opensource.org 66 C
🛡️ SEO 59 🤖 GEO 64 ⚡ Perf 68 🏗️ Arch 78

opensource.org — Global SEODiff Score 66/100

opensource.org
📋 Executive Audit

Open Source Initiative (opensource.org) operates as a leading advocacy and resource hub for open source software, primarily serving developers, organizations, and government agencies seeking to understand and adopt open source practices. With a Global SEODiff Score of 63 and an ACRI Grade of D, the site demonstrates moderate search visibility performance, lagging slightly behind the benchmark in core SEO metrics. While its Architecture Score of 77 reflects strong structural foundations, including a declared sitemap and solid internal linking (52 links), the low Content Integrity Score of 40 and retrieval robustness of 49 indicate significant gaps in content clarity, semantic depth, and AI-friendly information extraction.

The site performs well in AI-readiness, earning a 64 in AI Readiness (GEO) and full access for major AI crawlers including GPTbot, Claudebot, and Google Extended, which supports strong future-proofing. However, technical inefficiencies undermine performance: a TTFB of 1,337 ms and 202.5 KB HTML payload suggest slow loading, exacerbated by a 35.0x token bloat ratio and only 5,933 useful text bytes in a 207KB HTML file—indicating excessive non-essential code. While schema implementation is solid with Organization and Breadcrumb markup, the absence of Article, FAQ, or Product schema limits semantic enrichment. Additionally, the lack of CSP and HSTS (though HSTS is present) raises minor security concerns.

Architecturally, the site shows promise with a clear internal link structure and declared sitemap, but the low word count of 604 across the homepage suggests content thinness. The Tranco Rank of 2,527 confirms moderate global traffic, yet the AI Trust Score of 10.5 reveals limited confidence in content reliability for AI systems. Key opportunities include reducing HTML bloat, increasing meaningful content, implementing richer schema types, and optimizing TTFB through CDN or server-side improvements. Addressing these would significantly elevate both traditional SEO and AI visibility.

✦ Executive Audit synthesized by SEODiff AI · Mar 5, 2026
66
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Traditional SEO (59) is your bottleneck.
🎯 Top Fix: Reduce token bloat (35×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 18, 2026 · 📋 API
📈 ACRI Trend 12 snapshots
Mar 4 Mar 18
🔔 Recent AI Indexing Activity
🔄 Mar 12 Content change detected
🔄 Mar 10 Content change detected
🔄 Mar 9 Content change detected
🔄 Mar 7 Content change detected
🔄 Mar 4 Content change detected
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)59 × 0.25 = 14.8
🤖 AI Readiness / GEO (40% weight)64 × 0.40 = 25.6
⚡ Performance (20% weight)68 × 0.20 = 13.6
🏗️ Architecture & Trust (15% weight)78 × 0.15 = 11.7
Weighted sum = 14.8 + 25.6 + 13.6 + 11.7
Global SEODiff Score = 66 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
57
Structure
avg 35
42
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 0.3%
Rank #2527
Aligned
Gap
AI (ACRI)
Top 5%
Score 81/100

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

Why opensource.org ranks here

Tech stackWordPress
Industrydeveloper
RenderingSSR
Schema coverage1 blocks
Token bloat35.3×

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

59/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

47 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

0 chars
Missing

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 13
  • ✗ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://opensource.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 — Open Source Initiative - Open Source Initiative
  • ✓ og:description — Growing the impact of Open Source around the world The Open Source Initiative is the global nonprofit building the future powered by open collaboration, transparency and innovation. Supported by the...
  • ✓ 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

64/100 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 →
opensource.org
54
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 57/100 — Fair
Structured Elements 57 elements (57 lists, 0 rows, 0 headers)
Total Words595
Raw Density9.6%

🏷️ 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

55
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability55/100 — AI models can partially extract answers from this page
Crawl CostMedium (65/100) — moderate for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

2%
🗑️ 98%
Useful Content (5.7 KB)Bloat (196.4 KB)
Token Bloat Ratio35.3× — Bloated

Multimodal Readiness

Visual Context8% Optimized for Vision
Image Alt Coverage3 / 36 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 202.1 KB, but only 5.7 KB is text. 2% useful / 98% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (35.3×) risks context-window truncation by ChatGPT, Claude, and Gemini. Reduce inline scripts, CSS, hydration payloads, and tracking code.
💡Only 8% of images have alt text. Add descriptive alt attributes so multimodal AI (ChatGPT Vision) can understand your images.

