What is lemmy.ml's AI readiness score?

lemmy.ml scores 68/100 on SEODiff's AI-Readiness Index, placing it in the Moderate range. The ACRI (AI-Crawler Reality Index) score is 41/100 (Grade D).

What tech stack does lemmy.ml use?

lemmy.ml uses Gatsby as its primary framework with a 5% ghost ratio (SSR rendering).

Is lemmy.ml visible to AI crawlers like ChatGPT?

GPTBot access: Allowed. ClaudeBot access: Allowed. lemmy.ml has 0 structured data blocks and a token bloat ratio of 30.4x.

lemmy.ml SEO & AI Readiness Score: 50/100 (D) — Full Technical Audit

📊

With a solid 68/100 ACRI, lemmy.ml is well-positioned for AI search — better than 62% of sites in the Radar. Within the developer vertical, this places lemmy.ml above the industry average of 57 —, suggesting strong competitive positioning in AI search. The low ghost ratio (5%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. A 30.4× token bloat ratio means crawlers must process significantly more tokens to reach the actual content — a drag on extraction efficiency. Zero schema blocks puts this site at a disadvantage in knowledge graph and AI-answer pipelines that rely on explicit structured data. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

D — Global SEODiff Score

Comprehensive search visibility assessment

Below average — Traditional SEO (33) has the most room for improvement.

🎯 Top Fix: Reduce token bloat (30×) → +5–10 pts

🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API

📈 ACRI Trend 7 snapshots

Mar 1 Mar 21

🔔 Recent AI Indexing Activity

🔄 Mar 21 Content change detected

🔄 Mar 20 Content change detected

🔄 Mar 19 Content change detected

📈 Mar 16 ACRI +1 (40→41)

📉 Mar 11 ACRI -1 (41→40)

Does your site score higher than lemmy.ml?

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)33 × 0.25 = 8.2

🤖 AI Readiness / GEO (40% weight)57 × 0.40 = 22.8

⚡ Performance (20% weight)52 × 0.20 = 10.4

🏗️ Architecture & Trust (15% weight)60 × 0.15 = 9.0

Weighted sum = 8.2 + 22.8 + 10.4 + 9.0

Global SEODiff Score = 50 (D)

📊 ACRI Sub-Scores (AI Readiness Detail)

100

Bot Access

avg 92

Rendering

avg 93

Structure

avg 35

Schema

avg 9

Tech Stack

avg 63

🔀

Visibility Delta: Google vs AI

Google (Tranco)

Top 8%

Rank #78513

+31 pts

Gap

AI (ACRI)

Top 38%

Score 68/100

lemmy.ml punches above its weight in AI — AI visibility exceeds Google ranking. This is a competitive moat worth protecting. ACRI measures technical crawler readiness. Read the methodology →

Why lemmy.ml ranks here

Tech stackGatsby

Industrydeveloper

RenderingSSR

Schema coverage0 blocks

Token bloat30.4×

Fastest improvements

Add basic Organization and WebSite JSON-LD to fix “0 schema blocks” (see Schema Coverage).
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…

Overview 🛡️ SEO 🤖 GEO ⚡ Perf 🏗️ Arch Remediation Export

See other Gatsby sites → developer industry → Full leaderboard → Domain A–Z →

🛡️

Traditional SEO

33/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

80 chars

Too long

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

5 chars

Too short

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

✗ Exactly 1 <h1> tag — found 39
✗ Has <h2> headings — found 0
✓ <h2> not before <h1>

🔍 Indexability

✓ Canonical tag present → https://lemmy.ml/
✓ 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 — Lemmy - A community of privacy and FOSS enthusiasts, run by Lemmy’s developers
✗ 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

57/100 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 →

lemmy.ml

Your ACRI Score

→

hikkoshizamurai.jp

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 5%

0% — Safe 50% 100% — Risk

Status Server-Side Rendered (Safe)

Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 31/100 — Low

Structured Elements 39 elements (39 lists, 0 rows, 0 headers)

Total Words1376

Raw Density2.8%

💡Low structure score (31/100). Your content appears as a wall of text with few structured HTML elements. You have 39 list items, 0 table rows, 0 table headers. Convert features into <ul> lists and data into <table> elements to help AI models extract structured information.

