Thibaultbm/claude-seo-geo

"owner": {     "name": "Sorank",     "url": "https://sorank.com"

"name": "Sorank",     "url": "https://sorank.com"   },

"url": "https://sorank.com"

"author": {     "name": "Thibault Besson-Magdelain",     "url": "https://sorank.com"

"name": "Thibault Besson-Magdelain",     "url": "https://sorank.com"   },

"url": "https://sorank.com"

},   "homepage": "https://github.com/Thibaultbm/claude-seo-geo",   "repository": "https://github.com/Thibaultbm/claude-seo-geo",

"homepage": "https://github.com/Thibaultbm/claude-seo-geo",

"repository": "https://github.com/Thibaultbm/claude-seo-geo",

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "1.0.0"

author: "Sorank (https://sorank.com)"

Since May 13, 2026, GA4 includes a default "AI Assistant" channel group. Google's documentation defines it as traffic "from sources like ChatGPT, Gemini, Deepseek, Copilot, or Grok" (https://support.google.com/analytics/answer/9756891): the

3. Drag the "AI Assistants" channel above Referral in the channel order. Why: channel groups evaluate top-down, and these sources all qualify as referrals; placed below Referral, every AI session is swallowed by Referral first and the chann

AI assistant visits convert about 4.4x better than organic search visits (Semrush study, June 2025, reported at https://ppc.land/ai-search-visitors-worth-4-4x-more-than-traditional-organic-traffic/; an Adobe Analytics analysis found the sam

Google includes AI Overviews impressions and clicks inside the regular Search performance data with no separate breakdown (https://developers.google.com/search/docs/appearance/ai-features). There is no "AI Overviews" filter to pull. Consequ

- OpenAI GPTBot: https://openai.com/gptbot.json

- OpenAI OAI-SearchBot: https://openai.com/searchbot.json

- Anthropic bots: https://claude.com/crawling/bots.json

- PerplexityBot: https://www.perplexity.com/perplexitybot.json

- Search Engine Journal, GA4 adds AI Assistant default channel group (May 13, 2026; not retroactive): https://www.searchenginejournal.com/google-analytics-adds-ai-assistant-as-default-channel-group/574974/

- Google, Default Channel Group definition of the AI Assistant channel ("from sources like ChatGPT, Gemini, Deepseek, Copilot, or Grok"): https://support.google.com/analytics/answer/9756891

- Analytics Mania, tracking AI traffic in GA4 (custom channel group, regex, ordering above Referral): https://www.analyticsmania.com/post/ai-traffic-in-google-analytics-4/

- PPC Land coverage of the Semrush study finding AI visits convert about 4.4x better than organic: https://ppc.land/ai-search-visitors-worth-4-4x-more-than-traditional-organic-traffic/

- OpenAI published crawler IP ranges: https://openai.com/gptbot.json and https://openai.com/searchbot.json

- Anthropic published crawler IP ranges: https://claude.com/crawling/bots.json

- Perplexity published crawler IP ranges: https://www.perplexity.com/perplexitybot.json

license: MIT metadata:   author: "Sorank (https://sorank.com)"

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "1.0.0"

metadata:   author: "Sorank (https://sorank.com)"   version: "1.0.0"

author: "Sorank (https://sorank.com)"

author: "Sorank (https://sorank.com)"

Treat each engine as a distinct channel with its own retrieval pipeline. Only 11% of cited domains are cited by both ChatGPT and Perplexity in a 2026 per-engine audit (https://authoritytech.io/curated/ai-citation-11-percent-platform-overlap

Treat each engine as a distinct channel with its own retrieval pipeline. Only 11% of cited domains are cited by both ChatGPT and Perplexity in a 2026 per-engine audit (https://authoritytech.io/curated/ai-citation-11-percent-platform-overlap

| Engine | Index and retrieval | What decides a citation | Key measured facts | |---|---|---|---| | ChatGPT search | Own index crawled by OAI-SearchBot, with Bing as a complementary gateway | Fans the prompt out into subqueries, retrieves a

| Engine | Index and retrieval | What decides a citation | Key measured facts | |---|---|---|---| | ChatGPT search | Own index crawled by OAI-SearchBot, with Bing as a complementary gateway | Fans the prompt out into subqueries, retrieves a

|---|---|---|---| | ChatGPT search | Own index crawled by OAI-SearchBot, with Bing as a complementary gateway | Fans the prompt out into subqueries, retrieves a short list, cites roughly half of the URLs it fetches | Title and content simil

|---|---|---|---| | ChatGPT search | Own index crawled by OAI-SearchBot, with Bing as a complementary gateway | Fans the prompt out into subqueries, retrieves a short list, cites roughly half of the URLs it fetches | Title and content simil

| ChatGPT search | Own index crawled by OAI-SearchBot, with Bing as a complementary gateway | Fans the prompt out into subqueries, retrieves a short list, cites roughly half of the URLs it fetches | Title and content similarity to the subqu

| ChatGPT search | Own index crawled by OAI-SearchBot, with Bing as a complementary gateway | Fans the prompt out into subqueries, retrieves a short list, cites roughly half of the URLs it fetches | Title and content similarity to the subqu

| Google AI Overviews and AI Mode | Standard Googlebot index | Official query fan-out, answers assembled passage by passage from multiple sources | Only 32% of AI Mode cited URLs overlap the organic top 10 (51% at domain level; links shown 

| Google AI Overviews and AI Mode | Standard Googlebot index | Official query fan-out, answers assembled passage by passage from multiple sources | Only 32% of AI Mode cited URLs overlap the organic top 10 (51% at domain level; links shown 

| Perplexity | Own index (PerplexityBot) plus real-time fetching | Retrieval-heavy, favors fresh sources and user-generated content | Overweights YouTube, Reddit, and review content, and cites Wikipedia far less than ChatGPT does (0.6% vs 7

| Perplexity | Own index (PerplexityBot) plus real-time fetching | Retrieval-heavy, favors fresh sources and user-generated content | Overweights YouTube, Reddit, and review content, and cites Wikipedia far less than ChatGPT does (0.6% vs 7

| Claude | Brave Search as web search backend plus Anthropic's own fetchers | Search-grounded answers from Brave results | Brave powers Claude web search (https://techcrunch.com/2025/03/21/anthropic-appears-to-be-using-brave-to-power-web-se

| Claude | Brave Search as web search backend plus Anthropic's own fetchers | Search-grounded answers from Brave results | Brave powers Claude web search (https://techcrunch.com/2025/03/21/anthropic-appears-to-be-using-brave-to-power-web-se

2. Self-contained chunks. One idea per paragraph. Ban "as mentioned above" and pronoun chains across paragraphs; restate the subject noun. Why: retrieval pulls chunks out of context, and a chunk that only makes sense inside the page is unus

2. Self-contained chunks. One idea per paragraph. Ban "as mentioned above" and pronoun chains across paragraphs; restate the subject noun. Why: retrieval pulls chunks out of context, and a chunk that only makes sense inside the page is unus

3. Clean definitional sentences. Give every important concept one quotable "X is Y" sentence near the top of its section. Why: definitional sentences are the easiest passages for a model to reuse verbatim, and they anchor what the model bel

3. Clean definitional sentences. Give every important concept one quotable "X is Y" sentence near the top of its section. Why: definitional sentences are the easiest passages for a model to reuse verbatim, and they anchor what the model bel

4. Evidence density. In the GEO study's controlled benchmark across 10,000 queries (Princeton et al., https://arxiv.org/abs/2311.09735), adding expert quotes lifted generative visibility by about 41%, adding statistics by about 32%, citing 

4. Evidence density. In the GEO study's controlled benchmark across 10,000 queries (Princeton et al., https://arxiv.org/abs/2311.09735), adding expert quotes lifted generative visibility by about 41%, adding statistics by about 32%, citing 

5. Tables and lists. Comparison tables are the most extractable format for "best X" and "X vs Y" prompts. Measured citation share by format: comparative listicles ("Best X for Y") 32.5% of citations, other listicles 21.9%, articles 16.7%, p

5. Tables and lists. Comparison tables are the most extractable format for "best X" and "X vs Y" prompts. Measured citation share by format: comparative listicles ("Best X for Y") 32.5% of citations, other listicles 21.9%, articles 16.7%, p

6. Descriptive natural-language slugs. Pages with descriptive slugs were cited at 89.78% vs 81.11% for non-descriptive ones in Ahrefs' dataset (https://ahrefs.com/blog/why-chatgpt-cites-pages/). Slug the page like the question it answers.

6. Descriptive natural-language slugs. Pages with descriptive slugs were cited at 89.78% vs 81.11% for non-descriptive ones in Ahrefs' dataset (https://ahrefs.com/blog/why-chatgpt-cites-pages/). Slug the page like the question it answers.

- Control the brand SERP: own page 1 for the brand query with the site plus profiles you control. Engines resolve "what is [brand]" from those results. - Wikipedia only if notability criteria are genuinely met; a deleted draft helps nobody.

- Control the brand SERP: own page 1 for the brand query with the site plus profiles you control. Engines resolve "what is [brand]" from those results. - Wikipedia only if notability criteria are genuinely met; a deleted draft helps nobody.

- Brand web mentions correlate with AI Overview brand visibility at 0.664 versus 0.218 for backlinks (https://ahrefs.com/blog/ai-overview-brand-correlation/). Correlation, not proven causation, but the gap is large enough to justify a menti

- Brand web mentions correlate with AI Overview brand visibility at 0.664 versus 0.218 for backlinks (https://ahrefs.com/blog/ai-overview-brand-correlation/). Correlation, not proven causation, but the gap is large enough to justify a menti

Volatility warning: Reddit's share of ChatGPT citations moved from roughly 60% to roughly 10% within about a month after platform shifts (https://www.semrush.com/blog/most-cited-domains-ai/). Any single-surface strategy can be erased by one

Volatility warning: Reddit's share of ChatGPT citations moved from roughly 60% to roughly 10% within about a month after platform shifts (https://www.semrush.com/blog/most-cited-domains-ai/). Any single-surface strategy can be erased by one

| Claim | Verdict | Reality | |---|---|---| | "Add llms.txt to get cited" | No evidence | No AI engine has announced reading it. Google's John Mueller: none of the AI services say they use it, and server logs show they do not even check for

| Claim | Verdict | Reality | |---|---|---| | "Add llms.txt to get cited" | No evidence | No AI engine has announced reading it. Google's John Mueller: none of the AI services say they use it, and server logs show they do not even check for

|---|---|---| | "Add llms.txt to get cited" | No evidence | No AI engine has announced reading it. Google's John Mueller: none of the AI services say they use it, and server logs show they do not even check for it (https://www.searchenginej

|---|---|---| | "Add llms.txt to get cited" | No evidence | No AI engine has announced reading it. Google's John Mueller: none of the AI services say they use it, and server logs show they do not even check for it (https://www.searchenginej

| "Add llms.txt to get cited" | No evidence | No AI engine has announced reading it. Google's John Mueller: none of the AI services say they use it, and server logs show they do not even check for it (https://www.searchenginejournal.com/goo

| "Add llms.txt to get cited" | No evidence | No AI engine has announced reading it. Google's John Mueller: none of the AI services say they use it, and server logs show they do not even check for it (https://www.searchenginejournal.com/goo

| "Block Google-Extended to exit AI Overviews" | False | Google-Extended controls Gemini model training, not AI Overviews. AI Overviews are built from normal Google Search indexing (https://developers.google.com/search/docs/appearance/ai-fe

| "Block Google-Extended to exit AI Overviews" | False | Google-Extended controls Gemini model training, not AI Overviews. AI Overviews are built from normal Google Search indexing (https://developers.google.com/search/docs/appearance/ai-fe

| "Keyword stuffing helps LLMs" | False | It reduced visibility in the GEO benchmark (https://arxiv.org/abs/2311.09735). Models reward answers, not token repetition. |

| "Keyword stuffing helps LLMs" | False | It reduced visibility in the GEO benchmark (https://arxiv.org/abs/2311.09735). Models reward answers, not token repetition. |

- Ahrefs, 1.4M prompt study on ChatGPT citation predictors (title similarity, slug rates, page age): https://ahrefs.com/blog/why-chatgpt-cites-pages/

- Ahrefs, 1.4M prompt study on ChatGPT citation predictors (title similarity, slug rates, page age): https://ahrefs.com/blog/why-chatgpt-cites-pages/

- Botify, OpenAI tripled web crawl since August 2025: https://www.botify.com/blog/openai-tripled-web-crawl

- Botify, OpenAI tripled web crawl since August 2025: https://www.botify.com/blog/openai-tripled-web-crawl

- Semrush, AI Mode vs organic results comparison study (32% overlap): https://www.semrush.com/blog/ai-mode-comparison-study/

- Semrush, AI Mode vs organic results comparison study (32% overlap): https://www.semrush.com/blog/ai-mode-comparison-study/

- Semrush, most cited domains in AI answers (Reddit volatility): https://www.semrush.com/blog/most-cited-domains-ai/

- Semrush, most cited domains in AI answers (Reddit volatility): https://www.semrush.com/blog/most-cited-domains-ai/

- Profound, AI platform citation patterns (Perplexity source bias): https://www.tryprofound.com/blog/ai-platform-citation-patterns

