yoctoproject.org 70 B
🛡️ SEO 75 🤖 GEO 67 ⚡ Perf 59 🏗️ Arch 87

yoctoproject.org — Global SEODiff Score 70/100

yoctoproject.org
📊

With an ACRI of 85/100, yoctoproject.org stands out as one of the highest-performing sites in AI search visibility, outranking 98% of its peers. Compared to other developer sites (avg score: 57), yoctoproject.org performs above the benchmark, suggesting strong competitive positioning in AI search. Its server-rendered architecture ensures AI crawlers receive complete HTML on first request, a key advantage for extractability. The bloated 33.1× token ratio highlights an urgent need to clean up non-content markup, scripts, and navigation clutter. Only 1 schema block is present — adding Organization, WebSite, and Breadcrumb schemas would significantly improve structured data coverage. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

70
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (59) is your bottleneck.
🎯 Top Fix: Reduce token bloat (33×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 18, 2026 · 📋 API
📈 ACRI Trend 18 snapshots
Feb 22 Mar 18
🔔 Recent AI Indexing Activity
🔄 Mar 13 Content change detected
Does your site score higher than yoctoproject.org?
Run the same 40-signal audit on your own domain — free, instant results.
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)75 × 0.25 = 18.8
🤖 AI Readiness / GEO (40% weight)67 × 0.40 = 26.8
⚡ Performance (20% weight)59 × 0.20 = 11.8
🏗️ Architecture & Trust (15% weight)87 × 0.15 = 13.0
Weighted sum = 18.8 + 26.8 + 11.8 + 13.0
Global SEODiff Score = 70 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
77
Structure
avg 35
42
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 8%
Rank #78173
Aligned
Gap
AI (ACRI)
Top 2%
Score 85/100

yoctoproject.org has balanced Google and AI visibility — both rank roughly in the same tier. ACRI measures technical crawler readiness. Read the methodology →

Why yoctoproject.org ranks here

Tech stackWordPress
Industrydeveloper
RenderingSSR
Schema coverage1 blocks
Token bloat33.1×

Fastest improvements

  • Reduce token bloat (navigation/footer/code) so agents reach your main content faster (see Token Bloat).
  • Create an llms.txt file so AI crawlers can discover your content structure without heavy crawling. Generate llms.txt →
  • Run a full entropy audit to find which DOM regions waste the most tokens. Run Entropy Audit →
🧪

JavaScript Rendering Check

We check what AI crawlers miss when they skip JavaScript execution.

Running headless browser to simulate AI extraction…
🛡️

Traditional SEO

75/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

17 chars
Too short

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

159 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 5
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.yoctoproject.org/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en-US
  • ➖ Hreflang tags — N/A (single language site)
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — The Yocto Project
  • ✓ og:description — The Yocto Project (YP) is an open source collaboration project that helps developers create custom Linux-based systems regardless of the hardware architecture.
  • ✓ og:image — preview
  • ✓ twitter:card — summary_large_image
📐 How the SEO Pillar score is calculated

SEO Pillar = Title (20 pts) + Meta Desc (20 pts) + Heading Hierarchy (20 pts) + Indexability (20 pts) + Social/OG (20 pts)

Each sub-score is derived from the checks above. Canonical tag, lang attribute, og:image, and a single H1 are the highest-impact items.

🤖

AI Readiness / GEO

67/100 40 % of Global Score 🟢 High Confidence

This pillar aggregates citation share, hallucination risk, bot access, schema health, and content extractability. The individual diagnostic sections below contribute to this score.

🔗

Citation Alternatives

Research
💡
Insight: In the developer sector, hikkoshizamurai.jp (ACRI: 88) currently has stronger AI extractability. AI models tend to prefer sources with higher semantic structure and schema coverage. Domains with ACRI < 40 see 3.5× more hallucinations. Read the research →
yoctoproject.org
61
Your ACRI Score
88
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. hikkoshizamurai.jp has schema coverage of 5 blocks and uses Custom / Proprietary. Improve your score by implementing the remediation patches below.
📊 Side-by-Side Comparison →
🚨

Hallucination Risk

Research

Is AI lying about your brand? This panel measures how likely LLMs are to hallucinate facts when extracting information from your page.