🏷️ Schema Health Docs

Organization Schema ❌ Missing

Product / Service Schema ⚠️ Not Found

Total Schema Blocks0 — No JSON-LD detected

Schema Coverage Map

0/7 schema types detected

❌ Organization

❌ Product/Service

❌ Breadcrumb

❌ FAQ

❌ Article

❌ WebSite

💡Organization schema missing. AI models cannot identify your brand entity. Without it, your brand won't appear in Knowledge Panels or be associated with your content.

💡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.

💡WebSite schema missing. Add WebSite + SearchAction so Google can generate a Sitelinks Search Box for your brand in AI results.

📐 AI Efficiency Metrics Docs

AI Extractability

High

Crawl Cost

None

Blocklist Risk

Extractability37/100 — AI models can barely 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

🗑️ 97%

Useful Content (9.5 KB)Bloat (279.8 KB)

Token Bloat Ratio30.4× — Bloated

Multimodal Readiness

Visual Context0% Optimized for Vision

Image Alt Coverage0 / 102 images have alt text

TDM Rights

TDM-Reservation HeaderNot set

X-Robots-Tag: noaiNot set

💡Your HTML is 289.4 KB, but only 9.5 KB is text. 3% useful / 97% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (30.4×) risks context-window truncation by ChatGPT, Claude, and Gemini. Reduce inline scripts, CSS, hydration payloads, and tracking code.

💡Only 0% 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: 96.7% · SNR: 0.03 · Signal: 2440 / Noise: 71640 tokens

Run Full Entropy Audit →

🔬 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 lemmy.ml 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

This platform facilitates decentralized social networking, allowing users to host their own instances and federate with others, mimicking traditional social

Target Audience

Tech-savvy users, developers, activists, and individuals seeking alternatives to mainstream social media platforms.

Pricing Model

Community-supported; no direct monetization. Instances are self-hosted, incurring hosting costs for operators.

🔗 Integration Partners

LemmyMastodon

🏆 Competitive Moat

Decentralized architecture and community governance, offering greater user control and resistance to censorship.

📊 Content Depth

6/10

🔄 Programmatic SEO Signals

Instance creation/federation guidesCommunity rules and guidelines

⚡ Key Pain Points

• Lack of clear documentation for instance setup and operation

• Potential technical barriers to entry for non-technical users

Analyzed by SEODiff AI · 2026-03-07

🔧 Tech Stack

FrameworkGatsby

AI-Readiness Score75/100

Servernginx

CDN—

HTTP Status200

Load Time813 ms

Raw HTML Size289.4 KB

Visible Text Size9.5 KB

⚡

Performance & Speed

52/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

813 ms

Slow — bots may time out or deprioritise

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

📦 Page Weight

2929
DOM nodes

289 KB
HTML payload

Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

✓ Cache-Control header → public, max-age=60
✗ 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

60/100 15 % of Global Score 🟡 Medium Confidence

🗺️ Sitemap & Robots

✗ Sitemap declared in robots.txt
✓ Googlebot allowed
✓ GPTBot allowed
✓ ClaudeBot allowed

🔗 Linking

241
internal links

60
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 41/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

Pending Audit — score below 80 threshold

<a href="https://seodiff.io/radar/domains/lemmy.ml" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=lemmy.ml" alt="AI-Verified by SEODiff" width="280" height="52"></a>

[![AI-Verified by SEODiff](https://seodiff.io/api/v1/badge?domain=lemmy.ml)](https://seodiff.io/radar/domains/lemmy.ml)

