and no API keys or MCP required." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found an llms.txt file for AI models and a readable heading structure. It is missing structured data describing the business and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
2
Forum and community discussion.
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 4.7/10, OpenSpec — A lightweight spec‑driven framework is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for OpenSpec — A lightweight spec‑driven framework
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/openspec-dev
Cite this score: Engagemii (2026). "AEO Score for OpenSpec — A lightweight spec‑driven framework." Retrieved from https://engagemii.com/aeo/brands/openspec-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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