sourceforge.net 75 B
🛡️ SEO 55 🤖 GEO 84 ⚡ Perf 65 🏗️ Arch 100

sourceforge.net — Global SEODiff Score 75/100

sourceforge.net
📋 Executive Audit

SourceForge.net operates as a leading infrastructure platform serving over 20 million monthly users by curating open source and business software, with a strong global SEODiff Score of 73 and an ACRI Grade of C (65/100), indicating solid but not dominant search visibility. While its AI Readiness (84) and Extractability (87) scores reflect high compatibility with AI-driven search systems, performance and semantic structure remain notable challenges, with a Traditional SEO score of 55 and Semantic Structure at 55, suggesting underutilized content optimization and structural clarity. The site ranks highly in the Tranco Top 300 (rank 213), reflecting strong organic traffic potential, though its Retrieval Robustness (43) indicates issues with consistency in search result delivery.

The platform excels in technical architecture, earning a near-perfect Architecture Score of 98, driven by a well-structured internal link graph (156 links), declared sitemap, and strong security protocols including HSTS and CSP. It also demonstrates excellent AI accessibility, with full bot allowance for GPT, Claude, and CC bots, and no restrictive `noai` meta tags. However, performance lags significantly: TTFB of 1,649ms and 118.1KB HTML payload point to substantial rendering delays, while token bloat ratio of 3.7x and 5% ghost ratio suggest inefficient code and unused content. Despite a respectable 1,750-word count, only 32,877 bytes are useful text, indicating a high proportion of non-essential markup.

Structurally, the site lacks critical schema types—no product, FAQ, or article markup—limiting rich snippet potential and semantic enrichment, despite having organization and website schema. The absence of breadcrumb schema further reduces navigational clarity. While content integrity is strong (75), the low semantic structure score reveals missed opportunities for entity clustering and topic depth. To unlock higher visibility, SourceForge should prioritize reducing TTFB through backend optimization, eliminating token bloat, and enriching content with structured data. These improvements would directly elevate both traditional SEO and AI search performance, moving the ACRI grade toward a strong B or higher.

✦ Executive Audit synthesized by SEODiff AI · Mar 4, 2026
75
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Traditional SEO (55) is your bottleneck.
🎯 Top Fix: Fix title tag length → +3 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 30 snapshots
Feb 22 Mar 16
🔔 Recent AI Indexing Activity
🔄 Mar 21 Content change detected
🔄 Mar 21 Content change detected
🔄 Mar 20 Content change detected
🔄 Mar 20 Content change detected
🔄 Mar 19 Content change detected
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)55 × 0.25 = 13.8
🤖 AI Readiness / GEO (40% weight)84 × 0.40 = 33.6
⚡ Performance (20% weight)65 × 0.20 = 13.0
🏗️ Architecture & Trust (15% weight)100 × 0.15 = 15.0
Weighted sum = 13.8 + 33.6 + 13.0 + 15.0
Global SEODiff Score = 75 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
49
Structure
avg 35
46
Schema
avg 9
55
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 0.1%
Rank #213
+14 pts
Gap
AI (ACRI)
Top 14%
Score 77/100

sourceforge.net shows stronger AI visibility than traditional SEO ranking. Great AI foundation to build on. ACRI measures technical crawler readiness. Read the methodology →

Why sourceforge.net ranks here

Tech stackExpress
RenderingSSR
Schema coverage3 blocks
Token bloat3.8×

Fastest improvements

  • You’re already in decent shape — the next moat is monitoring drift over time.
  • 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

55/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

87 chars
Too long

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

262 chars
Too long

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://sourceforge.net/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en
  • ➖ Hreflang tags — N/A (single language site)
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✗ og:title
  • ✗ og:description
  • ✗ og:image
  • ✗ twitter:card
📐 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

84/100 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 infrastructure sector, safely.co.jp (ACRI: 90) 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 →
sourceforge.net
66
Your ACRI Score
90
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. safely.co.jp has schema coverage of 3 blocks and uses WordPress. 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 5%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 49/100 — Fair
Structured Elements 118 elements (118 lists, 0 rows, 0 headers)
Total Words1663
Raw Density7.1%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks3 blocks

Schema Coverage Map

2/7 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.
💡BreadcrumbList schema missing. AI cannot understand your site hierarchy or how pages relate to each other.
💡FAQ schema missing. Adding FAQPage schema lets AI models directly extract Q&A pairs for Featured Snippets and chatbot answers.