- Profound, AI platform citation patterns (Perplexity source bias): https://www.tryprofound.com/blog/ai-platform-citation-patterns

- TechCrunch, Brave powers Claude web search: https://techcrunch.com/2025/03/21/anthropic-appears-to-be-using-brave-to-power-web-searches-for-its-claude-chatbot/

- TechCrunch, Brave powers Claude web search: https://techcrunch.com/2025/03/21/anthropic-appears-to-be-using-brave-to-power-web-searches-for-its-claude-chatbot/

- AuthorityTech, per-engine citation audit, 11% domain overlap: https://authoritytech.io/curated/ai-citation-11-percent-platform-overlap-per-engine-audit-2026

- AuthorityTech, per-engine citation audit, 11% domain overlap: https://authoritytech.io/curated/ai-citation-11-percent-platform-overlap-per-engine-audit-2026

- GEO: Generative Engine Optimization, controlled benchmark on 10,000 queries (Princeton et al.): https://arxiv.org/abs/2311.09735

- GEO: Generative Engine Optimization, controlled benchmark on 10,000 queries (Princeton et al.): https://arxiv.org/abs/2311.09735

- ALM, citation share by content format: https://almcorp.com/blog/ai-citations-listicles-articles-product-pages/

- ALM, citation share by content format: https://almcorp.com/blog/ai-citations-listicles-articles-product-pages/

- Ahrefs, brand mentions vs backlinks correlation with AI Overview visibility (0.664 vs 0.218): https://ahrefs.com/blog/ai-overview-brand-correlation/

- Ahrefs, brand mentions vs backlinks correlation with AI Overview visibility (0.664 vs 0.218): https://ahrefs.com/blog/ai-overview-brand-correlation/

- Search Engine Journal, John Mueller on llms.txt (no engine uses it): https://www.searchenginejournal.com/google-says-llms-txt-comparable-to-keywords-meta-tag/544804/

- Search Engine Journal, John Mueller on llms.txt (no engine uses it): https://www.searchenginejournal.com/google-says-llms-txt-comparable-to-keywords-meta-tag/544804/

- Google Search Central, AI features documentation (query fan-out, Google-Extended scope): https://developers.google.com/search/docs/appearance/ai-features

- Google Search Central, AI features documentation (query fan-out, Google-Extended scope): https://developers.google.com/search/docs/appearance/ai-features

license: MIT metadata:   author: "Sorank (https://sorank.com)"

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "1.0.0"

metadata:   author: "Sorank (https://sorank.com)"   version: "1.0.0"

author: "Sorank (https://sorank.com)"

author: "Sorank (https://sorank.com)"

Googlebot renders JavaScript, on a deferred second pass. No AI crawler does. The Vercel and MERJ analysis of 500M+ crawler fetches found GPTBot, ClaudeBot and PerplexityBot download JavaScript files and execute none of them (https://vercel.

Googlebot renders JavaScript, on a deferred second pass. No AI crawler does. The Vercel and MERJ analysis of 500M+ crawler fetches found GPTBot, ClaudeBot and PerplexityBot download JavaScript files and execute none of them (https://vercel.

python3 scripts/render_check.py https://example.com/ https://example.com/pricing --soft404

python3 scripts/render_check.py https://example.com/ https://example.com/pricing --soft404

# Is a sentence from the page present in the HTML     curl -sL https://example.com/page/ | grep -c "a sentence you can see on the page"

# Is a sentence from the page present in the HTML     curl -sL https://example.com/page/ | grep -c "a sentence you can see on the page"

curl -sL https://example.com/page/ | grep -c "a sentence you can see on the page"

curl -sL https://example.com/page/ | grep -c "a sentence you can see on the page"

# What the document actually contains     curl -sL https://example.com/page/ | head -50

# What the document actually contains     curl -sL https://example.com/page/ | head -50

curl -sL https://example.com/page/ | head -50

curl -sL https://example.com/page/ | head -50

# As an AI crawler     curl -sL -A "Mozilla/5.0 (compatible; GPTBot/1.2; +https://openai.com/gptbot)" https://example.com/page/ | wc -w

# As an AI crawler     curl -sL -A "Mozilla/5.0 (compatible; GPTBot/1.2; +https://openai.com/gptbot)" https://example.com/page/ | wc -w

curl -sL -A "Mozilla/5.0 (compatible; GPTBot/1.2; +https://openai.com/gptbot)" https://example.com/page/ | wc -w

curl -sL -A "Mozilla/5.0 (compatible; GPTBot/1.2; +https://openai.com/gptbot)" https://example.com/page/ | wc -w

- A platform-side fix disappears with the platform. Treat "SSR on Lovable hosting" and "snapshots on Base44 hosting" as hosting features. Write that down before anyone plans an export. - Prerendering that is served only to crawlers is dynam

- A platform-side fix disappears with the platform. Treat "SSR on Lovable hosting" and "snapshots on Base44 hosting" as hosting features. Write that down before anyone plans an export. - Prerendering that is served only to crawlers is dynam

- Prerendering that is served only to crawlers is dynamic rendering, whatever the vendor calls it. It works, and Google classes it as a workaround rather than a long-term solution (https://developers.google.com/search/docs/crawling-indexing

- Prerendering that is served only to crawlers is dynamic rendering, whatever the vendor calls it. It works, and Google classes it as a workaround rather than a long-term solution (https://developers.google.com/search/docs/crawling-indexing

- AI crawlers do not execute JavaScript, 500M+ fetches analyzed: https://vercel.com/blog/the-rise-of-the-ai-crawler

- AI crawlers do not execute JavaScript, 500M+ fetches analyzed: https://vercel.com/blog/the-rise-of-the-ai-crawler

- AI search and JavaScript rendering: https://www.gsqi.com/marketing-blog/ai-search-javascript-rendering/

- AI search and JavaScript rendering: https://www.gsqi.com/marketing-blog/ai-search-javascript-rendering/

- Google on dynamic rendering as a workaround, not a long-term solution: https://developers.google.com/search/docs/crawling-indexing/javascript/dynamic-rendering

- Google on dynamic rendering as a workaround, not a long-term solution: https://developers.google.com/search/docs/crawling-indexing/javascript/dynamic-rendering

- Google no longer recommends dynamic rendering: https://searchengineland.com/google-no-longer-recommends-using-dynamic-rendering-for-google-search-387054

- Google no longer recommends dynamic rendering: https://searchengineland.com/google-no-longer-recommends-using-dynamic-rendering-for-google-search-387054

- Lovable rendering and SSR status: https://docs.lovable.dev/features/upgrade-to-tanstack-start and https://lovable.dev/seo-aeo - Base44 product changelog (SEO and crawler snapshots): https://docs.base44.com/changelog/product - Base44 SSR a

- Lovable rendering and SSR status: https://docs.lovable.dev/features/upgrade-to-tanstack-start and https://lovable.dev/seo-aeo - Base44 product changelog (SEO and crawler snapshots): https://docs.base44.com/changelog/product - Base44 SSR a

- Base44 product changelog (SEO and crawler snapshots): https://docs.base44.com/changelog/product - Base44 SSR and SSG feature requests, platform status in the open: https://feedback.base44.com/p/add-ssr-server-side-rendering-support - Stat

- Base44 product changelog (SEO and crawler snapshots): https://docs.base44.com/changelog/product - Base44 SSR and SSG feature requests, platform status in the open: https://feedback.base44.com/p/add-ssr-server-side-rendering-support - Stat

- Base44 SSR and SSG feature requests, platform status in the open: https://feedback.base44.com/p/add-ssr-server-side-rendering-support

- Base44 SSR and SSG feature requests, platform status in the open: https://feedback.base44.com/p/add-ssr-server-side-rendering-support

- Static generation for Vite React apps: https://github.com/Daydreamer-riri/vite-react-ssg

- Static generation for Vite React apps: https://github.com/Daydreamer-riri/vite-react-ssg

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

Usage:     python3 render_check.py https://example.com

Usage:     python3 render_check.py https://example.com

Usage:     python3 render_check.py https://example.com

python3 render_check.py https://example.com

python3 render_check.py https://example.com

python3 render_check.py https://example.com

python3 render_check.py https://example.com/ https://example.com/pricing

python3 render_check.py https://example.com/ https://example.com/pricing

python3 render_check.py https://example.com/ https://example.com/pricing

python3 render_check.py --sitemap https://example.com/sitemap.xml --limit 10

python3 render_check.py --sitemap https://example.com/sitemap.xml --limit 10

python3 render_check.py --sitemap https://example.com/sitemap.xml --limit 10

python3 render_check.py https://example.com --ua-compare

python3 render_check.py https://example.com --ua-compare

python3 render_check.py https://example.com --ua-compare

python3 render_check.py https://example.com --json

python3 render_check.py https://example.com --json

python3 render_check.py https://example.com --json

) GOOGLEBOT_UA = (     "Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)"

) GOOGLEBOT_UA = (     "Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)"

) GOOGLEBOT_UA = (     "Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)"

GOOGLEBOT_UA = (     "Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)" )

GOOGLEBOT_UA = (     "Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)" )

GOOGLEBOT_UA = (     "Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)" )

"Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)"

"Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)"

"Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)"

GPTBOT_UA = "Mozilla/5.0 (compatible; GPTBot/1.2; +https://openai.com/gptbot)"

GPTBOT_UA = "Mozilla/5.0 (compatible; GPTBot/1.2; +https://openai.com/gptbot)"

GPTBOT_UA = "Mozilla/5.0 (compatible; GPTBot/1.2; +https://openai.com/gptbot)"

def fetch(url, ua, timeout):

def fetch(url, ua, timeout):

def fetch(url, ua, timeout):

req = urllib.request.Request(url, headers={"User-Agent": ua, "Accept": "text/html"})

req = urllib.request.Request(url, headers={"User-Agent": ua, "Accept": "text/html"})

req = urllib.request.Request(url, headers={"User-Agent": ua, "Accept": "text/html"})

try:         with urllib.request.urlopen(req, timeout=timeout) as resp:             raw = resp.read(3_000_000)

try:         with urllib.request.urlopen(req, timeout=timeout) as resp:             raw = resp.read(3_000_000)

try:         with urllib.request.urlopen(req, timeout=timeout) as resp:             raw = resp.read(3_000_000)

with urllib.request.urlopen(req, timeout=timeout) as resp:

with urllib.request.urlopen(req, timeout=timeout) as resp:

with urllib.request.urlopen(req, timeout=timeout) as resp:

def analyze(url, timeout, ua=BROWSER_UA):     status, final_url, html, error = fetch(url, ua, timeout)

def analyze(url, timeout, ua=BROWSER_UA):     status, final_url, html, error = fetch(url, ua, timeout)

def analyze(url, timeout, ua=BROWSER_UA):     status, final_url, html, error = fetch(url, ua, timeout)

status, final_url, html, error = fetch(url, ua, timeout)

status, final_url, html, error = fetch(url, ua, timeout)

status, final_url, html, error = fetch(url, ua, timeout)

status, _, body, error = fetch(url, BROWSER_UA, timeout)

status, _, body, error = fetch(url, BROWSER_UA, timeout)

status, _, body, error = fetch(url, BROWSER_UA, timeout)

if len(pages) >= limit:             break         _, _, child, child_error = fetch(index, BROWSER_UA, timeout)

if len(pages) >= limit:             break         _, _, child, child_error = fetch(index, BROWSER_UA, timeout)

if len(pages) >= limit:             break         _, _, child, child_error = fetch(index, BROWSER_UA, timeout)

break         _, _, child, child_error = fetch(index, BROWSER_UA, timeout)         if child_error:

break         _, _, child, child_error = fetch(index, BROWSER_UA, timeout)         if child_error:

break         _, _, child, child_error = fetch(index, BROWSER_UA, timeout)         if child_error:

_, _, child, child_error = fetch(index, BROWSER_UA, timeout)

_, _, child, child_error = fetch(index, BROWSER_UA, timeout)

_, _, child, child_error = fetch(index, BROWSER_UA, timeout)

(parsed.scheme, parsed.netloc, "/render-check-404-probe-zzz", "", "", "")     )     status, _, _, error = fetch(probe, BROWSER_UA, timeout)

(parsed.scheme, parsed.netloc, "/render-check-404-probe-zzz", "", "", "")     )     status, _, _, error = fetch(probe, BROWSER_UA, timeout)

(parsed.scheme, parsed.netloc, "/render-check-404-probe-zzz", "", "", "")     )     status, _, _, error = fetch(probe, BROWSER_UA, timeout)

)     status, _, _, error = fetch(probe, BROWSER_UA, timeout)     if error:

)     status, _, _, error = fetch(probe, BROWSER_UA, timeout)     if error:

)     status, _, _, error = fetch(probe, BROWSER_UA, timeout)     if error:

status, _, _, error = fetch(probe, BROWSER_UA, timeout)

status, _, _, error = fetch(probe, BROWSER_UA, timeout)

status, _, _, error = fetch(probe, BROWSER_UA, timeout)

license: MIT metadata:   author: "Sorank (https://sorank.com)"

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "1.0.0"

metadata:   author: "Sorank (https://sorank.com)"   version: "1.0.0"

author: "Sorank (https://sorank.com)"

author: "Sorank (https://sorank.com)"

<meta charset="utf-8"> <title>Audit SEO GEO example.com</title> <link rel="preconnect" href="https://fonts.googleapis.com">

