mku.ac.ke 68 C
🛡️ SEO 65 🤖 GEO 88 ⚡ Perf 27 🏗️ Arch 75

mku.ac.ke — Global SEODiff Score 68/100

mku.ac.ke
📊

Registering an exceptional 88/100 on the AI-Crawler Reality Index, mku.ac.ke sits in the highest tier of AI extractability among indexed domains. Within the education vertical, this places mku.ac.ke above the industry average of 57 —, 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 7.0× token bloat ratio falls within the normal range, though there is room to trim navigation, footer, and script overhead. Minimal structured data (1 block) limits the site's ability to communicate entity relationships to AI systems. All major AI bot user-agents (GPTBot, ClaudeBot, CCBot, Google-Extended) are permitted by robots.txt, ensuring broad AI crawler access.

68
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (27) is your bottleneck.
🎯 Top Fix: Add HSTS header → +2 pts
🔬 Automated SEODiff Assessment · Snapshot: Feb 26, 2026 · 📋 API
Does your site score higher than mku.ac.ke?
Run the same 40-signal audit on your own domain — free, instant results.
Scan Your Site Free →
🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)65 × 0.25 = 16.2
🤖 AI Readiness / GEO (40% weight)88 × 0.40 = 35.2
⚡ Performance (20% weight)27 × 0.20 = 5.4
🏗️ Architecture & Trust (15% weight)75 × 0.15 = 11.2
Weighted sum = 16.2 + 35.2 + 5.4 + 11.2
Global SEODiff Score = 68 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
90
Structure
avg 36
42
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 8%
Rank #78730
-6 pts
Gap
AI (ACRI)
Top 1%
Score 88/100

mku.ac.ke is more visible to Google than to AI models. There's room to improve AI discoverability to match your search reputation. ACRI measures technical crawler readiness. Read the methodology →

Why mku.ac.ke ranks here

Tech stackWordPress
Industryeducation
RenderingSSR
Schema coverage1 blocks
Token bloat7.0×

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

65/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

47 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

137 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 4
  • ✓ Has <h2> headings — found 21
  • ✗ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → http://mku.ac.ke/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en-US
  • ✗ Hreflang tags
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — Mount Kenya University - Mount Kenya University
  • ✓ og:description — Mount Kenya University (MKU) is an international destination for higher education. Study for your degree, diploma or certificate with us.
  • ✓ 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

88/100 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 education sector, educationdirectory.com.au (ACRI: 86) 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 →
mku.ac.ke
76
Your ACRI Score
86
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. educationdirectory.com.au has schema coverage of 4 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 90/100 — Excellent
Structured Elements 370 elements (370 lists, 0 rows, 0 headers)
Total Words1514
Raw Density24.4%

🏷️ 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

77
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability77/100 — AI models can easily extract answers from this page
Crawl CostMedium (60/100) — moderate for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

14%
🗑️ 86%
Useful Content (41.0 KB)Bloat (245.9 KB)
Token Bloat Ratio7.0× — Normal

Multimodal Readiness

Visual Context13% Optimized for Vision
Image Alt Coverage5 / 39 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Only 13% 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: 85.7% · SNR: 0.17 · Signal: 10500 / Noise: 62959 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

A local LLM (mlx-community/gemma-3-4b-it-qat-4bit) analyzed the extracted content of mku.ac.ke 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
Mount Kenya University (MKU) is a chartered university offering a wide range of academic programs across various disciplines, including medicine,
Target Audience
University students, prospective students, faculty, researchers, international students, government officials, and educational institutions.
Pricing Model
Tuition fees vary based on program and level of study. Payment options include installments and scholarships are available.
🔗 Integration Partners
Royal FM RadioSTCW
🛡️ Compliance Standards
ISO 9001:2015
🏆 Competitive Moat
Extensive campus network across Kenya and East Africa, combined with strong international partnerships and a focus on SDG 9 initiatives, creating a robust ecosystem for research, innovation, and development.
📊 Content Depth
7/10
🔄 Programmatic SEO Signals
Multiple pages dedicated to individual schools and programsExtensive list of coursesRegularly updated news and events sectionDetailed information on application procedures and admissions
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for some features
Model: mlx-community/gemma-3-4b-it-qat-4bit · Analyzed: 2026-02-28 · Data extracted from the site’s main content via strict JSON prompting.

