keyword-cluster-builder
Techniques for expanding seed keywords and clustering by topic and intent. Use when building keyword lists, planning content calendars, or identifying topic clusters for pillar content strategy.
What this skill does
# Keyword Cluster Builder
## When to Use
- Expanding seed keywords to comprehensive lists (50-100+)
- Grouping keywords by topic for pillar content strategy
- Mapping keywords to funnel stages
- Identifying content gaps in keyword coverage
## Expansion Techniques
### Question Modifiers
- What is {keyword}
- How to {keyword}
- Why {keyword}
- When to {keyword}
- Where to {keyword}
### Comparative Modifiers
- {keyword} vs {competitor}
- {keyword} alternatives
- best {keyword}
- {keyword} comparison
### Intent Modifiers
- {keyword} guide
- {keyword} tutorial
- {keyword} examples
- {keyword} template
- buy {keyword}
- {keyword} pricing
### Audience Modifiers
- {keyword} for beginners
- {keyword} for {industry}
- {keyword} for small business
- {keyword} for enterprise
## Clustering Algorithm
1. **Extract Seed Topics**: Identify main themes from expanded list
2. **Group by Semantic Similarity**: Keywords with overlapping meaning
3. **Map Intent**: Assign I/C/T/N to each cluster
4. **Identify Pillar**: Highest-volume, broadest term = pillar
5. **Map Supporting**: Lower-volume terms support pillar
## Cluster Structure
```
PILLAR: "content marketing" (highest volume)
+-- CLUSTER: "content marketing strategy" (commercial)
| +-- content marketing plan template
| +-- content marketing framework
| +-- how to create content marketing strategy
+-- CLUSTER: "content marketing examples" (informational)
| +-- B2B content marketing examples
| +-- content marketing case studies
| +-- content marketing success stories
+-- CLUSTER: "content marketing tools" (commercial)
+-- best content marketing tools
+-- content marketing software
+-- content marketing platforms
```
## Intent Classification Rules
| Signal | Intent |
|--------|--------|
| "what is", "how to", "guide" | Informational |
| "best", "vs", "review", "compare" | Commercial |
| "buy", "price", "discount", brand | Transactional |
| Brand name, specific product | Navigational |
## Output Format
When generating keyword clusters, use this format:
```markdown
## Keyword Cluster Report
**Seed Keyword**: {seed}
**Total Keywords**: {count}
**Clusters**: {cluster_count}
### Cluster 1: {cluster_name}
**Intent**: {intent}
**Funnel Stage**: {stage}
**Keywords**:
1. {keyword1} - {estimated_volume}
2. {keyword2} - {estimated_volume}
...
### Cluster 2: {cluster_name}
...
```
Related in Writing & Docs
jax-development
IncludedUse this skill when the user is writing, debugging, profiling, refactoring, reviewing, benchmarking, parallelising, exporting, or explaining JAX code, or when they mention JAX, jax.numpy, jit, grad, value_and_grad, vmap, scan, lax, random keys, pytrees, jax.Array, sharding, Mesh, PartitionSpec, NamedSharding, pmap, shard_map, Pallas, XLA, StableHLO, checkify, profiler, or the JAX repo. It helps turn NumPy or PyTorch-style code into pure functional JAX, fix tracer/control-flow/shape/PRNG bugs, remove recompiles and host-device syncs, choose transforms and sharding strategies, inspect jaxpr/lowering/IR, and benchmark compiled code correctly.
nature-article-writer
IncludedDrafts, rewrites, diagnostically critiques, and style-calibrates primary research manuscripts for Nature and Nature Portfolio journals. Use when the user wants a Nature-style title, summary paragraph or abstract, introduction, results, discussion, methods, figure legends, presubmission enquiry, cover letter, reviewer response, or when a scientific draft sounds generic, jargon-heavy, structurally weak, or AI-ish and needs precise, broad-reader-friendly prose without inventing data, analyses, or references. Best for primary research articles and letters rather than reviews or press releases unless explicitly adapting one.
deckrd
IncludedDocument-driven framework that derives requirements, specifications, implementation plans, and executable tasks from goals through structured AI dialogue. Use when user says "write requirements", "create spec", "plan implementation", "derive tasks", "structure this feature", "break down into tasks", or "document this module". Also use for reverse engineering existing code into docs (/deckrd rev). Do NOT use for direct code writing — use /deckrd-coder after tasks are generated. Do NOT use when the user only wants to run or fix existing code without planning.
clinical-decision-support
IncludedGenerate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis.
handling-sf-data
IncludedSalesforce data operations with 130-point scoring. Use this skill to create, update, delete, bulk import/export, generate test data, and clean up org records using sf CLI and anonymous Apex. TRIGGER when: user creates test data, performs bulk import/export, uses sf data CLI commands, needs data factory patterns for Apex tests, or needs to seed/clean records in a Salesforce org. DO NOT TRIGGER when: SOQL query writing only (use querying-soql), Apex test execution (use running-apex-tests), or metadata deployment (use deploying-metadata).
accelint-ac-to-playwright
IncludedConvert and validate acceptance criteria for Playwright test automation. Use when user asks to (1) review/evaluate/check if AC are ready for automation, (2) assess if AC can be converted as-is, (3) validate AC quality for Playwright, (4) turn AC into tests, (5) generate tests from acceptance criteria, (6) convert .md bullets or .feature Gherkin files to Playwright specs, (7) create test automation from requirements. Handles both bullet-style markdown and Gherkin syntax with JSON test plan generation and validation.