<meta charset="utf-8"> <title>Audit SEO GEO example.com</title> <link rel="preconnect" href="https://fonts.googleapis.com">

<title>Audit SEO GEO example.com</title> <link rel="preconnect" href="https://fonts.googleapis.com"> <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>

<title>Audit SEO GEO example.com</title> <link rel="preconnect" href="https://fonts.googleapis.com"> <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>

<link rel="preconnect" href="https://fonts.googleapis.com">

<link rel="preconnect" href="https://fonts.googleapis.com">

<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>

<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>

<link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800&display=swap" rel="stylesheet">

<link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800&display=swap" rel="stylesheet">

#!/usr/bin/env python3

#!/usr/bin/env python3

license: MIT metadata:   author: "Sorank (https://sorank.com)"

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "1.0.0"

metadata:   author: "Sorank (https://sorank.com)"   version: "1.0.0"

author: "Sorank (https://sorank.com)"

author: "Sorank (https://sorank.com)"

1. **Links for Google.** Backlinks remain a major ranking factor in classic organic search. 2. **Mentions everywhere for LLMs.** Brand mentions (linked or not) correlate roughly 3x more strongly with visibility in AI answers than backlinks 

1. **Links for Google.** Backlinks remain a major ranking factor in classic organic search. 2. **Mentions everywhere for LLMs.** Brand mentions (linked or not) correlate roughly 3x more strongly with visibility in AI answers than backlinks 

2. **Mentions everywhere for LLMs.** Brand mentions (linked or not) correlate roughly 3x more strongly with visibility in AI answers than backlinks do. Ahrefs measured this across 75,000 brands: correlation of 0.664 for brand mentions versu

2. **Mentions everywhere for LLMs.** Brand mentions (linked or not) correlate roughly 3x more strongly with visibility in AI answers than backlinks do. Ahrefs measured this across 75,000 brands: correlation of 0.664 for brand mentions versu

Since 2019, Google treats nofollow as a hint, not a directive, and added rel="sponsored" and rel="ugc" (https://developers.google.com/search/blog/2019/09/evolving-nofollow-new-ways-to-identify). Practical consequences:

Since 2019, Google treats nofollow as a hint, not a directive, and added rel="sponsored" and rel="ugc" (https://developers.google.com/search/blog/2019/09/evolving-nofollow-new-ways-to-identify). Practical consequences:

| Tactic | Why it works | Evidence | |---|---|---| | Digital PR on proprietary data (annual study, benchmark, survey) | Journalists need numbers; a real dataset earns coverage no budget can buy. Links from press coverage of genuine studies 

| Tactic | Why it works | Evidence | |---|---|---| | Digital PR on proprietary data (annual study, benchmark, survey) | Journalists need numbers; a real dataset earns coverage no budget can buy. Links from press coverage of genuine studies 

|---|---|---| | Digital PR on proprietary data (annual study, benchmark, survey) | Journalists need numbers; a real dataset earns coverage no budget can buy. Links from press coverage of genuine studies passed the March 2026 spam update und

|---|---|---| | Digital PR on proprietary data (annual study, benchmark, survey) | Journalists need numbers; a real dataset earns coverage no budget can buy. Links from press coverage of genuine studies passed the March 2026 spam update und

| Digital PR on proprietary data (annual study, benchmark, survey) | Journalists need numbers; a real dataset earns coverage no budget can buy. Links from press coverage of genuine studies passed the March 2026 spam update undamaged. | http

| Digital PR on proprietary data (annual study, benchmark, survey) | Journalists need numbers; a real dataset earns coverage no budget can buy. Links from press coverage of genuine studies passed the March 2026 spam update undamaged. | http

| Broken link building | You offer the webmaster a fix, not a favor. Find dead links on resource pages in your topic, propose your equivalent page. | Field heuristic from 115+ agency audits | | Partnerships and integrations | Partner pages,

| Broken link building | You offer the webmaster a fix, not a favor. Find dead links on resource pages in your topic, propose your equivalent page. | Field heuristic from 115+ agency audits | | Partnerships and integrations | Partner pages,

| Partnerships and integrations | Partner pages, integration marketplaces, and co-marketing produce relevant dofollow links with real traffic. | Field heuristic from 115+ agency audits | | Expert quotes (HARO-style source requests) | One go

| Partnerships and integrations | Partner pages, integration marketplaces, and co-marketing produce relevant dofollow links with real traffic. | Field heuristic from 115+ agency audits | | Expert quotes (HARO-style source requests) | One go

| Expert quotes (HARO-style source requests) | One good quote earns an editorial link, and quotes feed GEO directly: adding quotations measured up to +41% generative engine visibility in the Princeton GEO study. | https://arxiv.org/abs/2311

| Expert quotes (HARO-style source requests) | One good quote earns an editorial link, and quotes feed GEO directly: adding quotations measured up to +41% generative engine visibility in the Princeton GEO study. | https://arxiv.org/abs/2311

**Explicit risk warning: undisclosed paid links violate Google's spam policies.** Links that pass ranking credit in exchange for payment must carry rel="sponsored" to be compliant (https://developers.google.com/search/blog/2019/09/evolving-

**Explicit risk warning: undisclosed paid links violate Google's spam policies.** Links that pass ranking credit in exchange for payment must carry rel="sponsored" to be compliant (https://developers.google.com/search/blog/2019/09/evolving-

Answer engines cite pages where the brand appears, linked or not. Recall the headline numbers: mentions correlate at 0.664 with AI answer presence versus 0.218 for backlinks (Ahrefs, 75,000 brands, https://ahrefs.com/blog/ai-overview-brand-

Answer engines cite pages where the brand appears, linked or not. Recall the headline numbers: mentions correlate at 0.664 with AI answer presence versus 0.218 for backlinks (Ahrefs, 75,000 brands, https://ahrefs.com/blog/ai-overview-brand-

| Review platforms | G2, Capterra, Trustpilot | Massively cited in "best X" and "X alternatives" answers; structured, comparative, regularly updated. | | Third-party "best of" lists | Blog roundups, trade press rankings | LLMs synthesize co

| Review platforms | G2, Capterra, Trustpilot | Massively cited in "best X" and "X alternatives" answers; structured, comparative, regularly updated. | | Third-party "best of" lists | Blog roundups, trade press rankings | LLMs synthesize co

| Third-party "best of" lists | Blog roundups, trade press rankings | LLMs synthesize consensus from list pages; absence from the lists means absence from the answer. | | Reddit and community threads | Subreddits, Hacker News, niche forums 

| Third-party "best of" lists | Blog roundups, trade press rankings | LLMs synthesize consensus from list pages; absence from the lists means absence from the answer. | | Reddit and community threads | Subreddits, Hacker News, niche forums 

| Reddit and community threads | Subreddits, Hacker News, niche forums | Feeds model training and retrieval as authentic user consensus. Extreme volatility: Reddit's share of AI citations moved from roughly 60% to roughly 10% in a single mo

| Reddit and community threads | Subreddits, Hacker News, niche forums | Feeds model training and retrieval as authentic user consensus. Extreme volatility: Reddit's share of AI citations moved from roughly 60% to roughly 10% in a single mo

- Ahrefs, brand mentions vs backlinks correlation with AI Overview presence, 75,000 brands: https://ahrefs.com/blog/ai-overview-brand-correlation/

- Ahrefs, brand mentions vs backlinks correlation with AI Overview presence, 75,000 brands: https://ahrefs.com/blog/ai-overview-brand-correlation/

- Google, evolution of nofollow and introduction of rel="sponsored" and rel="ugc" (2019): https://developers.google.com/search/blog/2019/09/evolving-nofollow-new-ways-to-identify

- Google, evolution of nofollow and introduction of rel="sponsored" and rel="ugc" (2019): https://developers.google.com/search/blog/2019/09/evolving-nofollow-new-ways-to-identify

- Digital Applied, link building outcomes after the March 2026 spam update: https://digitalapplied.com/blog/link-building-after-march-2026-strategies-post-update

- Digital Applied, link building outcomes after the March 2026 spam update: https://digitalapplied.com/blog/link-building-after-march-2026-strategies-post-update

- Aggarwal et al., GEO: Generative Engine Optimization (Princeton et al.), quotation impact on generative visibility: https://arxiv.org/abs/2311.09735

- Aggarwal et al., GEO: Generative Engine Optimization (Princeton et al.), quotation impact on generative visibility: https://arxiv.org/abs/2311.09735

- Semrush, most cited domains in AI answers and Reddit citation volatility: https://www.semrush.com/blog/most-cited-domains-ai/

- Semrush, most cited domains in AI answers and Reddit citation volatility: https://www.semrush.com/blog/most-cited-domains-ai/

- Reporter Outreach, earned media share of AI citations (single source, medium confidence): https://www.reporteroutreach.com/blog/unlinked-brand-mentions

- Reporter Outreach, earned media share of AI citations (single source, medium confidence): https://www.reporteroutreach.com/blog/unlinked-brand-mentions

license: MIT metadata:   author: "Sorank (https://sorank.com)"

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

author: "Sorank (https://sorank.com)"

author: "Sorank (https://sorank.com)"

python3 skills/seo-geo-audit/scripts/seo_audit.py https://example.com/ /blog/ /blog/<post>/ /author/<name>/

python3 skills/seo-geo-audit/scripts/seo_audit.py https://example.com/ /blog/ /blog/<post>/ /author/<name>/

python3 skills/seo-page-sections/scripts/section_audit.py --type blog https://example.com/blog/<post>/

python3 skills/seo-page-sections/scripts/section_audit.py --type blog https://example.com/blog/<post>/

python3 skills/seo-internal-linking/scripts/site_crawl.py https://example.com --out crawl.json

python3 skills/seo-internal-linking/scripts/site_crawl.py https://example.com --out crawl.json

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type blog https://client.com/blog/<post>/ https://rival1.com/a/ https://rival2.com/b/ https://rival3.com/c/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type blog https://client.com/blog/<post>/ https://rival1.com/a/ https://rival2.com/b/ https://rival3.com/c/

Google Discover lane: for most publishers Discover is a bigger organic surface than Google News. It cannot be targeted with keywords; it rewards the same fundamentals plus its documented specifics: large images (1200px+, enabled via max-ima

Google Discover lane: for most publishers Discover is a bigger organic surface than Google News. It cannot be targeted with keywords; it rewards the same fundamentals plus its documented specifics: large images (1200px+, enabled via max-ima

- Princeton GEO study, "GEO: Generative Engine Optimization" (KDD 2024): https://arxiv.org/abs/2311.09735

- Princeton GEO study, "GEO: Generative Engine Optimization" (KDD 2024): https://arxiv.org/abs/2311.09735

- Ahrefs, analysis of 1.4M ChatGPT prompts and citation patterns: https://ahrefs.com/blog/why-chatgpt-cites-pages/

- Ahrefs, analysis of 1.4M ChatGPT prompts and citation patterns: https://ahrefs.com/blog/why-chatgpt-cites-pages/

- ALM Corp, listicle share of AI citations (single-source study, not independently replicated): https://almcorp.com/blog/ai-citations-listicles-articles-product-pages/

- ALM Corp, listicle share of AI citations (single-source study, not independently replicated): https://almcorp.com/blog/ai-citations-listicles-articles-product-pages/

- Search Engine Land, query fan-out optimization guide: https://searchengineland.com/guide/how-to-optimize-for-query-fan-out

- Search Engine Land, query fan-out optimization guide: https://searchengineland.com/guide/how-to-optimize-for-query-fan-out

- Google patent US 11,354,342 (contextual estimation of link information gain): https://patents.google.com/patent/US11354342B2/en

- Google patent US 11,354,342 (contextual estimation of link information gain): https://patents.google.com/patent/US11354342B2/en

- Google Search Central, guidance on AI-generated content: https://developers.google.com/search/blog/2023/02/google-search-and-ai-content

- Google Search Central, guidance on AI-generated content: https://developers.google.com/search/blog/2023/02/google-search-and-ai-content

- Google spam policies (scaled content abuse): https://developers.google.com/search/docs/essentials/spam-policies

- Google spam policies (scaled content abuse): https://developers.google.com/search/docs/essentials/spam-policies

- Google, FAQ and HowTo rich result deprecation: https://developers.google.com/search/blog/2023/08/howto-faq-changes

- Google, FAQ and HowTo rich result deprecation: https://developers.google.com/search/blog/2023/08/howto-faq-changes

- Google, title link guidance: https://developers.google.com/search/docs/appearance/title-link

- Google, title link guidance: https://developers.google.com/search/docs/appearance/title-link

- Google, Discover documentation: https://developers.google.com/search/docs/appearance/google-discover

- Google, Discover documentation: https://developers.google.com/search/docs/appearance/google-discover

{       "id": 1,       "prompt": "Write a blog article for our site. We sell water treatment equipment to homeowners at https://flowfixsupplies.com. Target keyword: \"how to descale a tankless water heater\". The article must support our de

{       "id": 1,       "prompt": "Write a blog article for our site. We sell water treatment equipment to homeowners at https://flowfixsupplies.com. Target keyword: \"how to descale a tankless water heater\". The article must support our de

"id": 1,       "prompt": "Write a blog article for our site. We sell water treatment equipment to homeowners at https://flowfixsupplies.com. Target keyword: \"how to descale a tankless water heater\". The article must support our descaling 