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 97.2% · SNR: 0.03 · Signal: 1467 / Noise: 50269 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 opensource.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 company’s core offering is to provide a framework and resources for organizations, particularly government agencies, to understand, adopt, and
Target Audience
Government agencies (federal, state, territory), public sector organizations, legal professionals, IT departments, and anyone involved in managing open source software licenses.
Pricing Model
⚠ SEMANTIC VOID
🏆 Competitive Moat
The company’s competitive advantage lies in its authority as a central resource for open source definitions and licenses, combined with a growing index of references and guidance, establishing it as the primary arbiter of what constitutes open source software.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Integration directory pages (references to Open Source Initiative and Free Software Foundation)Template comparison pages (licence contract - commercial off-the-shelf software)Repeated mentions of Open Source Definition and Open Source Initiative
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for features (reliance on external links)
• Fragmented information across multiple sources (Free Software Foundation, OSI)
• Need for expert advice on licensing
Analyzed by SEODiff AI · 2026-02-28

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
Servercloudflare
CDNcloudflare
HTTP Status200
Load Time533 ms
Raw HTML Size202.1 KB
Visible Text Size5.7 KB

Performance & Speed

68/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

533 ms
Acceptable — room for improvement

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

📦 Page Weight

679
DOM nodes
202 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=215, must-revalidate
  • ✓ CDN cache status → DYNAMIC
  • ✓ CDN detected → cloudflare

🔬 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

78/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://opensource.org/sitemap.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

52
internal links
7
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 54/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for opensource.org
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/opensource.org" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=opensource.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 1006 pages · Deep-10

Homepage ACRI
54
Single-page score
+9
Consistent readability
Δ delta
Site-Wide ACRI
63
Avg across 1006 pages · Range 0–90
Topical Cohesion
14%
Topical Drift
TF-IDF cosine similarity
Total Words
1015278
Avg Bloat
48.4×
RAG Fractures [?]
2
⚠️
2 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 2 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://opensource.org/blog/osi-end-of-year-review-2023
2023 in review: many reasons to celebrate - Open Source Initiative
pricing 90 4.8× 15181 💰 Pricing
https://opensource.org/blog/episode-3-transcript
Episode 3: transcript - Open Source Initiative
pricing 85 5.8× 7833 💰 Pricing
https://opensource.org/blog/episode-2-transcript
Episode 2: transcript - Open Source Initiative
pricing 85 6.4× 6943 💰 Pricing
https://opensource.org/blog/episode-1-transcript
Episode 1: transcript - Open Source Initiative
pricing 85 6.4× 6713 💰 Pricing
https://opensource.org/blog/open-source-in-2019
Open Source in 2019 - Open Source Initiative
pricing 85 10.0× 4090 💰 Pricing
https://opensource.org/blog/osis-comments-to-the-white-house-office-of-management-and-budget-regarding-the-federal-source-code-policy
OSI's Comments to the White House Office of Management and Budget Regarding the "Federal Source Code Policy" - Open Source Initiative
pricing 85 9.6× 4339 💰 Pricing
https://opensource.org/blog/licensereview052019
May 2019 License-Review Summary - Open Source Initiative
pricing 85 9.4× 4780 💰 Pricing
https://opensource.org/blog/episode-4-transcript
Episode 4: transcript - Open Source Initiative
pricing 85 6.0× 7438 💰 Pricing
https://opensource.org/blog/episode-5-transcript
Episode 5: transcript - Open Source Initiative
pricing 85 8.9× 4652 💰 Pricing
https://opensource.org/blog/episode-6-transcript
Episode 6: transcript - Open Source Initiative
pricing 85 5.9× 7405 💰 Pricing
https://opensource.org/about/authority
International Authority & Recognition - Open Source Initiative
pricing 85 5.4× 10156 💰 Pricing
https://opensource.org/faq
Frequently Answered Questions - Open Source Initiative
pricing 85 6.9× 6600 💰 Pricing
https://opensource.org/peru_to_ms_spanish-php
Peru answers MS FUD (Spanish) - Open Source Initiative
pricing 85 6.9× 6150 💰 Pricing
https://opensource.org/peru_and_ms-php
Peru answers MS FUD - Open Source Initiative
pricing 85 6.7× 6276 💰 Pricing
https://opensource.org/bylaws
Bylaws - Open Source Initiative
pricing 85 7.1× 6041 💰 Pricing
https://opensource.org/blog/licensediscuss052019
May 2019 License-Discuss Summary - Open Source Initiative
pricing 75 10.2× 4328 💰 Pricing
https://opensource.org/blog/what-is-open-governance-drafting-a-charter-for-an-open-source-project
What Is Open Governance? Drafting a charter for an Open Source project - Open Source Initiative
pricing 75 11.8× 3531 💰 Pricing
https://opensource.org/blog/licensereview042019
April 2019 License-Review Summary - Open Source Initiative
pricing 75 13.6× 2968 💰 Pricing
https://opensource.org/blog/licensediscuss122018
December 2018 License-Discuss List Summary - Open Source Initiative
pricing 75 19.6× 1974 💰 Pricing
https://opensource.org/blog/open-forum-for-ai-open-source-initiative-respond-to-white-house-on-ai-rd-strategy
Open Forum for AI, Open Source Initiative respond to White House on AI R&D strategy - Open Source Initiative
pricing 75 13.1× 3136 💰 Pricing
Showing 20 of 100 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/ 452 66 0% 37.9× High JS Bloat
/about/ 9 67 0% 41.0× High JS Bloat
/pressreleases/ 6 64 0% 44.9× High JS Bloat
/members/ 2 66 0% 45.7× High JS Bloat
/codeofconduct/ 2 64 0% 35.0× High JS Bloat
/general_manager/ 1 64 0% 48.4× High JS Bloat
/community/ 1 64 0% 52.9× High JS Bloat
/charterplan-html/ 1 64 0% 64.6× High JS Bloat
/proliferation-report/ 1 67 0% 21.8× High JS Bloat
/minutes20090205/ 1 67 0% 26.4× High JS Bloat
/1207-release/ 1 64 0% 60.9× High JS Bloat
/affiliaterequirements/ 1 64 0% 53.1× High JS Bloat
/affiliates/ 1 64 0% 50.2× High JS Bloat
/licenses/ 1 67 0% 20.4× High JS Bloat
/osr-rationale/ 1 67 0% 27.8× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 1006 pages
twitter.com ×995
linkedin.com ×994
social.opensource.org ×992
go.opensource.org ×991
discuss.opensource.org ×991
reddit.com ×991
opensource.net ×991
web.archive.org ×990
🔄 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/opensource.org