Analyzing hallucination risk…

🤖 Bot Access Matrix

GPTBot (OpenAI)
Allowed
ClaudeBot (Anthropic)
Allowed
CCBot (Common Crawl)
Allowed
Google-Extended
Allowed
Googlebot
Allowed

👻 Rendering (Ghost Ratio) Docs

Ghost Ratio 0%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 77/100 — Good
Structured Elements 93 elements (93 lists, 0 rows, 0 headers)
Total Words517
Raw Density18.0%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks1 block(s) — Basic (low value for AI)

Schema Coverage Map

3/7 schema types detected
✅ Organization
❌ Product/Service
✅ Breadcrumb
❌ FAQ
❌ Article
✅ WebSite
💡Product / Service schema missing. AI models don't know this is a SaaS product. Add Product or SoftwareApplication schema so AI understands what you offer and can surface pricing/features.
💡FAQ schema missing. Adding FAQPage schema lets AI models directly extract Q&A pairs for Featured Snippets and chatbot answers.

📐 AI Efficiency Metrics Docs

62
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability62/100 — AI models can partially extract answers from this page
Crawl CostHigh (75/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

3%
🗑️ 97%
Useful Content (6.2 KB)Bloat (198.6 KB)
Token Bloat Ratio33.1× — Bloated

Multimodal Readiness

Visual Context86% Optimized for Vision
Image Alt Coverage42 / 49 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 204.8 KB, but only 6.2 KB is text. 3% useful / 97% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (33.1×) risks context-window truncation by ChatGPT, Claude, and Gemini. Reduce inline scripts, CSS, hydration payloads, and tracking code.

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 97.0% · SNR: 0.03 · Signal: 1582 / Noise: 50849 tokens

🔬 AI-Crawler Simulation

See your website the way AI crawlers do. CSS stripped, structure labeled, content chunked.

🌐
This is what humans see — styled, branded, visual.
Toggle to "AI Agent View" to see what GPTBot, ClaudeBot, and other AI crawlers actually extract from this page.
🤖

AI Answer Preview

NEW

See how AI models summarize your site. Left: your actual content. Right: what the LLM extracts and says about you.

Simulating AI extraction…
🧠

The LLM Interpretation

AI-VERIFIED

SEODiff AI analyzed the extracted content of yoctoproject.org and produced this structured business intelligence. Fields marked SEMANTIC VOID indicate information the AI could not find — a critical gap in your site’s machine-readability.

Core Offering
The Yocto Project provides tools and templates for creating custom Linux-based systems for embedded devices, fostering collaboration and standardization within the Linux community.
Target Audience
Embedded systems developers, Linux system administrators, hardware engineers, and open-source contributors.
Pricing Model
Open source and community-driven; participation is free, with options for corporate membership and support.
🏆 Competitive Moat
Community-driven standardization and a mature, well-established build system for embedded Linux.
📊 Content Depth
6/10
⚡ Key Pain Points
• Limited documentation for specific use cases
• Complex setup and configuration process
Analyzed by SEODiff AI · 2026-03-04

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
Servernginx
CDN
HTTP Status200
Load Time663 ms
Raw HTML Size204.8 KB
Visible Text Size6.2 KB

Performance & Speed

59/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

663 ms
Slow — bots may time out or deprioritise

Google considers <200 ms "good". AI crawlers may have even shorter timeouts.

📦 Page Weight

871
DOM nodes
205 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → public, max-age=60, s-maxage=43200, stale-while-revalidate=86400, stale-if-error=604800
  • ✗ CDN cache status
  • ✗ CDN detected

🔬 Tracker Tax

0
tracker scripts
0
third-party domains
0.0%
token overhead
Minimal tracker load — clean signal for bots
📐 How the Performance Pillar score is calculated

Perf Pillar = TTFB (35 pts) + Page Weight (25 pts) + Cache/CDN (20 pts) + Tracker Tax (20 pts)

TTFB <200 ms = full marks. DOM >3000 or payload >300 KB incurs heavy penalties. Tracker scripts beyond 5 reduce score.

🏗️

Architecture & Trust

87/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.yoctoproject.org/sitemap_index.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

94
internal links
51
external links
Good internal linking — helps crawlers discover content

🔒 Security & Trust

  • ✓ HSTS header (Strict-Transport-Security)
  • ✗ Content-Security-Policy header
  • ✓ HTTP status 200 OK (got 200)

♿ Accessibility Signals

  • ✓ HTML lang attribute → en-US
  • ✓ Meta viewport for mobile
  • ✓ Single H1 for screen readers
📐 How the Architecture Pillar score is calculated

Arch Pillar = Sitemap & Robots (30 pts) + Linking (25 pts) + Security (25 pts) + Accessibility (20 pts)

Having a valid sitemap, allowing AI bots, HSTS, and a good internal link count are the highest-impact items.

🏅 AI-Verified Trust Badge

Your site scores 61/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for yoctoproject.org
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/yoctoproject.org" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=yoctoproject.org" alt="AI-Verified by SEODiff" width="280" height="52"></a>

💡 Paste in your site footer, GitHub README, or email signature. Badge updates automatically as your score changes.