"id": 1,       "prompt": "Write a blog article for our site. We sell water treatment equipment to homeowners at https://flowfixsupplies.com. Target keyword: \"how to descale a tankless water heater\". The article must support our descaling 

"prompt": "Write a blog article for our site. We sell water treatment equipment to homeowners at https://flowfixsupplies.com. Target keyword: \"how to descale a tankless water heater\". The article must support our descaling kit product pag

"prompt": "Write a blog article for our site. We sell water treatment equipment to homeowners at https://flowfixsupplies.com. Target keyword: \"how to descale a tankless water heater\". The article must support our descaling kit product pag

{       "id": 2,       "prompt": "hey, our post \"best crm for real estate agents\" dropped from #4 to #12 over the last 3 months and chatgpt never mentions us when people ask for crm recommendations. it's at https://propelcrm.io/blog/best-

{       "id": 2,       "prompt": "hey, our post \"best crm for real estate agents\" dropped from #4 to #12 over the last 3 months and chatgpt never mentions us when people ask for crm recommendations. it's at https://propelcrm.io/blog/best-

"id": 2,       "prompt": "hey, our post \"best crm for real estate agents\" dropped from #4 to #12 over the last 3 months and chatgpt never mentions us when people ask for crm recommendations. it's at https://propelcrm.io/blog/best-crm-real

"id": 2,       "prompt": "hey, our post \"best crm for real estate agents\" dropped from #4 to #12 over the last 3 months and chatgpt never mentions us when people ask for crm recommendations. it's at https://propelcrm.io/blog/best-crm-real

"prompt": "hey, our post \"best crm for real estate agents\" dropped from #4 to #12 over the last 3 months and chatgpt never mentions us when people ask for crm recommendations. it's at https://propelcrm.io/blog/best-crm-real-estate-agents,

"prompt": "hey, our post \"best crm for real estate agents\" dropped from #4 to #12 over the last 3 months and chatgpt never mentions us when people ask for crm recommendations. it's at https://propelcrm.io/blog/best-crm-real-estate-agents,

{       "id": 3,       "prompt": "Our content writer produced a draft with ChatGPT and wants to publish it tomorrow at https://lendelio.com/blog/what-is-invoice-factoring. It is 430 words, defines invoice factoring, lists 3 generic benefits

{       "id": 3,       "prompt": "Our content writer produced a draft with ChatGPT and wants to publish it tomorrow at https://lendelio.com/blog/what-is-invoice-factoring. It is 430 words, defines invoice factoring, lists 3 generic benefits

"id": 3,       "prompt": "Our content writer produced a draft with ChatGPT and wants to publish it tomorrow at https://lendelio.com/blog/what-is-invoice-factoring. It is 430 words, defines invoice factoring, lists 3 generic benefits, has no

"id": 3,       "prompt": "Our content writer produced a draft with ChatGPT and wants to publish it tomorrow at https://lendelio.com/blog/what-is-invoice-factoring. It is 430 words, defines invoice factoring, lists 3 generic benefits, has no

"prompt": "Our content writer produced a draft with ChatGPT and wants to publish it tomorrow at https://lendelio.com/blog/what-is-invoice-factoring. It is 430 words, defines invoice factoring, lists 3 generic benefits, has no sources, no im

"prompt": "Our content writer produced a draft with ChatGPT and wants to publish it tomorrow at https://lendelio.com/blog/what-is-invoice-factoring. It is 430 words, defines invoice factoring, lists 3 generic benefits, has no sources, no im

| Related articles | 3 cards with cover image, title, one-line excerpt, same category first | Internal links within the silo, pages per session | | Final CTA banner | Full-width block before the footer: promise, social proof (client avatars

| Related articles | 3 cards with cover image, title, one-line excerpt, same category first | Internal links within the silo, pages per session | | Final CTA banner | Full-width block before the footer: promise, social proof (client avatars

| Social profiles in the footer | Real profile URLs, never a network homepage (`https://www.instagram.com/` is a placeholder, not a profile) | Entity consistency across platforms, and the `sameAs` list must point to the same profiles |

| Social profiles in the footer | Real profile URLs, never a network homepage (`https://www.instagram.com/` is a placeholder, not a profile) | Entity consistency across platforms, and the `sameAs` list must point to the same profiles |

{   "@context": "https://schema.org",

{   "@context": "https://schema.org",

"@context": "https://schema.org",

"@context": "https://schema.org",

{       "@type": "BlogPosting",       "@id": "https://example.com/blog/slug/#article",

{       "@type": "BlogPosting",       "@id": "https://example.com/blog/slug/#article",

"@type": "BlogPosting",       "@id": "https://example.com/blog/slug/#article",       "headline": "Article title, 110 characters max",

"@type": "BlogPosting",       "@id": "https://example.com/blog/slug/#article",       "headline": "Article title, 110 characters max",

"@id": "https://example.com/blog/slug/#article",

"@id": "https://example.com/blog/slug/#article",

"headline": "Article title, 110 characters max",       "description": "Meta description",       "image": "https://example.com/images/cover-1200.webp",

"headline": "Article title, 110 characters max",       "description": "Meta description",       "image": "https://example.com/images/cover-1200.webp",

"description": "Meta description",       "image": "https://example.com/images/cover-1200.webp",       "datePublished": "2026-10-01",

"description": "Meta description",       "image": "https://example.com/images/cover-1200.webp",       "datePublished": "2026-10-01",

"image": "https://example.com/images/cover-1200.webp",

"image": "https://example.com/images/cover-1200.webp",

"datePublished": "2026-10-01",       "dateModified": "2026-10-08",       "author": { "@id": "https://example.com/auteur/firstname-lastname/#person" },

"datePublished": "2026-10-01",       "dateModified": "2026-10-08",       "author": { "@id": "https://example.com/auteur/firstname-lastname/#person" },

"dateModified": "2026-10-08",       "author": { "@id": "https://example.com/auteur/firstname-lastname/#person" },       "publisher": { "@id": "https://example.com/#organization" },

"dateModified": "2026-10-08",       "author": { "@id": "https://example.com/auteur/firstname-lastname/#person" },       "publisher": { "@id": "https://example.com/#organization" },

"author": { "@id": "https://example.com/auteur/firstname-lastname/#person" },

"author": { "@id": "https://example.com/auteur/firstname-lastname/#person" },

"publisher": { "@id": "https://example.com/#organization" },

"publisher": { "@id": "https://example.com/#organization" },

"mainEntityOfPage": "https://example.com/blog/slug/"

"mainEntityOfPage": "https://example.com/blog/slug/"

{       "@type": "Person",       "@id": "https://example.com/auteur/firstname-lastname/#person",

{       "@type": "Person",       "@id": "https://example.com/auteur/firstname-lastname/#person",

"@type": "Person",       "@id": "https://example.com/auteur/firstname-lastname/#person",       "name": "Firstname Lastname",

"@type": "Person",       "@id": "https://example.com/auteur/firstname-lastname/#person",       "name": "Firstname Lastname",

"@id": "https://example.com/auteur/firstname-lastname/#person",

"@id": "https://example.com/auteur/firstname-lastname/#person",

"name": "Firstname Lastname",       "jobTitle": "Role",       "image": "https://example.com/images/author.webp",

"name": "Firstname Lastname",       "jobTitle": "Role",       "image": "https://example.com/images/author.webp",

"jobTitle": "Role",       "image": "https://example.com/images/author.webp",       "url": "https://example.com/auteur/firstname-lastname/",

"jobTitle": "Role",       "image": "https://example.com/images/author.webp",       "url": "https://example.com/auteur/firstname-lastname/",

"image": "https://example.com/images/author.webp",

"image": "https://example.com/images/author.webp",

"url": "https://example.com/auteur/firstname-lastname/",

"url": "https://example.com/auteur/firstname-lastname/",

"sameAs": [         "https://www.linkedin.com/in/real-profile/",         "https://www.youtube.com/@realchannel",

"sameAs": [         "https://www.linkedin.com/in/real-profile/",         "https://www.youtube.com/@realchannel",

"https://www.linkedin.com/in/real-profile/",

"https://www.linkedin.com/in/real-profile/",

"https://www.youtube.com/@realchannel",

"https://www.youtube.com/@realchannel",

"https://www.instagram.com/realprofile/"

"https://www.instagram.com/realprofile/"

"@type": "BreadcrumbList",       "itemListElement": [         { "@type": "ListItem", "position": 1, "name": "Accueil", "item": "https://example.com/" },

"@type": "BreadcrumbList",       "itemListElement": [         { "@type": "ListItem", "position": 1, "name": "Accueil", "item": "https://example.com/" },

"itemListElement": [         { "@type": "ListItem", "position": 1, "name": "Accueil", "item": "https://example.com/" },         { "@type": "ListItem", "position": 2, "name": "Blog", "item": "https://example.com/blog/" },

"itemListElement": [         { "@type": "ListItem", "position": 1, "name": "Accueil", "item": "https://example.com/" },         { "@type": "ListItem", "position": 2, "name": "Blog", "item": "https://example.com/blog/" },

{ "@type": "ListItem", "position": 1, "name": "Accueil", "item": "https://example.com/" },

{ "@type": "ListItem", "position": 1, "name": "Accueil", "item": "https://example.com/" },

{ "@type": "ListItem", "position": 2, "name": "Blog", "item": "https://example.com/blog/" },

{ "@type": "ListItem", "position": 2, "name": "Blog", "item": "https://example.com/blog/" },

license: MIT metadata:   author: "Sorank (https://sorank.com)"

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

author: "Sorank (https://sorank.com)"

author: "Sorank (https://sorank.com)"

| COL-13 | Keyword placement, bolding and density applied to the two text zones (applies C-09, C-10, C-11) | category keyword + the most important secondary keywords bolded; placement coverage 60%+; no term above 2.5% | no_bold, kw_not_bold

| COL-13 | Keyword placement, bolding and density applied to the two text zones (applies C-09, C-10, C-11) | category keyword + the most important secondary keywords bolded; placement coverage 60%+; no term above 2.5% | no_bold, kw_not_bold

| COL-14 | Product cards with real images (alt text), name, price as HTML text, link to the PDP | every card on page 1 | section_audit images, price_in_text; alt_missing; manual | The reason the page exists; images and prices are what shopp

| COL-14 | Product cards with real images (alt text), name, price as HTML text, link to the PDP | every card on page 1 | section_audit images, price_in_text; alt_missing; manual | The reason the page exists; images and prices are what shopp

| COL-15 | H1, intro, first page of product links and the bottom block present in the raw server HTML | all four, without JavaScript | likely_js_rendered, curl | Major AI crawlers do not execute JavaScript (measured, Vercel; applies C-21) |

| COL-15 | H1, intro, first page of product links and the bottom block present in the raw server HTML | all four, without JavaScript | likely_js_rendered, curl | Major AI crawlers do not execute JavaScript (measured, Vercel; applies C-21) |

| COL-16 | One block per collection, written for it | 0 boilerplate paragraphs rotated across collections | manual (compare 2-3 sister collections) | Templated filler gives nothing to rank or quote | | COL-17 | Filter, sort and parameter UR

| COL-16 | One block per collection, written for it | 0 boilerplate paragraphs rotated across collections | manual (compare 2-3 sister collections) | Templated filler gives nothing to rank or quote | | COL-17 | Filter, sort and parameter UR

| COL-17 | Filter, sort and parameter URLs controlled, mechanism chosen by goal (section 4.7) | canonical to the clean URL by default; never robots.txt Disallow and noindex on the same URL at the same time; sort, view, session parameters ou

| COL-17 | Filter, sort and parameter URLs controlled, mechanism chosen by goal (section 4.7) | canonical to the clean URL by default; never robots.txt Disallow and noindex on the same URL at the same time; sort, view, session parameters ou

curl -sL -A "Mozilla/5.0" https://store.com/collections/linen-dresses | grep -c 'href="/products/'

curl -sL -A "Mozilla/5.0" https://store.com/collections/linen-dresses | grep -c 'href="/products/'

python3 skills/seo-geo-audit/scripts/seo_audit.py https://store.com/collections/linen-dresses "/collections/linen-dresses?page=2" "/collections/linen-dresses?filter.v.option.color=red"

python3 skills/seo-geo-audit/scripts/seo_audit.py https://store.com/collections/linen-dresses "/collections/linen-dresses?page=2" "/collections/linen-dresses?filter.v.option.color=red"

python3 skills/seo-page-sections/scripts/section_audit.py --type collection https://store.com/collections/linen-dresses

python3 skills/seo-page-sections/scripts/section_audit.py --type collection https://store.com/collections/linen-dresses

| thin_content, word count, no_question_h2, no_table | COL-08 to COL-10, C-08, C-13 | | section_audit faq, definitions, comparison_table, images, price_in_text | COL-10 to COL-12, COL-14 | | likely_js_rendered, curl product-link count | COL

| thin_content, word count, no_question_h2, no_table | COL-08 to COL-10, C-08, C-13 | | section_audit faq, definitions, comparison_table, images, price_in_text | COL-10 to COL-12, COL-14 | | likely_js_rendered, curl product-link count | COL

| section_audit faq, definitions, comparison_table, images, price_in_text | COL-10 to COL-12, COL-14 | | likely_js_rendered, curl product-link count | COL-15, C-21 | | canonical on the filter URL (should point to the clean URL) | COL-17 |

| section_audit faq, definitions, comparison_table, images, price_in_text | COL-10 to COL-12, COL-14 | | likely_js_rendered, curl product-link count | COL-15, C-21 | | canonical on the filter URL (should point to the clean URL) | COL-17 |

| likely_js_rendered, curl product-link count | COL-15, C-21 |

| likely_js_rendered, curl product-link count | COL-15, C-21 |

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type collection https://store.com/collections/linen-dresses https://rival1.com/category/linen-dresses https://rival2.com/c/linen-dresses https://marketplace.com/linen-dresses