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

� Deep Crawl Analysis 58 pages · Deep-10

Homepage ACRI

Single-page score

-7

Moderate hidden bloat

Δ delta

Site-Wide ACRI

Avg across 58 pages · Range 0–58

Topical Cohesion

Topical Drift

TF-IDF cosine similarity

Total Words

19138

Avg Bloat

35.6×

Page	Type	ACRI	Token Bloat	Words	Status
https://lemmy.ml/post/43861725 Fuck the Imperialist EU - Lemmyimagemessage-squarelinkfedilinkarrow-up1arrow-down1arrow-up1arrow-down1imagemessage-squarelinkfedilinkalert-triangleplus-squareminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downsearchglobe	other	58	18.4×	1378	✓
https://lemmy.ml/post/43861972 How feasible is it to play mute solo? - Lemmymessage-squaremessage-squarelinkfedilinkarrow-up1arrow-down1file-textarrow-up1arrow-down1message-squaremessage-squarelinkfedilinkfile-textalert-triangleplus-squareminus-squarelinkfedilinkarrow-upsearchglobe	other	53	26.0×	531	✓
https://lemmy.ml/post/43863215 Lemmy.today is absolutely beautiful - Lemmyedit-2imagemessage-squarelinkfedilinkarrow-up1arrow-down1file-textarrow-up1arrow-down1imageedit-2message-squarelinkfedilinkfile-textalert-triangleplus-squareminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upsearchglobe	pricing	50	30.2×	1237	💰 Pricing
https://lemmy.ml/post/43864598 Lemmy.today is absolutely beautiful - Lemmyimagemessage-squarelinkfedilinkarrow-up1arrow-down1file-textarrow-up1arrow-down1imagemessage-squarelinkfedilinkfile-textalert-triangleplus-squareminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downsearchglobe	pricing	50	53.7×	544	💰 Pricing
https://lemmy.ml/post/43861337 China's CO2 emissions per 10,000 yuan of GDP down 5% in 2025 - Lemmyexternal-linkmessage-squarelinkfedilinkarrow-up1arrow-down1arrow-up1arrow-down1external-linkmessage-squarelinkfedilinkalert-triangleplus-squareminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upsearchglobe	pricing	50	37.7×	540	💰 Pricing
https://lemmy.ml/post/43860615 U.S. Strikes in Middle East Use Anthropic, Hours After Trump Ban - Lemmyexternal-linkmessage-squarelinkfedilinkarrow-up1arrow-down1file-textarrow-up1arrow-down1external-linkmessage-squarelinkfedilinkfile-textexternal-linkalert-triangleplus-squareminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarecakelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downedit-2minus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upedit-2minus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upsearchglobe	other	50	34.6×	1134	✓
https://lemmy.ml/post/43860264 Its warming up outside. Do I really need housing? - Lemmyimagemessage-squarelinkfedilinkarrow-up1arrow-down1file-textarrow-up1arrow-down1imagemessage-squarelinkfedilinkfile-textalert-triangleplus-squareminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downsearchglobe	other	50	37.4×	515	✓
https://lemmy.ml/post/43859935 Alternative to Telegram channel in any federated messenger - Lemmymessage-squaremessage-squarelinkfedilinkarrow-up1arrow-down1file-textarrow-up1arrow-down1message-squaremessage-squarelinkfedilinkfile-textalert-triangleplus-squareminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upsearchglobe	other	50	33.6×	529	✓
https://lemmy.ml/post/43859361 The US is a terrorist state - Lemmyimagemessage-squarelinkfedilinkarrow-up1arrow-down1file-textarrow-up1arrow-down1imagemessage-squarelinkfedilinkfile-textalert-triangleplus-squareminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upedit-2minus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-uparrow-downminus-squarelinkfedilinkarrow-upminus-squarecakelinkfedilinkarrow-uparrow-downsearchglobe	other	50	45.7×	753	✓