� Deep Crawl Analysis 52 pages · Deep-10

Homepage ACRI
61
Single-page score
-9
Moderate hidden bloat
Δ delta
Site-Wide ACRI
52
Avg across 52 pages · Range 0–72
Topical Cohesion
6%
Topical Drift
TF-IDF cosine similarity
Total Words
30874
Avg Bloat
57.7×
Page Type ACRI Token Bloat Words Status
https://www.yoctoproject.org/blog/2023/10/10/sovereign-tech-fund-boosts-yocto-project-to-help-drive-open-source-excellence/
Sovereign Tech Fund Boosts Yocto Project to Help Drive Open Source Excellence
blog 72 18.5× 1069
https://www.yoctoproject.org/blog/2024/03/28/maintainer-confidential-challenges-and-opportunities-one-year-on/
Maintainer Confidential: Challenges and Opportunities One Year On - The Yocto Project
pricing 69 16.0× 2333 💰 Pricing
https://www.yoctoproject.org/blog/2023/06/26/yocto-project-welcomes-exein-as-a-platinum-member-announces-extended-lts-release-plan-and-one-day-technical-summit/
Yocto Project Welcomes Exein as a Platinum Member, Announces Extended LTS Release Plan and One-Day Technical Summit
pricing 67 24.7× 704 💰 Pricing
https://www.yoctoproject.org/blog/2023/11/22/yocto-project-announces-latest-release-new-gold-member-witekio-and-details-for-virtual-summit-next-week/
Yocto Project Announces Latest Release, New Gold Member Witekio, and Details for Virtual Summit Next Week
blog 67 32.2× 546
https://www.yoctoproject.org/blog/2025/06/25/yocto-project-welcomes-risc-v-international-as-new-platinum-member-expands-global-ecosystem-and-leads-with-cyber-resilience-act-preparedness/
Yocto Project Welcomes RISC-V International as New Platinum Member, Expands Global Ecosystem and Leads with Cyber Resilience Act Preparedness
blog 67 29.7× 601
https://www.yoctoproject.org/blog/2023/10/10/sovereign-tech-fund-boosts-yocto-project/
Sovereign Tech Fund Boosts Yocto Project - The Yocto Project
pricing 64 26.5× 1349 💰 Pricing
https://www.yoctoproject.org/blog/2023/08/04/usecase-klepsydra-ai/
Klepsydra AI - Cloud detection onboard from space - The Yocto Project
pricing 64 27.0× 1341 💰 Pricing
https://www.yoctoproject.org/blog/2022/01/27/2021-a-year-in-review/
2021 - A Year in Review - The Yocto Project
pricing 64 20.2× 1802 💰 Pricing
https://www.yoctoproject.org/community/learn/
Learn - The Yocto Project
pricing 64 78.1× 875 💰 Pricing
https://www.yoctoproject.org/blog/2019/09/26/creating-a-yocto-oe-core-bsp-layer-for-the-google-coral-dev-board-yocto-project-summit-2019/
Creating a Yocto/OE-core BSP layer for the Google Coral Dev Board - Yocto Project Summit 2019 - The Yocto Project
pricing 61 66.2× 524 💰 Pricing
https://www.yoctoproject.org/blog/2019/09/25/creating-friendly-layers-yocto-project-summit-2019/
Creating Friendly Layers - Yocto Project Summit 2019 - The Yocto Project
pricing 61 57.7× 601 💰 Pricing
https://www.yoctoproject.org/blog/2019/08/22/yocto-project-summit-2019-2/
YOCTO PROJECT® SUMMIT 2019 - The Yocto Project
pricing 61 40.9× 935 💰 Pricing
https://www.yoctoproject.org/blog/2018/08/28/yocto-project-welcomes-new-members/
Yocto Project® Welcomes New Members, Advances Open Source Embedded Systems Through Momentum - The Yocto Project
pricing 61 35.6× 996 💰 Pricing
https://www.yoctoproject.org/blog/2023/03/27/yocto-project-at-embedded-world-2023/
Yocto Project at Embedded World 2023 - The Yocto Project
pricing 61 56.8× 619 💰 Pricing
https://www.yoctoproject.org/blog/2019/09/26/strenghten-your-yocto-deployments-with-autobuilder2-ci-tool-yocto-project-summit-2019/
Strenghten your Yocto deployments with Autobuilder2 CI tool - Yocto Project Summit 2019 - The Yocto Project
pricing 61 57.7× 605 💰 Pricing
https://www.yoctoproject.org/blog/2019/08/22/yocto-project-summit-2019/
YOCTO PROJECT® SUMMIT 2019 - The Yocto Project
pricing 61 41.4× 922 💰 Pricing
https://www.yoctoproject.org/blog/2023/11/22/nanbield-new-member-virtual-summit/
Latest Release, New Gold Member Witekio, and Virtual Summit - The Yocto Project
pricing 61 59.0× 589 💰 Pricing
https://www.yoctoproject.org/blog/2023/06/26/pr-exein-4y-lts-ypdd-2023/
PR: Exein, 4Y LTS, YPDD 2023 - The Yocto Project
pricing 61 45.0× 777 💰 Pricing
https://www.yoctoproject.org/blog/2020/02/26/yocto-project-long-term-support-announced/
Yocto Project Long Term Support Announced - The Yocto Project
pricing 61 51.4× 681 💰 Pricing
https://www.yoctoproject.org/blog/2019/09/26/working-with-nvidia-tegra-bsp-and-supporting-latest-cuda-versions-yocto-project-summit-2019/
Working with NVIDIA Tegra BSP and Supporting Latest CUDA Versions - Yocto Project Summit 2019 - The Yocto Project
pricing 61 58.0× 602 💰 Pricing
Showing 20 of 52 pages. Unlock full subpage table →
📂
Health by Sub-Directory
Average ACRI and top issues aggregated by URL path prefix
Path Pages Avg ACRI Ghost % Bloat Top Issue
/blog/ 41 58 1% 62.6× Bot Blocked
/docs/ 2 50 0% 20.3× High JS Bloat
/about/ 1 61 1% 59.0× Bot Blocked
/contact/ 1 51 1% 156.6× Bot Blocked
/products/ 1 0 0% 0.0× Low AI Readiness
/features/ 1 0 0% 0.0× Low AI Readiness
/integrations/ 1 0 0% 0.0× Low AI Readiness
/pricing/ 1 51 1% 96.9× Bot Blocked
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 0 0% 0.0× Low AI Readiness
/community/ 1 64 0% 78.1× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 52 pages
youtube.com ×45
twitter.com ×45
linuxfoundation.org ×45
facebook.com ×45
linkedin.com ×45
wiki.yoctoproject.org ×43
git.yoctoproject.org ×43
the-yocto-project.myspreadshop.com ×41
🔄 Re-Crawl & Update 📡 Track this Domain