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
ServerSucuri/Cloudproxy
CDN
HTTP Status200
Load Time2182 ms
Raw HTML Size287.0 KB
Visible Text Size41.0 KB

Performance & Speed

27/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

2182 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

1798
DOM nodes
287 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✗ Cache-Control header
  • ✗ CDN cache status
  • ✗ CDN detected

🔬 Tracker Tax

2
tracker scripts
1
third-party domains
0.0%
token overhead
Minimal tracker load — clean signal for bots
googletagmanager.com
📐 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

75/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → http://mku.ac.ke/sitemap_index.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

374
internal links
47
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 76/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for mku.ac.ke
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/mku.ac.ke" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=mku.ac.ke" 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 924 pages · Deep-10

Homepage ACRI
76
Single-page score
-12
Moderate hidden bloat
Δ delta
Site-Wide ACRI
65
Avg across 924 pages · Range 19–80
🔍
Hidden Bloat Detected

Homepage scores 76, but internal pages average only 65 — a -12-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
12%
Topical Drift
TF-IDF cosine similarity
Total Words
975958
Avg Bloat
46.3×
RAG Fractures [?]
1
⚠️
1 RAG-Chunking Fracture Detected

Poorly formatted tables or pricing grids on 1 page will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
http://mku.ac.ke/download/speech-by-dr-tonny-omwansa-chief-executive-officer-kenya-national-innovation-agency-guest-speaker/
Speech by Dr. Tonny Omwansa, Chief Executive Officer, Kenya National Innovation Agency Guest Speaker - Mount Kenya University
pricing 80 14.6× 3602 💰 Pricing
http://mku.ac.ke/join-mku/
Study at Mount Kenya University - Mount Kenya University
pricing 80 15.4× 3701 💰 Pricing
http://mku.ac.ke/download/speech-by-prof-deogratius-jaganyi-vice-chancellor/
Speech by Prof. Deogratius Jaganyi Vice-Chancellor - Mount Kenya University
pricing 80 17.0× 2992 💰 Pricing
http://mku.ac.ke/my-career-journey-from-sh800-a-day-job-to-starting-consultancy-firm-for-smes/
My Career Journey From Sh800-a-Day Job to Starting Consultancy Firm For SMEs - Mount Kenya University
pricing 77 17.7× 2856 💰 Pricing
http://mku.ac.ke/download/28th-graduation-ceremony-speech-by-prof-simon-n-gicharu-cbs/
28th Graduation Ceremony Speech by Prof. Simon N. Gicharu, CBS - Mount Kenya University
pricing 77 18.5× 2742 💰 Pricing
http://mku.ac.ke/courses-you-can-study-at-mku-in-year-2024/
Courses you can study at MKU in year 2024 - Mount Kenya University
pricing 77 18.7× 2774 💰 Pricing
http://mku.ac.ke/download/25th-graduation-ceremony-speech-by-the-vice-chancellor/
25th Graduation Ceremony Speech by the Vice-Chancellor - Mount Kenya University
pricing 77 20.0× 2524 💰 Pricing
http://mku.ac.ke/entrepreneurship-in-a-global-economy/
Entrepreneurship in a Global Economy - Mount Kenya University
pricing 77 19.2× 2633 💰 Pricing
http://mku.ac.ke/blog/
Blog - Mount Kenya University
pricing 72 34.5× 1506 💰 Pricing
https://mku.ac.ke/about
About Us - Mount Kenya University
pricing 72 32.3× 1600 💰 Pricing
https://mku.ac.ke/blog
Blog - Mount Kenya University
pricing 72 34.5× 1506 💰 Pricing
http://mku.ac.ke/security/
Security - Mount Kenya University
pricing 72 37.2× 1316 💰 Pricing
http://mku.ac.ke/mku-presents-tablets-preloaded-with-education-materials-to-inmates/