https://lemmy.ml/post/43861980 Russian Army Liberate Neskuchnoye in Kharkov Region - Lemmyexternal-linkmessage-squarelinkfedilinkarrow-up1arrow-down1arrow-up1arrow-down1external-linkmessage-squarelinkfedilinkalert-triangleplus-squareminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upsearchglobe	other	49	33.1×	823	✓
https://lemmy.ml/post/43868218 148 schoolgirls martyred in Israeli regime's heinous attack in Minab - Lemmyexternal-linkmessage-squarelinkfedilinkarrow-up1arrow-down1arrow-up1arrow-down1external-linkmessage-squarelinkfedilinkalert-triangleplus-squaresearchglobe	other	40	43.0×	345	✓
https://lemmy.ml/post/43869649 Running Man 792 \| Card Shark Association: 2026 Return of the Gamblers (2026-03-01) - Lemmypinexternal-linkmessage-squarelinkfedilinkarrow-up1arrow-down1file-textarrow-up1arrow-down1external-linkpinmessage-squarelinkfedilinkfile-textexternal-linkalert-triangleplus-squaresearchglobe	other	40	37.4×	337	✓
https://lemmy.ml/post/43869394 Running Man 792 \| Card Shark Association: 2026 Return of the Gamblers (2026-03-01) - Lemmypinexternal-linkmessage-squarelinkfedilinkarrow-up1arrow-down1file-textarrow-up1arrow-down1external-linkpinmessage-squarelinkfedilinkfile-textexternal-linkalert-triangleplus-squaresearchglobe	other	40	42.6×	272	✓
https://lemmy.ml/post/43869048 The CIA has tacky looking gringo rapists Jake John Howard and Andrew Callaghan dapping each other up and you're laughing - Lemmyimagemessage-squarelinkfedilinkarrow-up1arrow-down1arrow-up1arrow-down1imagemessage-squarelinkfedilinkalert-triangleplus-squaresearchglobe	other	40	40.9×	245	✓
https://lemmy.ml/post/43868524 Even the DNC base is controlled opposition - Lemmyimagemessage-squarelinkfedilinkarrow-up1arrow-down1arrow-up1arrow-down1imagemessage-squarelinkfedilinkalert-triangleplus-squaresearchglobe	other	40	53.3×	201	✓
https://lemmy.ml/post/43868417 148 schoolgirls martyred in Israeli regime's heinous attack in Minab - Lemmyexternal-linkmessage-squarelinkfedilinkarrow-up1arrow-down1arrow-up1arrow-down1external-linkmessage-squarelinkfedilinkalert-triangleplus-squaresearchglobe	other	40	39.6×	330	✓
https://lemmy.ml/post/43868116 All according to keikaku - Lemmyimagemessage-squarelinkfedilinkarrow-up1arrow-down1arrow-up1arrow-down1imagemessage-squarelinkfedilinkalert-triangleplus-squareminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upsearchglobe	other	40	44.3×	375	✓
https://lemmy.ml/post/43867359 Man standing in front of Juan Guaido factory: surely they won't turn me into Juan Guaido - Lemmyimagemessage-squarelinkfedilinkarrow-up1arrow-down1arrow-up1arrow-down1imagemessage-squarelinkfedilinkalert-triangleplus-squaresearchglobe	other	40	43.8×	231	✓
https://lemmy.ml/post/43866667 Reports state U.S. Marines opened fire on Pakistani protesters outside the U.S. Consulate in Karachi. At least 8 killed. 20+ wounded. - Lemmyexternal-linkmessage-squarelinkfedilinkarrow-up1arrow-down1arrow-up1arrow-down1external-linkmessage-squarelinkfedilinkexternal-linkalert-triangleplus-squareminus-squarelinkfedilinkarrow-upminus-squarelinkfedilinkarrow-upsearchglobe	other	40	42.1×	318	✓
https://lemmy.ml/post/43861455 Chinese researchers develop capsule-sized self-powered micro pacemaker - Lemmyexternal-linkmessage-squarelinkfedilinkarrow-up1arrow-down1arrow-up1arrow-down1external-linkmessage-squarelinkfedilinkalert-triangleplus-squareminus-squarelinkfedilinkarrow-upsearchglobe	pricing	40	39.2×	361	💰 Pricing