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🔌 API Access

Pull this data programmatically. All sub-page metrics are available via our public API.

curl https://seodiff.io/api/v1/deep10/domain/yoctoproject.org

Get your free API key — 100 requests/month included.

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📊 Semantic Share of Voice

How often would an AI cite yoctoproject.org when users ask about topics in this domain's niche? We run entity queries through our 188k-page search index and measure citation probability.

Analyzing citation landscape…

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to yoctoproject.org. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 3% of your HTML is useful content. AI crawlers waste context window tokens on bloat.
html
<!-- Move inline CSS to external stylesheets -->
<link rel="stylesheet" href="/css/main.css">

<!-- Move inline scripts to external files with defer -->
<script src="/js/app.js" defer></script>

<!-- Remove duplicate navigation blocks -->
<!-- Keep only ONE <nav> in the <header> -->

<!-- Ensure <main> wraps your primary content -->
<main>
  <!-- Your content here — this is what AI sees first -->
</main>
Add FAQ Schema
Medium Impact ⏱ 10 min
FAQ schema lets AI models directly extract Q&A pairs. This is the easiest way to get featured in AI responses.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "FAQPage",
  "mainEntity": [
    {
      "@type": "Question",
      "name": "What is Yoctoproject?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Yoctoproject does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Yoctoproject work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Yoctoproject."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for yoctoproject.org:

Current Score
85
Projected Score
93
Improvement
+8 pts
Reduce token bloat +5 pts
Add FAQ schema +3 pts

*Estimates based on SEODiff's scoring model. Actual results depend on implementation quality.

📋 Data Export

Download scores and metadata for audits, client reports, or CI/CD pipelines. Exports contain computed metrics only (no copyrighted content).

All data is generated automatically and updated with each crawl. JSON exports contain scores and metadata only (no copyrighted content).

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🧭 Self-Diffing (Private Layer)

For owned domains, combine this world snapshot with private drift + regression history.
Template Drift
Track in My Site
Drift → Traffic Impact
In development coming soon
Regression Incidents
Track in My Site
Internal Linking
Deep Audit graph
Semantic Structure
GEO view in Deep Audit
Content Quality
Thin/duplicate tracking

🕒 History

Score over timeAvailable in My Site history
Drift eventsTemplate timeline + incidents
Drift → Revenue AttributionComing soon
Schema/rendering/extractability changesTracked per scan in project history
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