MKU presents tablets preloaded with education materials to inmates - Mount Kenya University
pricing 72 40.0× 1247 💰 Pricing
http://mku.ac.ke/download/september-december-2021-academic-calendar/
September - December 2021 Academic Calendar - Mount Kenya University
pricing 72 34.5× 1415 💰 Pricing
http://mku.ac.ke/mku-invests-millions-to-boost-media-and-film-training/
MKU Invests Millions to Boost Media and Film Training - Mount Kenya University
pricing 72 35.2× 1400 💰 Pricing
http://mku.ac.ke/mku-to-host-visiting-law-students-from-rwanda-aspart-of-drive-to-enrich-legal-education-in-east-africa/
MKU to host visiting law students from Rwanda as part of drive to enrich legal education in East Africa - Mount Kenya University
pricing 72 37.4× 1320 💰 Pricing
http://mku.ac.ke/download/may-august-2020-2021/
May - August 2020-2021 - Mount Kenya University
pricing 72 35.6× 1364 💰 Pricing
http://mku.ac.ke/mku-student-testimonial-experience-in-slovakia-on-erasmus-student-exchange-program/
MKU Student Testimonial: Experience in Slovakia on Erasmus+ Student Exchange Program - Mount Kenya University
pricing 72 38.8× 1275 💰 Pricing
http://mku.ac.ke/mku-sends-3rd-cohort-of-nursing-apprentices-to-germany/
MKU Sends 3rd Cohort of Nursing Apprentices to Germany - Mount Kenya University
pricing 72 38.5× 1288 💰 Pricing
http://mku.ac.ke/mku-ranked-as-a-top-destination-for-international-students/
MKU ranked as a top destination for international students - Mount Kenya University
pricing 72 37.8× 1291 💰 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
/download/ 42 72 0% 30.5× High JS Bloat
/download-category/ 20 72 0% 42.9× High JS Bloat
/event/ 12 72 0% 37.7× High JS Bloat
/member/ 7 72 0% 39.6× High JS Bloat
/u_department/ 3 72 0% 39.2× High JS Bloat
/blog/ 2 72 0% 34.5× High JS Bloat
/author/ 2 72 0% 35.4× High JS Bloat
/project/ 2 69 0% 63.0× High JS Bloat
/how-student-convinced-varsity-board-to-name-facility-after-kibaki/ 1 72 0% 44.5× High JS Bloat
/two-mku-students-scoop-mbelenabiz-business-grants/ 1 72 0% 44.2× High JS Bloat
/mku-parklands-school-of-law-launch-online-master-of-laws-programme-and-alumni-association-parklands-chapter/ 1 72 0% 35.5× High JS Bloat
/mount-kenya-university-law-journal-mkulj-call-for-papers/ 1 72 0% 30.2× High JS Bloat
/advertisement-for-part-time-teaching-opportunities/ 1 72 0% 25.1× High JS Bloat
/it-was-tough-but-we-made-it-phd-graduands-look-back/ 1 72 0% 39.0× High JS Bloat
/nakuru-campus/ 1 72 0% 42.4× High JS Bloat
🔄 Re-Crawl & Update 📡 Track this Domain

Scores update automatically each month. Create a free account for on-demand re-crawls (3/month free).

🔌 API Access

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

curl https://seodiff.io/api/v1/deep10/domain/mku.ac.ke

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

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Domains with a similar tech stack, industry, and AI readiness profile to mku.ac.ke. Compare side-by-side.

Domain ACRI AI Score Tech Stack Token Bloat Schema
mku.ac.ke (this site) 76 88 WordPress 7.0× 1
preston.ac.uk 81 90 WordPress 6.3× 1 Compare →
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📊 Semantic Share of Voice

How often would an AI cite mku.ac.ke 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 mku.ac.ke. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

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

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for mku.ac.ke:

Current Score
88
Projected Score
94
Improvement
+6 pts
Reduce token bloat +3 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