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nuxt-geo-best-practices

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Nuxt GEO (Generative Engine Optimization) guidelines for getting cited by ChatGPT, Perplexity, Claude, Google AI Overviews, and Gemini. Covers AI crawler access (llms.txt, GPTBot/ClaudeBot/PerplexityBot allowlisting), content extractability for RAG retrieval, entity clarity via JSON-LD, and the evidence-backed +40% visibility levers (statistics, citations, quotations) from the GEO arxiv paper. Triggers on tasks involving GEO, AEO, AI search, LLM visibility, llms.txt, AI crawlers, ChatGPT citations, Perplexity, AI Overviews, generative engines, or AI mentions.

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name	nuxt-geo-best-practices
description	Nuxt GEO (Generative Engine Optimization) guidelines for getting cited by ChatGPT, Perplexity, Claude, Google AI Overviews, and Gemini. Covers AI crawler access (llms.txt, GPTBot/ClaudeBot/PerplexityBot allowlisting), content extractability for RAG retrieval, entity clarity via JSON-LD, and the evidence-backed +40% visibility levers (statistics, citations, quotations) from the GEO arxiv paper. Triggers on tasks involving GEO, AEO, AI search, LLM visibility, llms.txt, AI crawlers, ChatGPT citations, Perplexity, AI Overviews, generative engines, or AI mentions.
license	MIT
metadata	{"author":"vinayakkulkarni","version":"1.0.0"}

Nuxt GEO Best Practices

Comprehensive Generative Engine Optimization guide for Nuxt 4 applications. Designed to maximize your brand's citation rate inside AI-generated answers from ChatGPT, Google AI Overviews / AI Mode, Perplexity, Claude, and Gemini. Contains 14 rules across 4 categories, prioritized by evidence-backed impact.

When to Apply

Reference these guidelines when:

Setting up llms.txt and llms-full.txt for AI agent discovery
Allowlisting (or blocking) AI crawlers in robots.txt (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, etc.)
Structuring page content for retrieval-augmented generation (RAG) extractability
Adding entity clarity via Organization, Person, FAQPage, or HowTo JSON-LD schemas
Applying the GEO arxiv paper's evidence-backed levers: statistics, citations, quotations (+30-40% visibility lift)
Building a usePageGeo composable for per-page AI-friendly meta
Ensuring AI crawlers see SSR-rendered HTML (not a JavaScript shell)
Generating an AI-friendly XML sitemap and sitemap_index.xml

Recommended Nuxt Modules

This skill is built for Nuxt 4 apps. Several rules below show both a "from-scratch" Nitro-route implementation and the equivalent module-based shortcut. Strongly consider installing these — they remove a lot of boilerplate and stay in sync with Nuxt's official patterns:

@nuxtjs/seo by Harlan Wilton — meta-module that bundles @nuxtjs/sitemap, @nuxtjs/robots, nuxt-schema-org, nuxt-og-image, nuxt-link-checker, and nuxt-seo-utils. Covers most GEO infrastructure (robots.txt, sitemap, JSON-LD, meta) with one install.
@nuxtjs/sitemap — auto-generated sitemap with per-page lastmod, hreflang, and exclusions.
@nuxtjs/robots — programmatic robots.txt with per-route control and AI bot allow/disallow rules.
nuxt-schema-org — type-safe JSON-LD via defineOrganization, defineWebSite, defineFaqPage, defineHowTo, definePerson, defineArticle.
nuxt-og-image — for OG/share images (covered in the sibling nuxt-seo-best-practices skill — note CF Workers caveat there).

Official Nuxt SEO Meta docs

Nuxt 4 ships first-class SEO/meta primitives. Read these before reinventing anything:

Nuxt 4 SEO & Meta — useSeoMeta, useHead, useServerSeoMeta, definePageMeta, the <Head> / <Title> / <Meta> components, and route-level head config.
useSeoMeta — typed wrapper around useHead({ meta: [...] }) with full IntelliSense for OG/Twitter tags.
useHead — generic head manager (used here for JSON-LD script injection).

The usePageGeo composable in page-use-page-geo.md is a thin wrapper over these primitives; it is not a replacement for them.

