Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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Audit and optimize content for SEO, GEO (generative engine optimization), and AEO (answer engine optimization). Use when user asks to "audit SEO", "check search visibility", "optimize for AI search", "generate schema markup", "validate metadata", "extract keywords", "optimize for Perplexity/ChatGPT/Gemini", "check Open Graph tags", "submit to IndexNow", or mentions SEO, GEO, AEO, or search optimization. Do NOT use for creating new content from scratch or image optimization.
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실행 점수 미검증
설치 방법 보기설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
Audit content for search engine and AI platform visibility. Generates schema markup, validates metadata, extracts keywords, and produces actionable reports.
Pick the right script based on user intent:
| User Wants | Script | Input |
|---|---|---|
| Full audit with report | scripts/audit_report.py <file> --format all | HTML/MD/JSX |
| Content structure analysis | scripts/analyze_content.py <file> | HTML/MD/JSX |
| Meta tag validation | scripts/metadata_validator.py <file> | HTML |
| Keyword extraction | scripts/keyword_analyzer.py <file> | Any text |
| Entity extraction | scripts/entity_extractor.py <file> | Any text |
| Schema markup generation | scripts/schema_generator.py <type> [args] | CLI args |
| AI platform optimization | scripts/auto_implementer.py <file> <platform> | HTML + platform |
| Content optimization | scripts/content_optimizer.py <file> | HTML/MD |
| Citation enhancement | scripts/citation_enhancer.py <file> | HTML/MD |
| Voice search optimization | scripts/voice_optimizer.py <file> | HTML/MD |
| Freshness monitoring | scripts/freshness_monitor.py <file> | HTML |
| IndexNow submission | scripts/indexnow_submit.py <url> | URL |
Platforms for auto_implementer: chatgpt, perplexity, claude, gemini, grokipedia
Schema types: faq, article, howto, organization, person
Before running any script, verify:
metadata_validator.py first to identify issues.audit_report.py --format all for detailed recommendations, then apply fixes with auto_implementer.py.scripts/shared/ utilities. Ensure the full scripts directory is intact.Reports saved to ~/Documents/SEO_Audit_YYYY-MM-DD_HH-MM-SS/ in three formats:
| File | When to Read |
|---|---|
reference/scripts-reference.md | Detailed script flags and options |
reference/troubleshooting.md | Common issues and solutions |
reference/platform-strategies.md | Platform-specific optimization strategies |
reference/citation-optimization-guide.md | AI citation and GEO strategies |
reference/schema-library.md | Complete JSON-LD schema reference |
reference/entity-seo-guide.md | Knowledge Graph optimization |
reference/voice-search-guide.md | Voice search and AEO optimization |
reference/social-preview-guide.md | Open Graph and Twitter Card setup |
reference/statistics-2026.md | May 2026 review — what shifted, what survived, what to drop |
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Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program," or "experiment playbook." Use this whenever someone is comparing two approaches and wants to measure which performs better, or when they want to build a systematic experimentation practice. For tracking implementation, see analytics. For page-level conversion optimization, see cro.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Format CVs for academic positions with publications, grants, and teaching
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Conduct a comprehensive accessibility audit against WCAG guidelines with severity ratings and remediation steps.
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Create accessibility testing plans covering assistive technologies and WCAG criteria.
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When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see ads. For landing page copy, see copywriting.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.