Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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Hreflang and international SEO audit, validation, and generation. Detects common mistakes, validates language/region codes, and generates correct hreflang implementations. Use when user says "hreflang", "i18n SEO", "international SEO", "multi-language", "multi-region", or "language tags".
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Validate existing hreflang implementations or generate correct hreflang tags for multi-language and multi-region sites. Supports HTML, HTTP header, and XML sitemap implementations.
en, fr, de, ja)eng instead of en (ISO 639-2, not valid for hreflang)jp instead of ja (incorrect code for Japanese)zh without region qualifier (ambiguous; use zh-Hans or zh-Hant)en-US, en-GB, pt-BR)language-REGION (lowercase language, uppercase region)en-uk instead of en-GB (UK is not a valid ISO 3166-1 code)es-LA (Latin America is not a country; use specific countries)rel=canonical pointing elsewhere, hreflang on that page is ignored| Issue | Severity | Fix |
|---|---|---|
| Missing self-referencing tag | Critical | Add hreflang pointing to same page URL |
| Missing return tags (A→B but no B→A) | Critical | Add matching return tags on all alternates |
| Missing x-default | High | Add x-default pointing to fallback/selector page |
Invalid language code (e.g., eng) | High | Use ISO 639-1 two-letter codes |
Invalid region code (e.g., en-uk) | High | Use ISO 3166-1 Alpha-2 codes |
| Hreflang on non-canonical URL | High | Move hreflang to canonical URL only |
| HTTP/HTTPS mismatch in URLs | Medium | Standardize all URLs to HTTPS |
| Trailing slash inconsistency | Medium | Match canonical URL format exactly |
| Hreflang in both HTML and sitemap | Low | Choose one method (sitemap preferred for large sites) |
| Language without region when needed | Low | Add region qualifier for geo-targeted content |
Best for: Sites with <50 language/region variants per page.
<link rel="alternate" hreflang="en-US" href="https://example.com/page" />
<link rel="alternate" hreflang="en-GB" href="https://example.co.uk/page" />
<link rel="alternate" hreflang="fr" href="https://example.com/fr/page" />
<link rel="alternate" hreflang="x-default" href="https://example.com/page" />
Place in <head> section. Every page must include all alternates including itself.
Best for: Non-HTML files (PDFs, documents).
Link: <https://example.com/page>; rel="alternate"; hreflang="en-US",
<https://example.com/fr/page>; rel="alternate"; hreflang="fr",
<https://example.com/page>; rel="alternate"; hreflang="x-default"
Set via server configuration or CDN rules.
Best for: Sites with many language variants, cross-domain setups, or 50+ pages.
See Hreflang Sitemap Generation section below.
| Method | Best For | Pros | Cons |
|---|---|---|---|
| HTML link tags | Small sites (<50 variants) | Easy to implement, visible in source | Bloats <head>, hard to maintain at scale |
| HTTP headers | Non-HTML files | Works for PDFs, images | Complex server config, not visible in HTML |
| XML sitemap | Large sites, cross-domain | Scalable, centralized management | Not visible on page, requires sitemap maintenance |
<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"
xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url>
<loc>https://example.com/page</loc>
<xhtml:link rel="alternate" hreflang="en-US" href="https://example.com/page" />
<xhtml:link rel="alternate" hreflang="fr" href="https://example.com/fr/page" />
<xhtml:link rel="alternate" hreflang="de" href="https://example.de/page" />
<xhtml:link rel="alternate" hreflang="x-default" href="https://example.com/page" />
</url>
<url>
<loc>https://example.com/fr/page</loc>
<xhtml:link rel="alternate" hreflang="en-US" href="https://example.com/page" />
<xhtml:link rel="alternate" hreflang="fr" href="https://example.com/fr/page" />
<xhtml:link rel="alternate" hreflang="de" href="https://example.de/page" />
<xhtml:link rel="alternate" hreflang="x-default" href="https://example.com/page" />
</url>
</urlset>
Key rules:
xmlns:xhtml namespace declaration<url> entry must include ALL language alternates (including itself)<url> entry with its own full set| Language | URL | Self-Ref | Return Tags | x-default | Status |
|---|---|---|---|---|---|
| en-US | https://... | ✅ | ✅ | ✅ | ✅ |
| fr | https://... | ❌ | ⚠️ | ✅ | ❌ |
| de | https://... | ✅ | ❌ | ✅ | ❌ |
<link> tags (if HTML method chosen)hreflang-sitemap.xml (if sitemap method chosen)When analyzing a multi-language site, go beyond technical hreflang validation to assess whether the content is culturally adapted for each target market.
Load references/cultural-profiles.md for pre-built profiles (DACH, Francophone, Hispanic, Japanese).
Assessment steps:
Output: Cultural Adaptation Score per language version (0-100) with specific findings.
Command: /seo hreflang audit <directory-or-url>
Audit content parity across all language versions of a site or local content directory.
Load references/content-parity.md for the full parity matrix and scoring methodology.
What it checks:
Output: Parity matrix table with per-page scores and prioritized action items.
Load references/locale-formats.md for number, date, currency, address, and phone format
reference tables per locale.
Checks:
Load on-demand as needed (do NOT load all at startup):
references/cultural-profiles.md: DACH, Francophone, Hispanic, Japanese cultural adaptation profilesreferences/locale-formats.md: Number, date, currency, address, phone format tables per localereferences/content-parity.md: Content parity audit methodology and scoring| Scenario | Action |
|---|---|
| URL unreachable (DNS failure, connection refused) | Report the error clearly. Do not guess site structure. Suggest the user verify the URL and try again. |
| No hreflang tags found | Report the absence. Check for other internationalization signals (subdirectories, subdomains, ccTLDs) and recommend the appropriate hreflang implementation method. |
| Invalid language/region codes detected | List each invalid code with the correct replacement. Provide a corrected hreflang tag set ready to implement. |
| Cultural profile not available for language | Use the Default Profile checklist from cultural-profiles.md. Note that assessment is based on general guidelines, not a pre-built profile. |
| Content parity directory empty | Report that no content files were found. Suggest verifying the directory path or providing a URL for live site analysis. |
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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.
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Format CVs for academic positions with publications, grants, and teaching
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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.
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