RAG Skill — Retrieval-Augmented Generation for StudEx Vault

This skill turns the Obsidian vault into a live knowledge base that Claude can query, reason over, and generate answers from. Every answer is grounded in YOUR notes, YOUR conversations, YOUR decisions.

How It Works

Query ──→ RETRIEVE ──→ RANK ──→ AUGMENT ──→ GENERATE ──→ Answer + Sources
              │           │          │            │
              ▼           ▼          ▼            ▼
         Search vault  Score by   Build rich   Generate answer
         (Grep+Glob)   relevance  context      citing [[sources]]

Retrieval Pipeline

Step 1: Query Expansion

When given a question, expand it into multiple search vectors:

Exact terms — The literal words used
— Related terms (e.g., "genetics" → "breeding", "semen", "embryos", "pedigree")

RAG Skill — Retrieval-Augmented Generation for StudEx Vault

How It Works

Query ──→ RETRIEVE ──→ RANK ──→ AUGMENT ──→ GENERATE ──→ Answer + Sources
              │           │          │            │
              ▼           ▼          ▼            ▼
         Search vault  Score by   Build rich   Generate answer
         (Grep+Glob)   relevance  context      citing [[sources]]

Retrieval Pipeline

Step 1: Query Expansion

When given a question, expand it into multiple search vectors:

Exact terms — The literal words used
— Related terms (e.g., "genetics" → "breeding", "semen", "embryos", "pedigree")

Skill	How RAG Uses It
chat-processor	RAG searches notes created by chat processing
business-analyzer	RAG feeds data to the analyzer, analyzer feeds insights back
daily-digest	RAG includes daily logs in temporal searches
second-brain	Second Brain skill calls RAG for context when creating new notes

Rag

RAG Skill — Retrieval-Augmented Generation for StudEx Vault

How It Works

Retrieval Pipeline

Step 1: Query Expansion

Rag

RAG Skill — Retrieval-Augmented Generation for StudEx Vault

How It Works

Retrieval Pipeline

Step 1: Query Expansion

Step 2: Multi-Strategy Search

Step 3: Rank & Filter

Step 4: Context Assembly

Step 5: Generate Answer

The RAG Loop — Keeping Knowledge Fresh

Usage Examples

Auto-Update Triggers

Integration with Other Skills

Openai Whisper

Voice Call

Prose

Clawhub

Sherpa Onnx Tts

Openai Whisper Api