Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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Extract, suggest, and sync tags and categories for blog posts across all major CMS platforms. Supports WordPress REST API, Shopify GraphQL, Ghost Content API, Strapi REST/GraphQL, and Sanity GROQ. Generates tag suggestions from content analysis (keyword frequency, heading extraction, semantic grouping), enforces minimum post-count thresholds to prevent thin tag archives, and syncs taxonomy via authenticated API calls. Use when user says "tags", "categories", "taxonomy", "tag suggestions", "sync tags", "WordPress tags", "Shopify tags".
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Manage tags, categories, and topic clusters across CMS platforms.
| Command | Purpose |
|---|---|
/blog taxonomy suggest <file> | Extract candidate tags and categories from content |
/blog taxonomy sync <cms> | Push taxonomy to CMS via authenticated API |
/blog taxonomy audit [directory] | Check for thin tags, orphan tags, taxonomy bloat |
Read the target file and extract:
Scan the body text for high-frequency phrases:
Exclude common non-tag words: articles, prepositions, conjunctions, pronouns.
Group related candidates into clusters:
(frequency * 2) + (heading_presence * 5) + (emphasis * 1)## Tag Suggestions: [Post Title]
| Rank | Tag | Score | Source |
|------|-----|-------|--------|
| 1 | content-marketing | 18 | H2 + 6 mentions |
| 2 | seo-strategy | 14 | H3 + 4 mentions |
| 3 | keyword-research | 11 | 5 mentions + bold |
### Suggested Categories
- Primary: [best-fit category]
- Secondary: [optional second category]
| CMS | API Type | Auth Method | Tags Model |
|---|---|---|---|
| WordPress | REST | Application Passwords (base64) | First-class entities with IDs |
| Shopify | GraphQL (Admin API) | Admin API access token | String array on Article |
| Ghost | REST (Admin API) | API key with JWT signing | First-class entities |
| Strapi | REST or GraphQL | API token (Bearer) | User-defined content type |
| Sanity | GROQ / Mutations | Project token (Bearer) | Document type |
List tags:
GET {CMS_URL}/wp-json/wp/v2/tags?per_page=100&search={keyword}
Authorization: Basic {base64(username:app_password)}
Create tag:
POST {CMS_URL}/wp-json/wp/v2/tags
Body: {"name": "Tag Name", "slug": "tag-name", "description": "Optional"}
List categories (hierarchical, supports parent field):
GET {CMS_URL}/wp-json/wp/v2/categories?per_page=100
Create category:
POST {CMS_URL}/wp-json/wp/v2/categories
Body: {"name": "Category", "slug": "category", "parent": 0}
Assign tags to post:
POST {CMS_URL}/wp-json/wp/v2/posts/{id}
Body: {"tags": [1, 2, 3], "categories": [4]}
Pagination: follow X-WP-TotalPages header for full listing.
Tags on Shopify are string arrays on the Article object, not first-class entities.
Update article tags (GraphQL Admin API):
mutation {
articleUpdate(id: "gid://shopify/Article/123", article: {
tags: ["tag-one", "tag-two", "tag-three"]
}) {
article { id tags }
userErrors { field message }
}
}
List all tags in use (GraphQL):
{
articles(first: 250) {
edges {
node { id title tags }
}
}
}
Auth header: X-Shopify-Access-Token: {token}
Note: REST API marked legacy Oct 2024. GraphQL required for new apps since Apr 2025.
List tags:
GET {CMS_URL}/ghost/api/admin/tags/?limit=all
Authorization: Ghost {jwt_token}
Create tag:
POST {CMS_URL}/ghost/api/admin/tags/
Body: {"tags": [{"name": "Tag Name", "slug": "tag-name"}]}
JWT generation: sign with admin API key (id:secret format), iat = now, exp = 5 min,
audience = /admin/.
Endpoint auto-generated from content types. Typical setup:
GET {CMS_URL}/api/tags?pagination[pageSize]=100
POST {CMS_URL}/api/tags
Body: {"data": {"name": "Tag Name", "slug": "tag-name"}}
Authorization: Bearer {api_token}
Strapi v4+ uses the data wrapper. Check your content type schema for field names.
Query tags (GROQ):
*[_type == "tag"] { _id, name, slug }
Create tag (Mutations API):
POST https://{project_id}.api.sanity.io/v2024-01-01/data/mutate/{dataset}
Body: {"mutations": [{"create": {"_type": "tag", "name": "Tag", "slug": {"current": "tag"}}}]}
Authorization: Bearer {token}
Scan all posts in the target directory (or fetch from CMS). Build a map:
| Check | Threshold | Action |
|---|---|---|
| Thin tag archives | < 5 posts per tag | Recommend noindex or merge |
| Orphan tags | 0 posts | Recommend deletion |
| Tag bloat | > 50 total tags | Recommend consolidation |
| Category depth | > 3 levels | Recommend flattening |
| Uncategorized posts | No category assigned | Assign to appropriate category |
| Duplicate slugs | Same slug, different name | Merge into canonical version |
Group findings by priority:
## Taxonomy Audit: [Site/Directory]
**Total tags**: [n] | **Total categories**: [n]
**Healthy**: [n] | **Thin**: [n] | **Orphan**: [n]
### Critical Issues
- [orphan tags list]
### Recommendations
1. Merge [tag-a] and [tag-b] (same topic, [n] combined posts)
2. Delete orphan tags: [list]
3. Add noindex to tag archives with < 5 posts
| Variable | Purpose | Example |
|---|---|---|
| CMS_TYPE | Platform identifier | wordpress, shopify, ghost, strapi, sanity |
| CMS_URL | Base URL of the CMS | https://example.com |
| CMS_API_KEY | Authentication credential | Application password, API token, or key |
These must be set in the shell environment. Never store credentials in files or
commit them to version control. The skill reads them via $CMS_TYPE, $CMS_URL,
and $CMS_API_KEY at runtime.
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Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
中文简介正在准备中。当前显示原文说明。
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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