Showing 20 of 58 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
/post/	48	41	1%	43.0×	Bot Blocked
/integrations/	1	0	0%	0.0×	Low AI Readiness
/features/	1	0	0%	0.0×	Low AI Readiness
/docs/	1	0	0%	0.0×	Low AI Readiness
/contact/	1	0	0%	0.0×	Low AI Readiness
/faq/	1	0	0%	0.0×	Low AI Readiness
/pricing/	1	0	0%	0.0×	Low AI Readiness
/about/	1	0	0%	0.0×	Low AI Readiness
/products/	1	0	0%	0.0×	Low AI Readiness
/blog/	1	0	0%	0.0×	Low AI Readiness
/case-studies/	1	0	0%	0.0×	Low AI Readiness

🔗

Outbound External Citations

0 unique external domains cited across 58 pages

github.com ×48

join-lemmy.org ×48

lemmy.world ×14

youtube.com ×6

sh.itjust.works ×5

lemmygrad.ml ×5

hexbear.net ×4

files.catbox.moe ×4

🔄 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/lemmy.ml

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

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📊 Semantic Share of Voice

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

Add Organization JSON-LD

High Impact ⏱ 5 min

AI models cannot identify your brand entity without Organization schema. This is the #1 fix for AI visibility.

html

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Lemmy",
  "url": "https://lemmy.ml",
  "logo": "https://lemmy.ml/pictrs/image/fa6d9660-4f1f-4e90-ac73-b897216db6f3.png",
  "sameAs": []
}
</script>

Add WebSite + SearchAction JSON-LD

High Impact ⏱ 5 min

Enables the Sitelinks Search Box in Google and allows AI to understand your site structure.

html

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "WebSite",
  "name": "Lemmy",
  "url": "https://lemmy.ml",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://lemmy.ml/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>

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

📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for lemmy.ml:

Current Score

Projected Score

Improvement

+18 pts

Add Organization schema +6 pts

Add WebSite schema +4 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).

📄 Generate llms.txt 📊 Export JSON Data 📸 Download Visual

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

Orphans & Hubs

Deep Audit sections

Content Quality

Thin/duplicate tracking

Open My Site report → Open Self-Diffing incidents → Open History timeline →

🕒 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

Why lemmy.ml ranks here

Fastest improvements

JavaScript Rendering Check

Traditional SEO

📝 Title Tag

📋 Meta Description

🔤 Heading Hierarchy

🔍 Indexability

🌐 Social / OpenGraph

AI Readiness / GEO

Citation Alternatives

Hallucination Risk

Hallucination Risk Assessment

🤖 Bot Access Matrix

👻 Rendering (Ghost Ratio) Docs

📊 Structure & Information Density Docs

🏷️ Schema Health Docs

Schema Coverage Map

📐 AI Efficiency Metrics Docs

Token Bloat Research

Multimodal Readiness

TDM Rights

🔥 Structural Entropy Check Research

🔬 AI-Crawler Simulation

📐 Semantic Structure

🧩 Content Chunks

🤖 What Each Bot Sees

AI Answer Preview

The LLM Interpretation

🔧 Tech Stack

Performance & Speed

⏱️ Time to First Byte

📦 Page Weight

🗄️ Cache & CDN

🔬 Tracker Tax

Architecture & Trust

🗺️ Sitemap & Robots

🔗 Linking

🔒 Security & Trust

♿ Accessibility Signals

🏅 AI-Verified Trust Badge

� Deep Crawl Analysis 58 pages · Deep-10

🔌 API Access

🔗 Similar developer Sites

📊 Semantic Share of Voice

Remediation Patches

Projected Impact

📧 Get your full report data

📋 Data Export

Is this your company?

🧭 Self-Diffing (Private Layer)

🕒 History

📚 Research & Documentation