Claude-skill-registry define-x-strategy
Creates personalized X/Twitter growth strategy through guided interview. Based on algorithm-derived principles (exposure equation, phase model). Use when asked about X growth, Twitter strategy, building audience, or social media presence.
git clone https://github.com/majiayu000/claude-skill-registry
T=$(mktemp -d) && git clone --depth=1 https://github.com/majiayu000/claude-skill-registry "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/data/define-x-strategy" ~/.claude/skills/majiayu000-claude-skill-registry-define-x-strategy && rm -rf "$T"
skills/data/define-x-strategy/SKILL.mdUser request: $ARGUMENTS
Create personalized X_STRATEGY.md through discovery interview. Strategy is grounded in algorithm-derived optimal growth principles.
Before starting: Read the reference documents in
skills/define-x-strategy/references/:
— The growth model and optimization principlesOPTIMAL_STRATEGY.md
— Deep dive into X's recommendation algorithmALGORITHM_ANALYSIS.md
Discovery log:
/tmp/x-strategy-{YYYYMMDD-HHMMSS}.md
The Growth Model (from reference)
E = S × (N × D + R × U_oon)
- S (Content Score) — multiplies everything; quality > quantity
- D (Engagement Density) — % of followers who engage; protect this
- R (Retrieval Alignment) — niche focus; stay consistent
- N (Followers) — output of optimizing S, D, R; not a goal
Phases (state-based, not time-based):
- Build R — Train algorithm via engagement before posting (when N ≈ 0)
- Build D — Convert engagement to reciprocal network (when N small)
- Maximize S — Optimize content score indefinitely (steady state)
Invariants: Quality > quantity, protect D, niche focus, avoid negative signals.
Workflow
Create todo list (immediately)
- [ ] Read references/; done when model internalized - [ ] Create discovery log - [ ] Discover current state→log; done when N, D, R assessed - [ ] Discover niche positioning→log; done when angle clear - [ ] Discover goals & constraints→log; done when realistic picture formed - [ ] (expand: areas as discovery reveals) - [ ] Assess current phase; done when phase determined with reasoning - [ ] Refresh: read full discovery log - [ ] Generate X_STRATEGY.md; done when strategy complete + validated
Create discovery log
# X Strategy Discovery Started: {timestamp} ## Current State (populated incrementally) ## Niche & Positioning (populated incrementally) ## Goals & Constraints (populated incrementally) ## Phase Assessment (populated after discovery) ## Refinement (populated during validation)
Discovery Areas
Discover enough to assess phase and create actionable strategy. Use AskUserQuestion for all questions.
Current State
Understand where they are:
- Account status (new, growing, established)
- Engagement patterns (do posts get traction?)
- Posting history (consistent? strategic? sporadic?)
- Network quality (followers who engage vs. dead followers)
Niche & Positioning
Understand their angle:
- Topic/expertise area
- What makes their perspective unique
- Target audience on X
- Competitive landscape in their niche
Goals & Constraints
Understand their reality:
- What they want from X (audience, leads, networking, brand)
- Time available (determines viable strategies)
- Content creation preferences (formats, strengths)
- Engagement comfort level
Expand as Needed
| Discovery Reveals | Add Todo For |
|---|---|
| Multiple potential niches | Niche narrowing |
| Very limited time | Minimum viable strategy |
| Product/service to promote | Aligned content strategy |
| Audience elsewhere | Cross-platform leverage |
| Past failures | Failure analysis |
Write findings to log after each discovery step.
Phase Assessment
After discovery, determine their phase:
| Indicators | Phase |
|---|---|
| N < 100, little engagement history | Phase 1: Build R |
| N small, engaged core forming | Phase 2: Build D |
| N > 500, D > 30%, consistent posting | Phase 3: Maximize S |
Document reasoning in log.
Output: X_STRATEGY.md
Generate strategy document. Structure should include:
# X Growth Strategy: {Niche/Name} > **North Star**: {One sentence goal} ## Current State **Phase**: {1/2/3} — {Phase name} **Focus**: {Primary variable to optimize} {Current metrics assessment: N, D, R} ## The Model {Brief explanation of exposure equation relevant to their phase} ## Your Niche Position **Topic**: {Their niche} **Angle**: {Unique perspective} **Audience**: {Who they're reaching} **Positioning**: {One sentence: "I help [audience] with [topic] by [angle]"} ## Phase-Appropriate Actions {Actions specific to their current phase, fitted to their time budget} {For Phase 1: engagement-focused, no posting yet} {For Phase 2: posting + reciprocal network building} {For Phase 3: content optimization + D maintenance} ## Content Strategy {Based on their strengths and formats} ### Content Principles {Pillars aligned with their niche and strengths} ### Multi-Signal Checklist {Engagement triggers relevant to their content type} ### What to Avoid {Anti-patterns specific to their situation} ## Engagement Strategy {Time allocation based on their constraints} {Engagement rules for their phase} ## Metrics to Track {Phase-appropriate metrics} {Transition triggers to next phase} ## Anti-Patterns {Specific to their situation and common mistakes for their phase} ## Quick Reference {Daily/weekly checklist fitted to their time budget} --- *Strategy created: {date}* *Phase: {current}* *Review when: {transition trigger}*
Adapt structure to what discovery revealed. Add/remove sections as needed.
Validation
Present key sections for validation:
- Does positioning capture them?
- Are actions realistic given constraints?
- Does phase assessment match their experience?
Update based on feedback. Write refinements to log.
Principles
| Principle | Rule |
|---|---|
| Reference first | Read references/ before interviewing |
| Write before proceed | Log findings after each discovery step |
| Phase-appropriate | Strategy must match current state |
| Realistic constraints | Actions must fit their actual time/capacity |
| Principle over prescription | Give frameworks, not rigid scripts |
| State-based transitions | No time promises; transition when conditions met |
Completion
Strategy complete when:
- Phase correctly assessed with reasoning
- Actions appropriate for phase and constraints
- Content strategy aligned with strengths
- Metrics tied to phase transitions
- User validates key sections
Write
X_STRATEGY.md to current directory.