Evidence Base

These rules synthesize:

GEO: Generative Engine Optimization (Aggarwal et al., KDD 2024, arXiv:2311.09735) — the foundational paper that benchmarked 9 optimization methods across 10K queries. Key findings adopted here:
- Statistics, Citations, and Quotations boost visibility by up to 40%
- Authoritative tone and Fluency optimization show moderate gains
- Keyword stuffing (classic SEO) FAILS on generative engines — do not bring SEO keyword density habits into GEO
Industry GEO playbooks (Search Engine Land, Semrush AI Visibility Index, Backlinko) — entity clarity, multi-platform presence, sentiment, and measurement frameworks observed across 2,500+ tracked prompts on Google AI Mode and ChatGPT.

Rule Categories by Priority

Priority	Category	Impact	Prefix
1	Content Extractability (the +40% levers)	CRITICAL	`content-`
2	AI Crawler & Discovery	CRITICAL	`ai-`
3	Entity Clarity	HIGH	`entity-`
4	Page-Level GEO	HIGH	`page-`

Quick Reference

1. Content Extractability (CRITICAL)

These are the evidence-backed +30-40% visibility levers from the GEO arxiv paper. If you only do three things, do these three.

content-statistics — Add quantitative statistics (the single highest-lift change measured)
content-citations — Add inline citations to credible sources (Sources component pattern)
content-quotations — Add quotations from authoritative figures
content-self-contained-chunks — Write paragraphs that retain meaning when extracted (RAG retrieval)
content-no-keyword-stuffing — DO NOT bring SEO keyword stuffing into GEO; it actively hurts visibility

2. AI Crawler & Discovery (CRITICAL)

If AI crawlers can't access your content, none of the other rules matter.

ai-llms-txt — Generate llms.txt and llms-full.txt via Nitro server routes
ai-robots-allowlist — Explicitly allow GPTBot, ClaudeBot, PerplexityBot, Google-Extended, etc.
ai-ssr-for-crawlers — Ensure AI crawlers receive rendered HTML, not a JS shell
ai-sitemap — Generate AI-friendly XML sitemap with lastmod for fresh-content signals

3. Entity Clarity (HIGH)

Help AI systems disambiguate WHO you are, WHAT category you belong to, and WHAT you're authoritative for.

entity-organization-schema — Site-wide Organization JSON-LD with sameAs cross-references
entity-faq-howto-schema — FAQPage and HowTo schemas for the question-shaped queries LLMs love
entity-author-schema — Person schema with credentials and sameAs for E-E-A-T

4. Page-Level GEO (HIGH)

page-use-page-geo — Reusable usePageGeo composable for per-page GEO meta
page-canonical-and-fresh — Canonical URL + dateModified for content freshness signals

How to Use

Read individual rule files for detailed explanations and code examples:

rules/content-statistics.md
rules/ai-llms-txt.md
rules/_sections.md

Each rule file contains:

Brief explanation of why it matters (with arxiv evidence where applicable)
Incorrect code example with explanation
Correct Nuxt-specific code example
Additional context, measurement notes, and references

Full Compiled Document

For the complete guide with all rules expanded: AGENTS.md

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name	nuxt-geo-best-practices
description	Nuxt GEO (Generative Engine Optimization) guidelines for getting cited by ChatGPT, Perplexity, Claude, Google AI Overviews, and Gemini. Covers AI crawler access (llms.txt, GPTBot/ClaudeBot/PerplexityBot allowlisting), content extractability for RAG retrieval, entity clarity via JSON-LD, and the evidence-backed +40% visibility levers (statistics, citations, quotations) from the GEO arxiv paper. Triggers on tasks involving GEO, AEO, AI search, LLM visibility, llms.txt, AI crawlers, ChatGPT citations, Perplexity, AI Overviews, generative engines, or AI mentions.
license	MIT
metadata	{"author":"vinayakkulkarni","version":"1.0.0"}

Nuxt GEO Best Practices

When to Apply

Reference these guidelines when:

Setting up llms.txt and llms-full.txt for AI agent discovery
Allowlisting (or blocking) AI crawlers in robots.txt (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, etc.)
Structuring page content for retrieval-augmented generation (RAG) extractability
Adding entity clarity via Organization, Person, FAQPage, or HowTo JSON-LD schemas
Applying the GEO arxiv paper's evidence-backed levers: statistics, citations, quotations (+30-40% visibility lift)
Building a usePageGeo composable for per-page AI-friendly meta
Ensuring AI crawlers see SSR-rendered HTML (not a JavaScript shell)
Generating an AI-friendly XML sitemap and sitemap_index.xml

