rag-enhancement
RAG Enhancement Framework
When This Activates
This skill activates for explanation/understanding requests:
- "How does X work?"
- "Explain the Y system"
- "Give me background on Z"
- "What's the context for this?"
- Understanding complex codebases
Hybrid Search (BM25 + Semantic)
The system uses Reciprocal Rank Fusion (RRF) to combine:
BM25 (Keyword)
- Catches exact matches (function names, acronyms)
- Fast, works without embeddings
- Good for specific terms
More from jamelna-apps/claude-dash
cost-tracking
When user mentions "spending", "usage", "tokens", "API cost", "budget", "expensive", or wants to understand Claude API costs. Provides cost awareness and optimization guidance.
11page-cro
When the user mentions "conversion", "CRO", "landing page", "not converting", "bounce rate", "optimize page", or asks about improving page performance.
7session-handoff
When user says "continue", "pick up where we left off", "last time", "previous session", "what were we doing", or wants explicit session continuity. Provides structured context handoff between sessions.
4error-diagnosis
When user encounters "error", "exception", "failed", "stack trace", "crashed", or needs error categorization. Provides structured root cause analysis and prevention strategies.
4code-review
When the user mentions "review", "PR", "pull request", "code review", "check my code", "feedback on", or asks for code quality assessment.
3smart-routing
When deciding which Claude model (Opus/Sonnet/Haiku) to use, or when "route", "which model", "complex task", "multi-file", "architectural", or "deep debugging" is mentioned. Guides quality-first model selection.
3