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type collection https://store.com/collections/linen-dresses https://rival1.com/category/linen-dresses https://rival2.com/c/linen-dresses https://marketplace.com/linen-dresses

Why the bottom: a text block at the top pushes the products below the fold, and visitors who came to browse bounce before seeing a single item, so the block costs sales. Placed at the bottom, the same text feeds Google and AI assistants wit

Why the bottom: a text block at the top pushes the products below the fold, and visitors who came to browse bounce before seeing a single item, so the block costs sales. Placed at the bottom, the same text feeds Google and AI assistants wit

Why unique titles matter here specifically: collection templates generate titles mechanically, so stores routinely ship dozens of near-identical titles, and Google then rewrites them unpredictably (https://developers.google.com/search/docs/

Why unique titles matter here specifically: collection templates generate titles mechanically, so stores routinely ship dozens of near-identical titles, and Google then rewrites them unpredictably (https://developers.google.com/search/docs/

Faceted navigation is the largest crawl trap in e-commerce: 200 collections times a handful of filters, values and sort orders generate millions of parameter URLs (?color=red&size=m&sort=price) that are near-duplicates of each other. Google

Faceted navigation is the largest crawl trap in e-commerce: 200 collections times a handful of filters, values and sort orders generate millions of parameter URLs (?color=red&size=m&sort=price) that are near-duplicates of each other. Google

The interaction that burns teams: robots.txt blocking and noindex are mutually exclusive on the same URL at the same time, because a blocked page is never fetched, so its noindex is never seen (https://developers.google.com/search/docs/craw

The interaction that burns teams: robots.txt blocking and noindex are mutually exclusive on the same URL at the same time, because a blocked page is never fetched, so its noindex is never seen (https://developers.google.com/search/docs/craw

Guideline risk to flag: mass-generating facet landing pages without demand or unique content matches Google's doorway page definition (https://developers.google.com/search/docs/essentials/spam-policies). Create facet pages one by one, by de

Guideline risk to flag: mass-generating facet landing pages without demand or unique content matches Google's doorway page definition (https://developers.google.com/search/docs/essentials/spam-policies). Create facet pages one by one, by de

Why "canonical to page 1" is the classic self-inflicted wound: it declares every paginated page a duplicate of page 1, so Google consolidates to page 1 and stops crawling deep pages. Products linked only from page 3+ lose their only crawl p

Why "canonical to page 1" is the classic self-inflicted wound: it declares every paginated page a duplicate of page 1, so Google consolidates to page 1 and stops crawling deep pages. Products linked only from page 3+ lose their only crawl p

{"@context": "https://schema.org", "@graph": [

{"@context": "https://schema.org", "@graph": [

{"@type": "CollectionPage", "@id": "https://store.com/collections/linen-dresses#page",

{"@type": "CollectionPage", "@id": "https://store.com/collections/linen-dresses#page",

"url": "https://store.com/collections/linen-dresses", "name": "Linen Dresses",

"url": "https://store.com/collections/linen-dresses", "name": "Linen Dresses",

"mainEntity": {"@id": "https://store.com/collections/linen-dresses#list"},

"mainEntity": {"@id": "https://store.com/collections/linen-dresses#list"},

"breadcrumb": {"@id": "https://store.com/collections/linen-dresses#breadcrumb"}},

"breadcrumb": {"@id": "https://store.com/collections/linen-dresses#breadcrumb"}},

{"@type": "ItemList", "@id": "https://store.com/collections/linen-dresses#list",

{"@type": "ItemList", "@id": "https://store.com/collections/linen-dresses#list",

"itemListElement": [      {"@type": "ListItem", "position": 1, "url": "https://store.com/products/{product-1}"},      {"@type": "ListItem", "position": 2, "url": "https://store.com/products/{product-2}"}]},

"itemListElement": [      {"@type": "ListItem", "position": 1, "url": "https://store.com/products/{product-1}"},      {"@type": "ListItem", "position": 2, "url": "https://store.com/products/{product-2}"}]},

{"@type": "ListItem", "position": 1, "url": "https://store.com/products/{product-1}"},

{"@type": "ListItem", "position": 1, "url": "https://store.com/products/{product-1}"},

{"@type": "ListItem", "position": 2, "url": "https://store.com/products/{product-2}"}]},

{"@type": "ListItem", "position": 2, "url": "https://store.com/products/{product-2}"}]},

{"@type": "BreadcrumbList", "@id": "https://store.com/collections/linen-dresses#breadcrumb",

{"@type": "BreadcrumbList", "@id": "https://store.com/collections/linen-dresses#breadcrumb",

"itemListElement": [      {"@type": "ListItem", "position": 1, "name": "Home", "item": "https://store.com/"},      {"@type": "ListItem", "position": 2, "name": "Linen Dresses", "item": "https://store.com/collections/linen-dresses"}]}

"itemListElement": [      {"@type": "ListItem", "position": 1, "name": "Home", "item": "https://store.com/"},      {"@type": "ListItem", "position": 2, "name": "Linen Dresses", "item": "https://store.com/collections/linen-dresses"}]}

{"@type": "ListItem", "position": 1, "name": "Home", "item": "https://store.com/"},

{"@type": "ListItem", "position": 1, "name": "Home", "item": "https://store.com/"},

{"@type": "ListItem", "position": 2, "name": "Linen Dresses", "item": "https://store.com/collections/linen-dresses"}]}

{"@type": "ListItem", "position": 2, "name": "Linen Dresses", "item": "https://store.com/collections/linen-dresses"}]}

Do not attach full Product + Offer markup to every grid item: Google's Product structured data targets pages about a single product, and category pages should use ItemList instead (https://developers.google.com/search/docs/appearance/struct

Do not attach full Product + Offer markup to every grid item: Google's Product structured data targets pages about a single product, and category pages should use ItemList instead (https://developers.google.com/search/docs/appearance/struct

- section_audit finds faq, comparison_table (or any_table), definitions, breadcrumb, images and price_in_text - schema shows CollectionPage, ItemList and BreadcrumbList with no `schema_fields` finding - curl shows the H1, the bottom block a

- section_audit finds faq, comparison_table (or any_table), definitions, breadcrumb, images and price_in_text - schema shows CollectionPage, ItemList and BreadcrumbList with no `schema_fields` finding - curl shows the H1, the bottom block a

- schema shows CollectionPage, ItemList and BreadcrumbList with no `schema_fields` finding - curl shows the H1, the bottom block and the first page of product links in the raw HTML - page 2 is self-canonical; the filter URL canonicalizes to

- schema shows CollectionPage, ItemList and BreadcrumbList with no `schema_fields` finding - curl shows the H1, the bottom block and the first page of product links in the raw HTML - page 2 is self-canonical; the filter URL canonicalizes to

- curl shows the H1, the bottom block and the first page of product links in the raw HTML

- curl shows the H1, the bottom block and the first page of product links in the raw HTML

AI assistants favor list-format content: an analysis of AI citations in commerce contexts found listicles taking the largest share of citations, with product pages at about 13.7 percent (single-source study, not independently replicated: ht

AI assistants favor list-format content: an analysis of AI citations in commerce contexts found listicles taking the largest share of citations, with product pages at about 13.7 percent (single-source study, not independently replicated: ht

Many storefront themes render the product grid, filters and even the text block client-side. Major AI crawlers fetch but do not execute JavaScript (measured by Vercel across GPTBot, ClaudeBot and others: https://vercel.com/blog/the-rise-of-

Many storefront themes render the product grid, filters and even the text block client-side. Major AI crawlers fetch but do not execute JavaScript (measured by Vercel across GPTBot, ClaudeBot and others: https://vercel.com/blog/the-rise-of-

## 2. Audit findings (seo_audit.py SEO and GEO scores and high or medium findings for the clean URL, ?page=2 and a filter URL; section_audit.py blocks; curl raw-HTML result; GSC indexing symptoms; or "new page")

## 2. Audit findings (seo_audit.py SEO and GEO scores and high or medium findings for the clean URL, ?page=2 and a filter URL; section_audit.py blocks; curl raw-HTML result; GSC indexing symptoms; or "new page")

(seo_audit.py SEO and GEO scores and high or medium findings for the clean URL, ?page=2 and a filter URL; section_audit.py blocks; curl raw-HTML result; GSC indexing symptoms; or "new page")

(seo_audit.py SEO and GEO scores and high or medium findings for the clean URL, ?page=2 and a filter URL; section_audit.py blocks; curl raw-HTML result; GSC indexing symptoms; or "new page")

- https://developers.google.com/search/docs/crawling-indexing/crawling-managing-faceted-navigation (faceted navigation crawl management)

- https://developers.google.com/search/docs/crawling-indexing/crawling-managing-faceted-navigation (faceted navigation crawl management)

- https://developers.google.com/search/docs/specialty/ecommerce/pagination-and-incremental-page-loading (self-canonical pagination, rel=prev/next status, infinite scroll)

- https://developers.google.com/search/docs/specialty/ecommerce/pagination-and-incremental-page-loading (self-canonical pagination, rel=prev/next status, infinite scroll)

- https://developers.google.com/search/docs/crawling-indexing/robots/intro (robots.txt does not deindex)

- https://developers.google.com/search/docs/crawling-indexing/robots/intro (robots.txt does not deindex)

- https://developers.google.com/search/blog/2022/03/url-parameters-tool-deprecated (URL Parameters tool retirement)

- https://developers.google.com/search/blog/2022/03/url-parameters-tool-deprecated (URL Parameters tool retirement)

- https://developers.google.com/search/docs/essentials/spam-policies (doorway pages, cloaking)

- https://developers.google.com/search/docs/essentials/spam-policies (doorway pages, cloaking)

- https://developers.google.com/search/docs/appearance/structured-data/product (Product markup is for single-product pages)

- https://developers.google.com/search/docs/appearance/structured-data/product (Product markup is for single-product pages)

- https://developers.google.com/search/docs/appearance/title-link (title rewriting behavior)

- https://developers.google.com/search/docs/appearance/title-link (title rewriting behavior)

- https://ahrefs.com/blog/why-chatgpt-cites-pages/ (descriptive slugs, 89.78 vs 81.11 percent citation correlation)

- https://ahrefs.com/blog/why-chatgpt-cites-pages/ (descriptive slugs, 89.78 vs 81.11 percent citation correlation)

- https://almcorp.com/blog/ai-citations-listicles-articles-product-pages/ (listicle and product page shares of AI citations)

- https://almcorp.com/blog/ai-citations-listicles-articles-product-pages/ (listicle and product page shares of AI citations)

- https://vercel.com/blog/the-rise-of-the-ai-crawler (AI crawlers do not execute JavaScript, measured)

- https://vercel.com/blog/the-rise-of-the-ai-crawler (AI crawlers do not execute JavaScript, measured)

{       "id": 1,       "prompt": "My Shopify collection page https://example-store.com/collections/linen-dresses is just a product grid with zero text. Write the SEO content for it and tell me exactly where each block goes on the page.",

{       "id": 1,       "prompt": "My Shopify collection page https://example-store.com/collections/linen-dresses is just a product grid with zero text. Write the SEO content for it and tell me exactly where each block goes on the page.",

"id": 1,       "prompt": "My Shopify collection page https://example-store.com/collections/linen-dresses is just a product grid with zero text. Write the SEO content for it and tell me exactly where each block goes on the page.",       "exp

"id": 1,       "prompt": "My Shopify collection page https://example-store.com/collections/linen-dresses is just a product grid with zero text. Write the SEO content for it and tell me exactly where each block goes on the page.",       "exp

"prompt": "My Shopify collection page https://example-store.com/collections/linen-dresses is just a product grid with zero text. Write the SEO content for it and tell me exactly where each block goes on the page.",       "expected_output": 

"prompt": "My Shopify collection page https://example-store.com/collections/linen-dresses is just a product grid with zero text. Write the SEO content for it and tell me exactly where each block goes on the page.",       "expected_output": 

"expected_output": "Runs the four phases and delivers the standard five-part deliverable (1. Spec scorecard by ID, 2. Audit findings, 3. Competitor benchmark, 4. Build, 5. Acceptance). Phase 1: scores the page against the COL spec rows plus

"expected_output": "Runs the four phases and delivers the standard five-part deliverable (1. Spec scorecard by ID, 2. Audit findings, 3. Competitor benchmark, 4. Build, 5. Acceptance). Phase 1: scores the page against the COL spec rows plus

- robots.txt removes crawling, not indexing. Already-indexed URLs stay indexed (without content) until they decay. For removal, use noindex first. - Over-blocking is the classic failure: a pattern like `Disallow: /*?` also kills legitimate 

- robots.txt removes crawling, not indexing. Already-indexed URLs stay indexed (without content) until they decay. For removal, use noindex first. - Over-blocking is the classic failure: a pattern like `Disallow: /*?` also kills legitimate 

- Google retired the Search Console URL Parameters tool in 2022 (https://developers.google.com/search/blog/2022/03/url-parameters-tool-deprecated). robots.txt, canonicals, and noindex are the only levers left.