📐 AI Efficiency Metrics Docs

71
AI Extractability
Low
Crawl Cost
None
Blocklist Risk
Extractability71/100 — AI models can easily extract answers from this page
Crawl CostLow (30/100) — efficient for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

26%
🗑️ 74%
Useful Content (30.6 KB)Bloat (85.3 KB)
Token Bloat Ratio3.8× — Lean

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage25 / 25 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set

🔥 Structural Entropy Check Research

30 Entropy
Poor Token Bloat: High
Noise Ratio: 73.6% · SNR: 0.36 · Signal: 7837 / Noise: 21838 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 sourceforge.net 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
Business software comparison and open source directory with over 20 million monthly users
Target Audience
B2B software buyers, software vendors, developers
Pricing Model
Not explicitly mentioned
🏆 Competitive Moat
Largest software comparison platform with 20 million monthly users
📊 Content Depth
7/10
🔄 Programmatic SEO Signals
directory listingscomparison pagesAPI reference docs
⚡ Key Pain Points
• No explicit pricing model
• No mentions of specific compliance standards
Analyzed by SEODiff AI · 2026-02-27

🔧 Tech Stack

FrameworkExpress
AI-Readiness Score55/100
Servercloudflare
CDNcloudflare
HTTP Status200
Load Time629 ms
Raw HTML Size115.9 KB
Visible Text Size30.6 KB

Performance & Speed

65/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

629 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

854
DOM nodes
116 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → no-cache
  • ✓ 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

100/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

155
internal links
8
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
  • ✓ 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 66/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for sourceforge.net
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/sourceforge.net" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=sourceforge.net" 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 1008 pages · Deep-10

Homepage ACRI
66
Single-page score
-18
Moderate hidden bloat
Δ delta
Site-Wide ACRI
48
Avg across 1008 pages · Range 0–77
🔍
Hidden Bloat Detected

