Module rag 

Local RAG (Retrieval-Augmented Generation) system for Manx

Provides document indexing, semantic search, and LLM integration for enhanced documentation discovery and AI synthesis.

Modules

benchmarks

Benchmarking utilities for embedding providers

embeddings

Text embedding generation using configurable embedding providers

indexer

Document indexing pipeline for the RAG system

llm

Multi-provider LLM integration for answer synthesis

model_metadata

providers

query_enhancer

Query enhancement system for improved RAG search

result_verifier

Result verification system for RAG search quality assurance

search_engine

Smart search engine orchestrator for intelligent RAG search

Structs

DocumentChunk

Document chunk for indexing

DocumentMetadata

Document metadata

EmbeddingConfig

Configuration for embedding generation

RagConfig

Configuration for the RAG system

RagSearchResult

Search result from RAG

RagStats

RAG system stats

RagSystem

Local file-based RAG system

SmartSearchConfig

Configuration for smart search capabilities

StoredChunk

Stored chunk with embedding for file-based vector storage

Enums

CodeSecurityLevel

Security level for code processing

EmbeddingProvider

Embedding provider types

SourceType

Type of document source