- Google retired the Search Console URL Parameters tool in 2022 (https://developers.google.com/search/blog/2022/03/url-parameters-tool-deprecated). robots.txt, canonicals, and noindex are the only levers left.

Source: https://developers.google.com/search/docs/specialty/ecommerce/pagination-and-incremental-page-loading

Source: https://developers.google.com/search/docs/specialty/ecommerce/pagination-and-incremental-page-loading

license: MIT metadata:   author: "Sorank (https://sorank.com)"

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

author: "Sorank (https://sorank.com)"

author: "Sorank (https://sorank.com)"

python3 skills/seo-geo-audit/scripts/seo_audit.py https://example.com/you-vs-competitor/ /competitor-alternatives/

python3 skills/seo-geo-audit/scripts/seo_audit.py https://example.com/you-vs-competitor/ /competitor-alternatives/

python3 skills/seo-page-sections/scripts/section_audit.py --type comparison https://example.com/you-vs-competitor/

python3 skills/seo-page-sections/scripts/section_audit.py --type comparison https://example.com/you-vs-competitor/

python3 skills/seo-page-sections/scripts/section_audit.py --type audience https://example.com/for-agencies/

python3 skills/seo-page-sections/scripts/section_audit.py --type audience https://example.com/for-agencies/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type comparison https://example.com/you-vs-competitor/ https://competitor.com/competitor-vs-you/ https://review-site.com/you-vs-competitor https://publisher.com/best-category-tools/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type comparison https://example.com/you-vs-competitor/ https://competitor.com/competitor-vs-you/ https://review-site.com/you-vs-competitor https://publisher.com/best-category-tools/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type audience https://example.com/for-agencies/ https://rival.com/agencies/ https://rival2.com/solutions/agencies/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type audience https://example.com/for-agencies/ https://rival.com/agencies/ https://rival2.com/solutions/agencies/

python3 skills/seo-geo-audit/scripts/seo_audit.py https://example.com/you-vs-competitor/

python3 skills/seo-geo-audit/scripts/seo_audit.py https://example.com/you-vs-competitor/

python3 skills/seo-page-sections/scripts/section_audit.py --type comparison https://example.com/you-vs-competitor/

python3 skills/seo-page-sections/scripts/section_audit.py --type comparison https://example.com/you-vs-competitor/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type comparison https://example.com/you-vs-competitor/ {the same competitor URLs}

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type comparison https://example.com/you-vs-competitor/ {the same competitor URLs}

- Directive 2006/114/EC on misleading and comparative advertising (conditions under which comparison is lawful in the EU): https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX%3A32006L0114

- Directive 2006/114/EC on misleading and comparative advertising (conditions under which comparison is lawful in the EU): https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX%3A32006L0114

- Why ChatGPT cites pages (1.4M prompt study): https://ahrefs.com/blog/why-chatgpt-cites-pages/

- Why ChatGPT cites pages (1.4M prompt study): https://ahrefs.com/blog/why-chatgpt-cites-pages/

- Generative Engine Optimization: statistics, quotations and citations raise visibility (controlled study, KDD 2024): https://arxiv.org/abs/2311.09735

- Generative Engine Optimization: statistics, quotations and citations raise visibility (controlled study, KDD 2024): https://arxiv.org/abs/2311.09735

- AI Mode versus top 10 organic overlap (32 percent URL overlap): https://www.semrush.com/blog/ai-mode-comparison-study/

- AI Mode versus top 10 organic overlap (32 percent URL overlap): https://www.semrush.com/blog/ai-mode-comparison-study/

- Google guidance on AI features and structured data: https://developers.google.com/search/docs/appearance/ai-features

- Google guidance on AI features and structured data: https://developers.google.com/search/docs/appearance/ai-features

- Google structured data policies (markup must match visible content): https://developers.google.com/search/docs/appearance/structured-data/sd-policies

- Google structured data policies (markup must match visible content): https://developers.google.com/search/docs/appearance/structured-data/sd-policies

license: MIT metadata:   author: "Sorank (https://sorank.com)"

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

author: "Sorank (https://sorank.com)"

author: "Sorank (https://sorank.com)"

python3 skills/seo-geo-audit/scripts/seo_audit.py https://example.com/ /offer/ /about/

python3 skills/seo-geo-audit/scripts/seo_audit.py https://example.com/ /offer/ /about/

python3 skills/seo-page-sections/scripts/section_audit.py --type homepage https://example.com/

python3 skills/seo-page-sections/scripts/section_audit.py --type homepage https://example.com/

python3 skills/seo-page-sections/scripts/section_audit.py --type pricing https://example.com/offer/

python3 skills/seo-page-sections/scripts/section_audit.py --type pricing https://example.com/offer/

python3 skills/seo-page-sections/scripts/section_audit.py --type about https://example.com/about/

python3 skills/seo-page-sections/scripts/section_audit.py --type about https://example.com/about/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type homepage https://client.com/ https://rival1.com/ https://rival2.com/ https://rival3.com/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type homepage https://client.com/ https://rival1.com/ https://rival2.com/ https://rival3.com/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type pricing https://client.com/offer/ https://rival1.com/programme/ https://rival2.com/coaching/ https://rival3.com/formation/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type pricing https://client.com/offer/ https://rival1.com/programme/ https://rival2.com/coaching/ https://rival3.com/formation/

- Princeton GEO study, "GEO: Generative Engine Optimization" (KDD 2024): https://arxiv.org/abs/2311.09735

- Princeton GEO study, "GEO: Generative Engine Optimization" (KDD 2024): https://arxiv.org/abs/2311.09735

- Google, Search Quality Rater Guidelines (YMYL and E-E-A-T): https://static.googleusercontent.com/media/guidelines.raterhub.com/en//searchqualityevaluatorguidelines.pdf

- Google, Search Quality Rater Guidelines (YMYL and E-E-A-T): https://static.googleusercontent.com/media/guidelines.raterhub.com/en//searchqualityevaluatorguidelines.pdf

- Google, Course info structured data: https://developers.google.com/search/docs/appearance/structured-data/course-info

- Google, Course info structured data: https://developers.google.com/search/docs/appearance/structured-data/course-info

- Google, Organization structured data: https://developers.google.com/search/docs/appearance/structured-data/organization

- Google, Organization structured data: https://developers.google.com/search/docs/appearance/structured-data/organization

- FTC, Endorsement Guides: https://www.ftc.gov/legal-library/browse/rules/guides-concerning-use-endorsements-testimonials-advertising

- FTC, Endorsement Guides: https://www.ftc.gov/legal-library/browse/rules/guides-concerning-use-endorsements-testimonials-advertising

license: MIT metadata:   author: "Sorank (https://sorank.com)"

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

author: "Sorank (https://sorank.com)"

author: "Sorank (https://sorank.com)"

| PDP-13 | Real reviews in server HTML | 2-3 story-format reviews (first name + situation + problem + result) near the buy box, full list lower, never fabricated, seeded or undisclosed-incentivized | section_audit reviews, manual | Google s

| PDP-13 | Real reviews in server HTML | 2-3 story-format reviews (first name + situation + problem + result) near the buy box, full list lower, never fabricated, seeded or undisclosed-incentivized | section_audit reviews, manual | Google s

| PDP-14 | Real product photos | Own photos (not supplier stock), multiple angles: front, back, detail, scale or in-use; not AI-generated; alt = product name + distinguishing attribute shown (C-15 for weight and format) | manual (reverse im

| PDP-14 | Real product photos | Own photos (not supplier stock), multiple angles: front, back, detail, scale or in-use; not AI-generated; alt = product name + distinguishing attribute shown (C-15 for weight and format) | manual (reverse im

| PDP-15 | Price as HTML text | Price and currency in the buy box as text in the server HTML, not in an image or injected by JavaScript; identical to the Offer markup | section_audit price_in_text, likely_js_rendered, curl | Measured: major

| PDP-15 | Price as HTML text | Price and currency in the buy box as text in the server HTML, not in an image or injected by JavaScript; identical to the Offer markup | section_audit price_in_text, likely_js_rendered, curl | Measured: major

| PDP-18 | Variants consolidated | One canonical parent for color and size variants, unless a variant has its own search demand (then an indexable URL with unique content) | canonical_other, manual | Google product variants guidance; avoids

| PDP-18 | Variants consolidated | One canonical parent for color and size variants, unless a variant has its own search demand (then an indexable URL with unique content) | canonical_other, manual | Google product variants guidance; avoids

| PDP-19 | Product + Offer markup, real values only | Product (name, image, description, sku, brand) with nested Offer (price, priceCurrency, availability, url); AggregateRating and Review only when real reviews are displayed; every value i

| PDP-19 | Product + Offer markup, real values only | Product (name, image, description, sku, brand) with nested Offer (price, priceCurrency, availability, url); AggregateRating and Review only when real reviews are displayed; every value i

| PDP-20 | Self-sufficient page in server HTML | Specs, price, shipping, returns, rating, 2-3 reviews, FAQ and comparison all present in the raw HTML (C-21) | likely_js_rendered, render_check.py, curl | The assistant quotes one page, not th

| PDP-20 | Self-sufficient page in server HTML | Specs, price, shipping, returns, rating, 2-3 reviews, FAQ and comparison all present in the raw HTML (C-21) | likely_js_rendered, render_check.py, curl | The assistant quotes one page, not th

curl -sL -A "Mozilla/5.0" https://store.com/products/ti-stove-2 -o raw.html

curl -sL -A "Mozilla/5.0" https://store.com/products/ti-stove-2 -o raw.html

python3 skills/seo-geo-audit/scripts/seo_audit.py https://store.com/products/ti-stove-2

python3 skills/seo-geo-audit/scripts/seo_audit.py https://store.com/products/ti-stove-2

python3 skills/seo-page-sections/scripts/section_audit.py --type product https://store.com/products/ti-stove-2

python3 skills/seo-page-sections/scripts/section_audit.py --type product https://store.com/products/ti-stove-2

python3 skills/seo-ai-site-builders/scripts/render_check.py https://store.com/products/ti-stove-2

python3 skills/seo-ai-site-builders/scripts/render_check.py https://store.com/products/ti-stove-2

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type product https://store.com/products/ti-stove-2 https://brand.com/ti-stove-2 https://retailer.com/p/ti-stove-2 https://rival.com/products/ultralight-stove

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type product https://store.com/products/ti-stove-2 https://brand.com/ti-stove-2 https://retailer.com/p/ti-stove-2 https://rival.com/products/ultralight-stove

- https://almcorp.com/blog/ai-citations-listicles-articles-product-pages/ (product pages at about 13.7 percent of AI citations)

- https://almcorp.com/blog/ai-citations-listicles-articles-product-pages/ (product pages at about 13.7 percent of AI citations)

- https://developers.openai.com/commerce/specs/file-upload/products (ChatGPT Shopping feed specification)

- https://developers.openai.com/commerce/specs/file-upload/products (ChatGPT Shopping feed specification)

- https://chatgpt.com/merchants (merchant enrollment)

- https://chatgpt.com/merchants (merchant enrollment)

- https://ahrefs.com/blog/why-chatgpt-cites-pages/ (descriptive slugs, 89.78 vs 81.11 percent citation correlation)

- https://ahrefs.com/blog/why-chatgpt-cites-pages/ (descriptive slugs, 89.78 vs 81.11 percent citation correlation)

- https://vercel.com/blog/the-rise-of-the-ai-crawler (AI crawlers do not execute JavaScript, measured)

- https://vercel.com/blog/the-rise-of-the-ai-crawler (AI crawlers do not execute JavaScript, measured)

- https://developers.google.com/search/docs/appearance/structured-data/product (Product markup reference)

- https://developers.google.com/search/docs/appearance/structured-data/product (Product markup reference)

- https://developers.google.com/search/docs/appearance/structured-data/sd-policies (markup must reflect visible content, manual actions)

- https://developers.google.com/search/docs/appearance/structured-data/sd-policies (markup must reflect visible content, manual actions)

- https://developers.google.com/search/docs/essentials/spam-policies (scaled content abuse, fake reviews)

- https://developers.google.com/search/docs/essentials/spam-policies (scaled content abuse, fake reviews)

- https://developers.google.com/search/blog/2023/08/howto-faq-changes (FAQ rich results removal)

- https://developers.google.com/search/blog/2023/08/howto-faq-changes (FAQ rich results removal)

- https://support.google.com/merchants/answer/6324350 (Merchant Center image requirements)

- https://support.google.com/merchants/answer/6324350 (Merchant Center image requirements)

- https://developers.google.com/search/docs/appearance/structured-data/product-variants (variant URL handling)

- https://developers.google.com/search/docs/appearance/structured-data/product-variants (variant URL handling)

- https://developers.google.com/search/docs/appearance/title-link (title rewriting behavior)

- https://developers.google.com/search/docs/appearance/title-link (title rewriting behavior)

