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FacundoSu1986
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local-rag-chroma-sqlite

Index and query local mod knowledge bases with ChromaDB and SQLite.

1|Updated Mar 30, 2026
Search Tags:#rag#offline#sqlite#vector-search#chromadb#mods#local-knowledge-base
One-click install
npx skills add https://github.com/FacundoSu1986/Sky-Claw --skill local-rag-chroma-sqlite
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: local-rag-chroma-sqlite
Source: https://github.com/FacundoSu1986/Sky-Claw/tree/main/.agents/skills/local-rag-chroma-sqlite
Command: npx skills add https://github.com/FacundoSu1986/Sky-Claw --skill local-rag-chroma-sqlite

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Builds and queries a local knowledge base for mods using a Retrieval-Augmented Generation approach, combining vector search with structured data to answer questions about mod requirements and compatibility without relying on real-time Nexus Mods data.

Core Features & Use Cases

  • Local-first RAG: vector search with ChromaDB paired with SQLite for structured metadata to power fast, offline knowledge lookup.
  • Hybrid retrieval: semantic search results enriched with SQL-based metadata to improve precision on mod details.
  • Mod compendium builder: create a persistent, personalized knowledge base of mods for quick reference and analysis.
  • Use cases: answer mod requirements from descriptions, verify compatibility within a local MO2 repository, and discover similar or alternative mods.

Quick Start

Install chromadb and fastembed, then index your MO2 downloads into a local ChromaDB collection and a SQLite database to enable fast, offline semantic and structured searches.

Frequently Asked Questions about local-rag-chroma-sqlite

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I build a local mod knowledge base for offline search?▼

Build a local mod knowledge base by indexing your MO2 downloads into a ChromaDB vector store and a SQLite database. This creates a persistent, offline repository for fast semantic and structured searches of your mod descriptions.

Can I check mod compatibility within my local MO2 repository without internet access?▼

Yes, you can verify mod compatibility offline within a local MO2 repository. The Skill queries your local SQLite metadata and ChromaDB vectors to answer compatibility checks without relying on real-time Nexus Mods data.

What is hybrid retrieval for mod requirements and how does it work?▼

Hybrid retrieval combines semantic vector search using ChromaDB with SQL-based structured metadata from SQLite. This enriches semantic search results to improve precision when answering specific mod requirements from descriptions.

Do I need ChromaDB and SQLite to index mods for a personal compendium?▼

Yes, you need to install ChromaDB and fastembed to index mods for a personal compendium. These dependencies power the offline vector search and structured data storage required for fast knowledge lookup.

Does local RAG work for discovering alternative mods in an offline environment?▼

Local RAG works for discovering alternative mods offline by performing vector search on indexed mod descriptions. It queries your local knowledge base to find similar mods without needing real-time Nexus Mods connectivity.

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