Homepage scores 66, but internal pages average only 48 — a -18-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
4%
Topical Drift
TF-IDF cosine similarity
Total Words
215402
Avg Bloat
87.8×
RAG Fractures [?]
4
⚠️
4 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 4 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://sourceforge.net/about
About SourceForge
pricing 77 17.4× 780 ⚠️ RAG Fracture
https://sourceforge.net/projects/documentation/
PHP Doc System download | SourceForge.net
docs 66 37.6× 747
https://sourceforge.net/projects/guides/
Practical Guides download | SourceForge.net
blog 66 39.3× 697
https://sourceforge.net/projects/guide/
GUIDE Suite download | SourceForge.net
pricing 66 38.2× 779 💰 Pricing
https://sourceforge.net/projects/platform/
PLATform download | SourceForge.net
pricing 66 39.0× 713 💰 Pricing
https://sourceforge.net/projects/changelog/
Changelog download | SourceForge.net
pricing 66 37.3× 751 💰 Pricing
https://sourceforge.net/software/vendors/pricing/
SourceForge Business Software Listing Plans and Pricing
pricing 64 65.8× 716 ⚠️ RAG Fracture
https://sourceforge.net/blog
SourceForge Community Blog - What's new on SourceForge.net
pricing 64 40.5× 1131 ⚠️ RAG Fracture
https://sourceforge.net/projects/demo/
Hello World Demos download | SourceForge.net
conversion 61 43.0× 626
https://sourceforge.net/projects/guide/reviews/
GUIDE Suite Reviews - 2026
blog 56 76.7× 288
https://sourceforge.net/about/leadership
SourceForge Leadership Team
about 54 64.2× 210
https://sourceforge.net/projects/documentation/files/
PHP Doc System - Browse Files at SourceForge.net
pricing 51 66.3× 400 💰 Pricing
https://sourceforge.net/projects/documentation/support
PHP Doc System | Support for PHP Doc System at SourceForge.net
docs 51 72.4× 257
https://sourceforge.net/projects/guides/support
Practical Guides | Support for Practical Guides at SourceForge.net
blog 51 74.0× 251
https://sourceforge.net/projects/guide/support
GUIDE Suite | Support for GUIDE Suite at SourceForge.net
blog 51 84.8× 217
https://sourceforge.net/projects/guide/files/
GUIDE Suite - Browse Files at SourceForge.net
pricing 51 63.8× 419 💰 Pricing
https://sourceforge.net/projects/guides/files/
Practical Guides - Browse Files at SourceForge.net
pricing 51 60.9× 428 💰 Pricing
https://sourceforge.net/projects/resources/
resources download | SourceForge.net
blog 51 55.0× 459
https://sourceforge.net/projects/resources/support
resources | Support for resources at SourceForge.net
blog 51 74.3× 245
https://sourceforge.net/projects/help/
Humanitarian Emergency Lifeline Project download | SourceForge.net
pricing 51 52.6× 495 💰 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
/projects/ 496 51 1% 83.1× Bot Blocked
/about/ 2 66 0% 40.8× High JS Bloat
/software/ 1 64 0% 65.8× High JS Bloat
/blog/ 1 64 0% 40.5× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 1008 pages
linkedin.com ×1000
facebook.com ×1000
fosstodon.org ×1000
slashdotmedia.com ×1000
x.com ×1000
mongodb.com ×999
paypal.com ×111
github.com ×20
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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/sourceforge.net

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📊 Semantic Share of Voice

How often would an AI cite sourceforge.net 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

C 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.

77
Homepage ACRI
56
Inner Avg ACRI
+21
ACRI Delta
20%
Homepage Ghost
57%
Inner Avg Ghost
32
Drift Score [?]
Worst Inner Pages
66 60% blog https://sourceforge.net/projects/guides/
56 60% blog https://sourceforge.net/projects/guide/reviews/
51 60% docs https://sourceforge.net/projects/documentation/support
🛡️

E-E-A-T Trust Signals

C 50/100

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
Address: 1320 Columbia Street Suite 310 San Diego, CA 92101 Phone: (858) 454-5900 Mailing Address PO Box 1219
🔗

Citation Profile

12 DOMAINS

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

99
Total Links
12
Unique Domains
6.6
Avg/Page
12%
Diversity
fosstodon.org linkedin.com x.com facebook.com slashdotmedia.com mongodb.com paypal.com alexking.org docs.sourceforge.net guide.sourceforge.io
🏘️ Outbound Neighborhood Trust Avg Trust: 33.6

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

🩹

Remediation Patches

COPY-PASTE

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

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for sourceforge.net:

Current Score
77
Projected Score
80
Improvement
+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

🧠 AI Citation Graph

How this domain is cited across the machine-readable web

20.1
AI-Trust
#166
Global Rank
90%
Percentile
132
Inbound AI Links
0
Outbound AI Links
52
Avg Inbound ACRI
12%
AI-Restricted Backlinks
Top AI Referrers
Domain ACRI AI-Trust Direction
slashdot.org 45 0.9 ← cites you
socialengine.com 75 0.0 ← cites you
guarda.co 69 0.0 ← cites you
pdfmerge.com 69 0.0 ← cites you
publitas.com 68 0.0 ← cites you
pepperi.com 68 0.0 ← cites you
mrpeasy.com 68 0.0 ← cites you
sourceforge.io 66 0.0 ← cites you
sf-syn.com 66 0.0 ← cites you
sf.net 66 0.0 ← cites you
View Full AI-Trust Leaderboard →
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