{       "id": 1,       "prompt": "My Shopify product page for a titanium camping stove (https://example-store.com/products/ti-stove-2) uses the manufacturer's 60-word description, has no FAQ, and the price is injected by JavaScript. Rewrite

{       "id": 1,       "prompt": "My Shopify product page for a titanium camping stove (https://example-store.com/products/ti-stove-2) uses the manufacturer's 60-word description, has no FAQ, and the price is injected by JavaScript. Rewrite

"id": 1,       "prompt": "My Shopify product page for a titanium camping stove (https://example-store.com/products/ti-stove-2) uses the manufacturer's 60-word description, has no FAQ, and the price is injected by JavaScript. Rewrite and opt

"id": 1,       "prompt": "My Shopify product page for a titanium camping stove (https://example-store.com/products/ti-stove-2) uses the manufacturer's 60-word description, has no FAQ, and the price is injected by JavaScript. Rewrite and opt

"prompt": "My Shopify product page for a titanium camping stove (https://example-store.com/products/ti-stove-2) uses the manufacturer's 60-word description, has no FAQ, and the price is injected by JavaScript. Rewrite and optimize the page 

"prompt": "My Shopify product page for a titanium camping stove (https://example-store.com/products/ti-stove-2) uses the manufacturer's 60-word description, has no FAQ, and the price is injected by JavaScript. Rewrite and optimize the page 

"expected_output": "Runs the four phases and delivers the standard 5-part deliverable (spec scorecard, audit findings, competitor benchmark, build, acceptance). Phase 1: a spec scorecard with the PDP IDs (PDP-01 onward) plus the failing com

"expected_output": "Runs the four phases and delivers the standard 5-part deliverable (spec scorecard, audit findings, competitor benchmark, build, acceptance). Phase 1: a spec scorecard with the PDP IDs (PDP-01 onward) plus the failing com

The OpenAI product feed spec (https://developers.openai.com/commerce/specs/file-upload/products) currently accepts UTF-8 TSV, CSV, or TXT files (gzip accepted), delivered by SFTP. Check the live spec for exact formats, delivery options, and

The OpenAI product feed spec (https://developers.openai.com/commerce/specs/file-upload/products) currently accepts UTF-8 TSV, CSV, or TXT files (gzip accepted), delivered by SFTP. Check the live spec for exact formats, delivery options, and

Merchant enrollment: https://chatgpt.com/merchants.

Merchant enrollment: https://chatgpt.com/merchants.

- [ ] Footer social icons point to real profiles - [ ] Zero em dashes and en dashes in every field - [ ] curl shows description, price, and reviews in raw HTML

- [ ] Footer social icons point to real profiles - [ ] Zero em dashes and en dashes in every field - [ ] curl shows description, price, and reviews in raw HTML

- [ ] Zero em dashes and en dashes in every field - [ ] curl shows description, price, and reviews in raw HTML - [ ] Feed entry consistent with the page

- [ ] Zero em dashes and en dashes in every field - [ ] curl shows description, price, and reviews in raw HTML - [ ] Feed entry consistent with the page

- [ ] curl shows description, price, and reviews in raw HTML

- [ ] curl shows description, price, and reviews in raw HTML

license: MIT metadata:   author: "Sorank (https://sorank.com)"

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

metadata:   author: "Sorank (https://sorank.com)"   version: "2.0.0"

author: "Sorank (https://sorank.com)"

author: "Sorank (https://sorank.com)"

python3 skills/seo-geo-audit/scripts/seo_audit.py https://example.com/services/emergency-plumber-lyon/

python3 skills/seo-geo-audit/scripts/seo_audit.py https://example.com/services/emergency-plumber-lyon/

python3 skills/seo-page-sections/scripts/section_audit.py --type service https://example.com/services/emergency-plumber-lyon/

python3 skills/seo-page-sections/scripts/section_audit.py --type service https://example.com/services/emergency-plumber-lyon/

python3 skills/seo-page-sections/scripts/section_audit.py --type location https://example.com/emergency-plumber-villeurbanne/

python3 skills/seo-page-sections/scripts/section_audit.py --type location https://example.com/emergency-plumber-villeurbanne/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type service https://example.com/services/cro-agency/ https://rival1.com/cro/ https://rival2.com/services/cro/ https://rival3.com/shopify-cro/

python3 skills/seo-geo-audit/scripts/page_benchmark.py --type service https://example.com/services/cro-agency/ https://rival1.com/cro/ https://rival2.com/services/cro/ https://rival3.com/shopify-cro/

{   "@context": "https://schema.org",

{   "@context": "https://schema.org",

"@context": "https://schema.org",

"@context": "https://schema.org",

{       "@type": "Service",       "@id": "https://example.com/emergency-plumber-lyon/#service",

{       "@type": "Service",       "@id": "https://example.com/emergency-plumber-lyon/#service",

"@type": "Service",       "@id": "https://example.com/emergency-plumber-lyon/#service",       "name": "Emergency plumber in Lyon",

"@type": "Service",       "@id": "https://example.com/emergency-plumber-lyon/#service",       "name": "Emergency plumber in Lyon",

"@id": "https://example.com/emergency-plumber-lyon/#service",

"@id": "https://example.com/emergency-plumber-lyon/#service",

"serviceType": "Emergency plumbing",       "description": "{one-sentence description matching the page intro}",       "url": "https://example.com/emergency-plumber-lyon/",

"serviceType": "Emergency plumbing",       "description": "{one-sentence description matching the page intro}",       "url": "https://example.com/emergency-plumber-lyon/",

"description": "{one-sentence description matching the page intro}",       "url": "https://example.com/emergency-plumber-lyon/",       "provider": { "@id": "https://example.com/#organization" },

"description": "{one-sentence description matching the page intro}",       "url": "https://example.com/emergency-plumber-lyon/",       "provider": { "@id": "https://example.com/#organization" },

"url": "https://example.com/emergency-plumber-lyon/",

"url": "https://example.com/emergency-plumber-lyon/",

"provider": { "@id": "https://example.com/#organization" },

"provider": { "@id": "https://example.com/#organization" },

{       "@type": "Organization",       "@id": "https://example.com/#organization",

{       "@type": "Organization",       "@id": "https://example.com/#organization",

"@type": "Organization",       "@id": "https://example.com/#organization",       "name": "Dupont Plomberie",

"@type": "Organization",       "@id": "https://example.com/#organization",       "name": "Dupont Plomberie",

"@id": "https://example.com/#organization",

"@id": "https://example.com/#organization",

"name": "Dupont Plomberie",       "url": "https://example.com/",       "sameAs": ["{real profile URL}", "{real profile URL}"],

"name": "Dupont Plomberie",       "url": "https://example.com/",       "sameAs": ["{real profile URL}", "{real profile URL}"],

"url": "https://example.com/",

"url": "https://example.com/",

"sameAs": ["{real profile URL}", "{real profile URL}"],       "founder": { "@id": "https://example.com/about/#person" }     },

"sameAs": ["{real profile URL}", "{real profile URL}"],       "founder": { "@id": "https://example.com/about/#person" }     },

"founder": { "@id": "https://example.com/about/#person" }

"founder": { "@id": "https://example.com/about/#person" }

{       "@type": "Person",       "@id": "https://example.com/about/#person",

{       "@type": "Person",       "@id": "https://example.com/about/#person",

"@type": "Person",       "@id": "https://example.com/about/#person",       "name": "{founder full name}",

"@type": "Person",       "@id": "https://example.com/about/#person",       "name": "{founder full name}",

"@id": "https://example.com/about/#person",

"@id": "https://example.com/about/#person",

"name": "{founder full name}",       "jobTitle": "{role}",       "url": "https://example.com/about/",

"name": "{founder full name}",       "jobTitle": "{role}",       "url": "https://example.com/about/",

"jobTitle": "{role}",       "url": "https://example.com/about/",       "sameAs": ["{LinkedIn profile URL}", "{registry or certification URL}"]

"jobTitle": "{role}",       "url": "https://example.com/about/",       "sameAs": ["{LinkedIn profile URL}", "{registry or certification URL}"]

"url": "https://example.com/about/",

"url": "https://example.com/about/",

"@type": "BreadcrumbList",       "itemListElement": [         { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://example.com/" },

"@type": "BreadcrumbList",       "itemListElement": [         { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://example.com/" },

"itemListElement": [         { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://example.com/" },         { "@type": "ListItem", "position": 2, "name": "Services", "item": "https://example.com/services/" },

"itemListElement": [         { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://example.com/" },         { "@type": "ListItem", "position": 2, "name": "Services", "item": "https://example.com/services/" },

{ "@type": "ListItem", "position": 1, "name": "Home", "item": "https://example.com/" },

{ "@type": "ListItem", "position": 1, "name": "Home", "item": "https://example.com/" },

{ "@type": "ListItem", "position": 2, "name": "Services", "item": "https://example.com/services/" },

{ "@type": "ListItem", "position": 2, "name": "Services", "item": "https://example.com/services/" },

{ "@type": "ListItem", "position": 3, "name": "Emergency plumber in Lyon", "item": "https://example.com/emergency-plumber-lyon/" }

{ "@type": "ListItem", "position": 3, "name": "Emergency plumber in Lyon", "item": "https://example.com/emergency-plumber-lyon/" }

license: MIT metadata:   author: "Sorank (https://sorank.com)"

license: MIT metadata:   author: "Sorank (https://sorank.com)"

metadata:   author: "Sorank (https://sorank.com)"   version: "1.0.0"

metadata:   author: "Sorank (https://sorank.com)"   version: "1.0.0"

author: "Sorank (https://sorank.com)"

author: "Sorank (https://sorank.com)"

python3 scripts/seo_audit.py https://example.com /services /blog/top-article

python3 scripts/seo_audit.py https://example.com /services /blog/top-article

python3 ../seo-internal-linking/scripts/site_crawl.py https://example.com --max-pages 500 --out crawl.json

python3 ../seo-internal-linking/scripts/site_crawl.py https://example.com --max-pages 500 --out crawl.json

python3 scripts/page_benchmark.py --type service https://example.com/service https://rival-a.com/service https://rival-b.com/service

python3 scripts/page_benchmark.py --type service https://example.com/service https://rival-a.com/service https://rival-b.com/service

| `likely_js_rendered: true` (client-side site) | Open the page in a browser to read the real content, and report that AI crawlers cannot see it (they do not execute JavaScript, see seo-technical) | | Images loaded as CSS backgrounds | Invi

| `likely_js_rendered: true` (client-side site) | Open the page in a browser to read the real content, and report that AI crawlers cannot see it (they do not execute JavaScript, see seo-technical) | | Images loaded as CSS backgrounds | Invi

| Images loaded as CSS backgrounds | Invisible to the parser (total may read 0); verify visually | | Real-world speed | Ask the user to run https://pagespeed.web.dev (free, no key) on mobile and desktop and share scores | | Backlink profile

| Images loaded as CSS backgrounds | Invisible to the parser (total may read 0); verify visually | | Real-world speed | Ask the user to run https://pagespeed.web.dev (free, no key) on mobile and desktop and share scores | | Backlink profile

| Real-world speed | Ask the user to run https://pagespeed.web.dev (free, no key) on mobile and desktop and share scores |

| Real-world speed | Ask the user to run https://pagespeed.web.dev (free, no key) on mobile and desktop and share scores |

- AI Mode versus top 10 organic overlap (32 percent URL overlap): https://www.semrush.com/blog/ai-mode-comparison-study/ - AI crawlers do not execute JavaScript (500M+ fetch analysis): https://vercel.com/blog/the-rise-of-the-ai-crawler

- AI Mode versus top 10 organic overlap (32 percent URL overlap): https://www.semrush.com/blog/ai-mode-comparison-study/ - AI crawlers do not execute JavaScript (500M+ fetch analysis): https://vercel.com/blog/the-rise-of-the-ai-crawler

- AI crawlers do not execute JavaScript (500M+ fetch analysis): https://vercel.com/blog/the-rise-of-the-ai-crawler

- AI crawlers do not execute JavaScript (500M+ fetch analysis): https://vercel.com/blog/the-rise-of-the-ai-crawler

- Why ChatGPT cites pages (1.4M prompt study): https://ahrefs.com/blog/why-chatgpt-cites-pages/

- Why ChatGPT cites pages (1.4M prompt study): https://ahrefs.com/blog/why-chatgpt-cites-pages/

- Generative Engine Optimization (controlled study, KDD 2024): https://arxiv.org/abs/2311.09735

- Generative Engine Optimization (controlled study, KDD 2024): https://arxiv.org/abs/2311.09735

- Google guidance on AI features and structured data: https://developers.google.com/search/docs/appearance/ai-features

- Google guidance on AI features and structured data: https://developers.google.com/search/docs/appearance/ai-features

{       "id": 1,       "prompt": "Can you audit my site https://atelier-verde.com? It's a small online store selling handmade ceramics, built on Shopify. We blog sometimes but traffic has been flat for a year and we never show up when peopl

{       "id": 1,       "prompt": "Can you audit my site https://atelier-verde.com? It's a small online store selling handmade ceramics, built on Shopify. We blog sometimes but traffic has been flat for a year and we never show up when peopl

"id": 1,       "prompt": "Can you audit my site https://atelier-verde.com? It's a small online store selling handmade ceramics, built on Shopify. We blog sometimes but traffic has been flat for a year and we never show up when people ask Ch