Recommended Nuxt Modules

@nuxtjs/seo by Harlan Wilton — meta-module that bundles @nuxtjs/sitemap, @nuxtjs/robots, nuxt-schema-org, nuxt-og-image, nuxt-link-checker, and nuxt-seo-utils. Covers most GEO infrastructure (robots.txt, sitemap, JSON-LD, meta) with one install.
@nuxtjs/sitemap — auto-generated sitemap with per-page lastmod, hreflang, and exclusions.
@nuxtjs/robots — programmatic robots.txt with per-route control and AI bot allow/disallow rules.
nuxt-schema-org — type-safe JSON-LD via defineOrganization, defineWebSite, defineFaqPage, defineHowTo, definePerson, defineArticle.
nuxt-og-image — for OG/share images (covered in the sibling nuxt-seo-best-practices skill — note CF Workers caveat there).

Official Nuxt SEO Meta docs

Nuxt 4 ships first-class SEO/meta primitives. Read these before reinventing anything:

Nuxt 4 SEO & Meta — useSeoMeta, useHead, useServerSeoMeta, definePageMeta, the <Head> / <Title> / <Meta> components, and route-level head config.
useSeoMeta — typed wrapper around useHead({ meta: [...] }) with full IntelliSense for OG/Twitter tags.
useHead — generic head manager (used here for JSON-LD script injection).

The usePageGeo composable in page-use-page-geo.md is a thin wrapper over these primitives; it is not a replacement for them.

Evidence Base

These rules synthesize:

GEO: Generative Engine Optimization (Aggarwal et al., KDD 2024, arXiv:2311.09735) — the foundational paper that benchmarked 9 optimization methods across 10K queries. Key findings adopted here:
- Statistics, Citations, and Quotations boost visibility by up to 40%
- Authoritative tone and Fluency optimization show moderate gains
- Keyword stuffing (classic SEO) FAILS on generative engines — do not bring SEO keyword density habits into GEO
Industry GEO playbooks (Search Engine Land, Semrush AI Visibility Index, Backlinko) — entity clarity, multi-platform presence, sentiment, and measurement frameworks observed across 2,500+ tracked prompts on Google AI Mode and ChatGPT.

Rule Categories by Priority

Priority	Category	Impact	Prefix
1	Content Extractability (the +40% levers)	CRITICAL	`content-`
2	AI Crawler & Discovery	CRITICAL	`ai-`
3	Entity Clarity	HIGH	`entity-`
4	Page-Level GEO	HIGH	`page-`

Quick Reference

1. Content Extractability (CRITICAL)

These are the evidence-backed +30-40% visibility levers from the GEO arxiv paper. If you only do three things, do these three.

content-statistics — Add quantitative statistics (the single highest-lift change measured)
content-citations — Add inline citations to credible sources (Sources component pattern)
content-quotations — Add quotations from authoritative figures
content-self-contained-chunks — Write paragraphs that retain meaning when extracted (RAG retrieval)
content-no-keyword-stuffing — DO NOT bring SEO keyword stuffing into GEO; it actively hurts visibility

2. AI Crawler & Discovery (CRITICAL)

If AI crawlers can't access your content, none of the other rules matter.

ai-llms-txt — Generate llms.txt and llms-full.txt via Nitro server routes
ai-robots-allowlist — Explicitly allow GPTBot, ClaudeBot, PerplexityBot, Google-Extended, etc.
ai-ssr-for-crawlers — Ensure AI crawlers receive rendered HTML, not a JS shell
ai-sitemap — Generate AI-friendly XML sitemap with lastmod for fresh-content signals

3. Entity Clarity (HIGH)

Help AI systems disambiguate WHO you are, WHAT category you belong to, and WHAT you're authoritative for.

entity-organization-schema — Site-wide Organization JSON-LD with sameAs cross-references
entity-faq-howto-schema — FAQPage and HowTo schemas for the question-shaped queries LLMs love
entity-author-schema — Person schema with credentials and sameAs for E-E-A-T

4. Page-Level GEO (HIGH)

page-use-page-geo — Reusable usePageGeo composable for per-page GEO meta
page-canonical-and-fresh — Canonical URL + dateModified for content freshness signals

How to Use

Read individual rule files for detailed explanations and code examples:

rules/content-statistics.md
rules/ai-llms-txt.md
rules/_sections.md

Each rule file contains:

Brief explanation of why it matters (with arxiv evidence where applicable)
Incorrect code example with explanation
Correct Nuxt-specific code example
Additional context, measurement notes, and references

Full Compiled Document

For the complete guide with all rules expanded: AGENTS.md