OEE Knowledge Base RAG

Semantic knowledge base allowing ingest, search, and retrieval of saved texts, URLs, and files using embeddings and SQLite.

🐾 Knowledge Base (RAG) — Your Second Brain

by Odin's Eye Enterprises — Ancient Wisdom. Modern Intelligence.

Save anything, recall it semantically. Personal RAG-powered knowledge base with SQLite + embeddings.

What It Does

1. Ingest — Save text, URLs, files, notes into your knowledge base
2. Query — Semantic search across everything you've saved
3. Retrieve — Get relevant context for any question

Trigger Phrases

• "remember this"
• "save this to the knowledge base"
• "what do I know about"
• "search my notes"
• "KB query"

Usage

bash

# Ingest text
python ingest.py "The key insight from today's meeting was..."

# Ingest from a file
python ingest.py --file notes.md

# Query the knowledge base
python query.py "What did we discuss about pricing?"

# Full KB management
python kb.py stats
python kb.py search "topic"

Files

• kb.py — core KB engine (embeddings, storage, retrieval)
• ingest.py — CLI for adding content
• query.py — CLI for searching
• kb.db — SQLite database (auto-created)

Requirements

• Python 3.10+
• ANTHROPIC_API_KEY or OPENAI_API_KEY for embeddings

For Agents

Save context: python ingest.py "TEXT" Retrieve context: python query.py "QUESTION"