"id": 1,       "prompt": "Can you audit my site https://atelier-verde.com? It's a small online store selling handmade ceramics, built on Shopify. We blog sometimes but traffic has been flat for a year and we never show up when people ask Ch

"prompt": "Can you audit my site https://atelier-verde.com? It's a small online store selling handmade ceramics, built on Shopify. We blog sometimes but traffic has been flat for a year and we never show up when people ask ChatGPT for ceram

"prompt": "Can you audit my site https://atelier-verde.com? It's a small online store selling handmade ceramics, built on Shopify. We blog sometimes but traffic has been flat for a year and we never show up when people ask ChatGPT for ceram

- 4.1 Mobile first: 80-90 percent of typical traffic is mobile, so judge mobile scores first. PageSpeed 75+ on desktop is acceptable; aim higher when competitors are faster. Free check: https://pagespeed.web.dev (field + measured)

- 4.1 Mobile first: 80-90 percent of typical traffic is mobile, so judge mobile scores first. PageSpeed 75+ on desktop is acceptable; aim higher when competitors are faster. Free check: https://pagespeed.web.dev (field + measured)

- 4.10 GSC and GA4 installed AND the owner actually has access. Audits regularly find neither, or an agency holding the keys. (field) - 4.11 Bing Webmaster Tools + IndexNow configured. Bing's index is a discovery door for ChatGPT, which mak

- 4.10 GSC and GA4 installed AND the owner actually has access. Audits regularly find neither, or an agency holding the keys. (field) - 4.11 Bing Webmaster Tools + IndexNow configured. Bing's index is a discovery door for ChatGPT, which mak

- 4.11 Bing Webmaster Tools + IndexNow configured. Bing's index is a discovery door for ChatGPT, which makes Bing a first-class citizen in 2026. (measured) - 4.12 JavaScript rendering gate: the visible content must exist in the raw HTML. No

- 4.11 Bing Webmaster Tools + IndexNow configured. Bing's index is a discovery door for ChatGPT, which makes Bing a first-class citizen in 2026. (measured) - 4.12 JavaScript rendering gate: the visible content must exist in the raw HTML. No

- 4.12 JavaScript rendering gate: the visible content must exist in the raw HTML. No AI crawler executes JavaScript (only Googlebot renders), so client-side content is invisible to ChatGPT, Claude and Perplexity. Test: curl the page or chec

- 4.12 JavaScript rendering gate: the visible content must exist in the raw HTML. No AI crawler executes JavaScript (only Googlebot renders), so client-side content is invisible to ChatGPT, Claude and Perplexity. Test: curl the page or chec

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

Usage:     python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

Usage:     python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

Usage:     python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

Usage:     python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

Usage:     python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

Usage:     python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

Usage:     python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

Usage:     python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

Usage:     python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

Usage:     python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

python3 page_benchmark.py --type service https://client.com/page https://rival1.com/page https://rival2.com/page

python3 page_benchmark.py --type homepage https://client.com/ https://rival.com/ --json

python3 page_benchmark.py --type homepage https://client.com/ https://rival.com/ --json

python3 page_benchmark.py --type homepage https://client.com/ https://rival.com/ --json

python3 page_benchmark.py --type homepage https://client.com/ https://rival.com/ --json

python3 page_benchmark.py --type homepage https://client.com/ https://rival.com/ --json

python3 page_benchmark.py --type homepage https://client.com/ https://rival.com/ --json

python3 page_benchmark.py --type homepage https://client.com/ https://rival.com/ --json

python3 page_benchmark.py --type homepage https://client.com/ https://rival.com/ --json

python3 page_benchmark.py --type homepage https://client.com/ https://rival.com/ --json

python3 page_benchmark.py --type homepage https://client.com/ https://rival.com/ --json

try:         final, _, headers, body = SA.fetch(url)

try:         final, _, headers, body = SA.fetch(url)

try:         final, _, headers, body = SA.fetch(url)

try:         final, _, headers, body = SA.fetch(url)

try:         final, _, headers, body = SA.fetch(url)

try:         final, _, headers, body = SA.fetch(url)

try:         final, _, headers, body = SA.fetch(url)

try:         final, _, headers, body = SA.fetch(url)

try:         final, _, headers, body = SA.fetch(url)

try:         final, _, headers, body = SA.fetch(url)

final, _, headers, body = SA.fetch(url)

final, _, headers, body = SA.fetch(url)

final, _, headers, body = SA.fetch(url)

final, _, headers, body = SA.fetch(url)

final, _, headers, body = SA.fetch(url)

final, _, headers, body = SA.fetch(url)

final, _, headers, body = SA.fetch(url)

final, _, headers, body = SA.fetch(url)

final, _, headers, body = SA.fetch(url)

final, _, headers, body = SA.fetch(url)

#!/usr/bin/env python3

#!/usr/bin/env python3

Executable file; content unavailable

Executable file; content unavailable

#!/usr/bin/env python3

Executable file; content unavailable

Executable file; content unavailable

#!/usr/bin/env python3

Executable file; content unavailable

Executable file; content unavailable

#!/usr/bin/env python3

Executable file; content unavailable

Executable file; content unavailable

#!/usr/bin/env python3

Executable file; content unavailable

Executable file; content unavailable

#!/usr/bin/env python3

Executable file; content unavailable

Executable file; content unavailable

#!/usr/bin/env python3

#!/usr/bin/env python3

Executable file; content unavailable

Executable file; content unavailable

#!/usr/bin/env python3

Executable file; content unavailable

Executable file; content unavailable

Usage:     python3 seo_audit.py https://example.com

Usage:     python3 seo_audit.py https://example.com

Usage:     python3 seo_audit.py https://example.com

Usage:     python3 seo_audit.py https://example.com

Usage:     python3 seo_audit.py https://example.com

Usage:     python3 seo_audit.py https://example.com

Usage:     python3 seo_audit.py https://example.com

Usage:     python3 seo_audit.py https://example.com

Usage:     python3 seo_audit.py https://example.com

Usage:     python3 seo_audit.py https://example.com

python3 seo_audit.py https://example.com

python3 seo_audit.py https://example.com

python3 seo_audit.py https://example.com

python3 seo_audit.py https://example.com

python3 seo_audit.py https://example.com

python3 seo_audit.py https://example.com

python3 seo_audit.py https://example.com

python3 seo_audit.py https://example.com

python3 seo_audit.py https://example.com

python3 seo_audit.py https://example.com

python3 seo_audit.py https://example.com /about /services   # extra pages

python3 seo_audit.py https://example.com /about /services   # extra pages

python3 seo_audit.py https://example.com /about /services   # extra pages

python3 seo_audit.py https://example.com /about /services   # extra pages

python3 seo_audit.py https://example.com /about /services   # extra pages

python3 seo_audit.py https://example.com /about /services   # extra pages

python3 seo_audit.py https://example.com /about /services   # extra pages

python3 seo_audit.py https://example.com /about /services   # extra pages

python3 seo_audit.py https://example.com /about /services   # extra pages

python3 seo_audit.py https://example.com /about /services   # extra pages

python3 seo_audit.py https://example.com --no-images        # skip image weight checks

python3 seo_audit.py https://example.com --no-images        # skip image weight checks

python3 seo_audit.py https://example.com --no-images        # skip image weight checks

python3 seo_audit.py https://example.com --no-images        # skip image weight checks

python3 seo_audit.py https://example.com --no-images        # skip image weight checks

python3 seo_audit.py https://example.com --no-images        # skip image weight checks

python3 seo_audit.py https://example.com --no-images        # skip image weight checks

python3 seo_audit.py https://example.com --no-images        # skip image weight checks

python3 seo_audit.py https://example.com --no-images        # skip image weight checks

python3 seo_audit.py https://example.com --no-images        # skip image weight checks

def fetch(url, method="GET"):

def fetch(url, method="GET"):

def fetch(url, method="GET"):

def fetch(url, method="GET"):

def fetch(url, method="GET"):

def fetch(url, method="GET"):

def fetch(url, method="GET"):

def fetch(url, method="GET"):

def fetch(url, method="GET"):

def fetch(url, method="GET"):

try:         _, _, headers, _ = fetch(url, method="HEAD")

try:         _, _, headers, _ = fetch(url, method="HEAD")

try:         _, _, headers, _ = fetch(url, method="HEAD")

try:         _, _, headers, _ = fetch(url, method="HEAD")

try:         _, _, headers, _ = fetch(url, method="HEAD")

try:         _, _, headers, _ = fetch(url, method="HEAD")

try:         _, _, headers, _ = fetch(url, method="HEAD")

try:         _, _, headers, _ = fetch(url, method="HEAD")

try:         _, _, headers, _ = fetch(url, method="HEAD")

try:         _, _, headers, _ = fetch(url, method="HEAD")

_, _, headers, _ = fetch(url, method="HEAD")

_, _, headers, _ = fetch(url, method="HEAD")

_, _, headers, _ = fetch(url, method="HEAD")

_, _, headers, _ = fetch(url, method="HEAD")

_, _, headers, _ = fetch(url, method="HEAD")

_, _, headers, _ = fetch(url, method="HEAD")

_, _, headers, _ = fetch(url, method="HEAD")

_, _, headers, _ = fetch(url, method="HEAD")

_, _, headers, _ = fetch(url, method="HEAD")

_, _, headers, _ = fetch(url, method="HEAD")

out = {"url": url}     try:         final, status, headers, body = fetch(url)

out = {"url": url}     try:         final, status, headers, body = fetch(url)

out = {"url": url}     try:         final, status, headers, body = fetch(url)

out = {"url": url}     try:         final, status, headers, body = fetch(url)

out = {"url": url}     try:         final, status, headers, body = fetch(url)

out = {"url": url}     try:         final, status, headers, body = fetch(url)

out = {"url": url}     try:         final, status, headers, body = fetch(url)

out = {"url": url}     try:         final, status, headers, body = fetch(url)

out = {"url": url}     try:         final, status, headers, body = fetch(url)

out = {"url": url}     try:         final, status, headers, body = fetch(url)

try:         final, status, headers, body = fetch(url)     except (HTTPError, URLError, ssl.SSLError, Exception) as e:

try:         final, status, headers, body = fetch(url)     except (HTTPError, URLError, ssl.SSLError, Exception) as e:

try:         final, status, headers, body = fetch(url)     except (HTTPError, URLError, ssl.SSLError, Exception) as e:

try:         final, status, headers, body = fetch(url)     except (HTTPError, URLError, ssl.SSLError, Exception) as e:

try:         final, status, headers, body = fetch(url)     except (HTTPError, URLError, ssl.SSLError, Exception) as e:

try:         final, status, headers, body = fetch(url)     except (HTTPError, URLError, ssl.SSLError, Exception) as e:

try:         final, status, headers, body = fetch(url)     except (HTTPError, URLError, ssl.SSLError, Exception) as e:

try:         final, status, headers, body = fetch(url)     except (HTTPError, URLError, ssl.SSLError, Exception) as e:

try:         final, status, headers, body = fetch(url)     except (HTTPError, URLError, ssl.SSLError, Exception) as e:

try:         final, status, headers, body = fetch(url)     except (HTTPError, URLError, ssl.SSLError, Exception) as e:

final, status, headers, body = fetch(url)

final, status, headers, body = fetch(url)

final, status, headers, body = fetch(url)

final, status, headers, body = fetch(url)

final, status, headers, body = fetch(url)

final, status, headers, body = fetch(url)

final, status, headers, body = fetch(url)

final, status, headers, body = fetch(url)

final, status, headers, body = fetch(url)

final, status, headers, body = fetch(url)

out = {}     try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))

out = {}     try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))

out = {}     try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))

out = {}     try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))

out = {}     try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))

out = {}     try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))

out = {}     try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))

out = {}     try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))

out = {}     try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))

out = {}     try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))

try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))         txt = body.decode("utf-8", errors="replace")

try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))         txt = body.decode("utf-8", errors="replace")

try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))         txt = body.decode("utf-8", errors="replace")

try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))         txt = body.decode("utf-8", errors="replace")

try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))         txt = body.decode("utf-8", errors="replace")

try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))         txt = body.decode("utf-8", errors="replace")

try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))         txt = body.decode("utf-8", errors="replace")

try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))         txt = body.decode("utf-8", errors="replace")

try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))         txt = body.decode("utf-8", errors="replace")

try:         final, status, _, body = fetch(urljoin(base, "/robots.txt"))         txt = body.decode("utf-8", errors="replace")

final, status, _, body = fetch(urljoin(base, "/robots.txt"))

final, status, _, body = fetch(urljoin(base, "/robots.txt"))

final, status, _, body = fetch(urljoin(base, "/robots.txt"))

final, status, _, body = fetch(urljoin(base, "/robots.txt"))

final, status, _, body = fetch(urljoin(base, "/robots.txt"))

final, status, _, body = fetch(urljoin(base, "/robots.txt"))

final, status, _, body = fetch(urljoin(base, "/robots.txt"))

final, status, _, body = fetch(urljoin(base, "/robots.txt"))

final, status, _, body = fetch(urljoin(base, "/robots.txt"))

final, status, _, body = fetch(urljoin(base, "/robots.txt"))

out = {}     try:         _, status, _, body = fetch(urljoin(base, "/llms.txt"))