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

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📊 Semantic Share of Voice

How often would an AI cite opensource.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…

🎭

Bait & Switch Delta

A 15 PAGES

Compares your homepage rendering quality with inner pages. A high drift score means AI crawlers see a polished homepage but degraded inner content — the "bait & switch" that erodes trust.

64
Homepage ACRI
57
Inner Avg ACRI
+7
ACRI Delta
40%
Homepage Ghost
37%
Inner Avg Ghost
9
Drift Score [?]
Worst Inner Pages
54 40% pricing https://opensource.org/blog/congrats-to-michael-tiemann
64 40% pricing https://opensource.org/blog
54 40% pricing https://opensource.org/blog/open-source-software-who-needs-intellectual-property
🛡️

E-E-A-T Trust Signals

D 35/100

Trust indicators extracted from surface pages. These signals help AI systems verify your site's Experience, Expertise, Authoritativeness, and Trustworthiness.

Physical Address
Phone Number
Email Contact
About Page
Contact Page
Privacy Policy
Terms of Service
Named Leadership
Named leadership: OSI Policy Team, OSI Policy Team, OSI Policy Team
🔗

Citation Profile

47 DOMAINS

Outbound citation patterns across surface-crawled pages. Sites that cite diverse, authoritative sources signal higher E-E-A-T to AI systems.

201
Total Links
47
Unique Domains
13.4
Avg/Page
23%
Diversity
wordpress.com linkedin.com reddit.com discuss.opensource.org pressable.com social.opensource.org opensource.net cookiedatabase.org go.opensource.org twitter.com
🏘️ Outbound Neighborhood Trust Avg Trust: 32.5

AI trust scores for the domains opensource.org links to. Citing high-trust sources lifts your own credibility signal.

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to opensource.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 2% 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 Opensource?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Opensource does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Opensource work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Opensource."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
81
Projected Score
89
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

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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

🧠 AI Citation Graph

How this domain is cited across the machine-readable web

10.5
AI-Trust
#387
Global Rank
78%
Percentile
40
Inbound AI Links
0
Outbound AI Links
47
Avg Inbound ACRI
22%
AI-Restricted Backlinks
Top AI Referrers
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valgrind.org 56 0.0 ← cites you
View Full AI-Trust Leaderboard →
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