Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Audit a directory of multilingual blog content for completeness, consistency, hreflang correctness, meta-tag parity, and freshness. Builds a translation coverage matrix, flags stale translations, validates hreflang and schema, and emits a prioritized report with runnable fix commands. Use when user says "locale audit", "blog locale-audit", "check translations", "multilingual audit", "translation check", "hreflang check", "Uebersetzungen pruefen".
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
실행 점수 미검증
설치 방법 보기설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
Audits a directory of multilingual blog content to ensure every language version is complete, consistent, correctly tagged, and SEO-optimized. Catches international content issues before they hurt rankings.
en/, de/, fr/).lang and translatedFrom fields.hreflang-map.json if present.translatedFrom target, or the
sourceLanguage field in hreflang-map.json if present).Show which translations are missing:
### Translation coverage matrix
| Post (EN) | DE | FR | ES | JA |
|-----------|----|----|----|----|
| how-to-avoid-ai-slop | ok | ok | missing | missing |
| content-marketing-2026 | ok | missing | ok | missing |
Coverage: 60% (6 of 10 expected translations present)
Missing: 4 translations needed
For every post that exists in multiple languages:
| Check | What | Severity |
|---|---|---|
| Section count | Same number of H2 and H3 sections | Critical |
| FAQ count | Same number of FAQ items | High |
| Image count | Same number of images | High |
| Chart count | Same number of charts (SVG figures) | High |
| Word count ratio | Within expected band for language pair (DE +20% to +30%, JA -20%, ES +10%) | Medium |
| Link count | Similar internal and external link counts | Medium |
| Citation capsule count | Same number per H2 across versions | Medium |
| Frontmatter parity | All required fields present per version | High |
Flag every significant deviation as an issue.
For every language version verify:
| Element | Check | Severity |
|---|---|---|
| Title tag | Present, correct length for the language | Critical |
| Meta description | Present, correct length, contains a stat | Critical |
lang attribute or frontmatter lang | Present, valid ISO 639-1 | Critical |
Schema inLanguage | Matches lang | High |
Schema translationOfWork | Points to the source URL | High |
| Alt text | Translated (no English alt in non-EN posts) | High |
| Slug | Localized (no English slug in non-EN posts) | Medium |
| Tags | Localized | Medium |
| Keywords | Localized | Medium |
If hreflang-tags.html, hreflang-sitemap.xml, or hreflang-map.json
exists in the directory:
| Check | What | Severity |
|---|---|---|
| Self-referencing | Each page references itself | Critical |
| Return tags | Every relationship is bidirectional | Critical |
x-default | Present, points to source language | Critical |
| Language codes | Valid ISO 639-1 (with optional region) | High |
| URL consistency | Same protocol, same trailing-slash convention | Medium |
| Completeness | Every language version represented | High |
If no hreflang files exist, report it as a critical gap and offer:
"Run /blog multilingual <topic> --languages ... to regenerate, or create
hreflang-tags.html manually."
If seo-hreflang from claude-seo is installed, suggest running it for
deeper validation.
For posts with translatedDate in frontmatter:
| Check | What | Severity |
|---|---|---|
| Source updated after translation | Source modified after translatedDate | Critical |
| Translation older than 90 days | May need refresh | Medium |
lastUpdated mismatch across versions | Versions out of sync | Medium |
File mtime newer than translatedDate | Content changed without frontmatter update | Warning |
Emit actionable commands per stale file:
3 translations are stale:
- de/ki-trends-2026.md (source updated 2 days ago)
-> Run: /blog translate en/ai-trends-2026.md --to de
- fr/ki-trends-2026.md (source updated 2 days ago)
-> Run: /blog translate en/ai-trends-2026.md --to fr
- es/tendencias-ia-2026.md (translation > 90 days old)
-> Run: /blog translate en/ai-trends-2026.md --to es
Output as markdown by default. If the user passes --html, also write the
report to locale-audit-report.html with the same content.
## Multilingual content audit report
### Summary
- Posts audited: [N] across [N] languages
- Overall health: [score] / 100
- Critical issues: [N]
- Warnings: [N]
### Translation coverage
[Matrix from Phase 2]
### Issues found
#### Critical
- [Issue with file references]
#### Warnings
- [Issue with file references]
#### Passed
- [Checks that passed]
### Prioritized fixes
1. [Highest-impact action]
2. [...]
### Stale-translation alerts
[Runnable commands from Phase 6]
### Quick fixes
- Run `/blog translate <file> --to <missing-langs>` for [N] missing translations.
- Run `/blog multilingual` to regenerate hreflang assets.
- Run `/blog localize <file> --locale <code>` for weak cultural adaptations.
| Scenario | Action |
|---|---|
| Empty directory | "No blog posts found in [path]" |
| Only one language present | Report coverage, suggest target languages |
| No hreflang files | Flag as critical gap, offer regeneration |
| Unrecognized file format | Skip with a warning |
/blog translate <file> --to <missing-codes>/blog localize <file> --locale <code>/blog multilingual <topic> --languages <codes>아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.
로그인 없이 쓸 수 있습니다. 사용 후기, 질문, 작동하지 않은 환경 등을 편하게 남겨 주세요.
아직 댓글이 없습니다. 첫 댓글을 남겨 보세요.
Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
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.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Create accessibility testing plans covering assistive technologies and WCAG criteria.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
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.