Lightweight Rag Systems RAG Tools

There are 25 lightweight rag systems tools tracked. 1 score above 50 (established tier). The highest-rated is rasinmuhammed/rag-tui at 53/100 with 21 stars.

Get all 25 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	rasinmuhammed/rag-tui ⚡ Debug your RAG pipeline without leaving the terminal. Real-time chunking...	53	Established	21	Python
2	kbeaugrand/KernelMemory.StructRAG Microsoft's Kernel Memory StructRAG implementation	44	Emerging	74	C#
3	metawake/ragtune EXPLAIN ANALYZE for RAG retrieval — inspect, debug, benchmark, and tune your...	35	Emerging	10	Go
4	rag-fish/NoesisNoema A private, offline, multi-RAGpack LLM RAG app for macOS/iOS. Instant,...	34	Emerging	5	Swift
5	derekshi1/DataResRAG An ambitious project using RAG to create specialized course planning for...	33	Emerging	1	HTML
6	chernistry/sentio Boilerplate RAG System with LangGraph Architecture	32	Emerging	16	Python
7	pavel-kirienko/ragrag Local multimodal semantic search for large documents with complex diagrams...	27	Experimental	2	Python
8	ZenousAI/GoRagToolkit A Go toolkit for building RAG (Retrieval-Augmented Generation) applications....	23	Experimental	1	Go
9	KazKozDev/production_rag_pipeline Free Perplexity-style web search library for local sLLM. Bing + DuckDuckGo →...	23	Experimental	1	Python
10	SWARNIM-TIWARI/hybrid-rag-concierge Fully offline hybrid RAG concierge for luxury hotels with confidence-aware...	22	Experimental	—	Python
11	AstyanM/rag-exploration Local RAG system built from scratch with LangChain and LangGraph,...	21	Experimental	—	Jupyter Notebook
12	khelseygrace/dotnet-data-ingestion-local-rag Enable local document ingestion and retrieval-augmented generation with a...	21	Experimental	—	C#
13	rag-fish/RAGfish RAGfish The open-source standard for private, offline, multi-pack LLM RAG —...	19	Experimental	2	—
14	VibeCoder01/raggy A lightweight, local-first RAG server that uses embeddings from a local...	18	Experimental	1	JavaScript
15	MaximPyanin/weather-rag-assistant RAG micro-service designed to provide real-time weather information using...	18	Experimental	1	Python
16	SrabanMondal/NSHG-RAG Research-grade neuro-symbolic RAG framework where retrieval is a policy, not...	17	Experimental	—	Python
17	adityavijay21/rag-hybrid-search Air-gapped, production-ready RAG workspace featuring hybrid search, semantic...	15	Experimental	2	Python
18	fesdfisdfhsdkfmvndfjger/rag-hybrid-search Deliver offline, precise retrieval-augmented generation with hybrid search...	14	Experimental	—	Python
19	SplinterSword/RAG-Search-Engine My Very Own RAG system	13	Experimental	—	Python
20	THA123bo/letsrag Build and run a local Retrieval-Augmented Generation system that ensures...	13	Experimental	—	Python
21	suchitra0806/semantic-talent-indexer Local RAG-based talent indexing engine using Llamaindex and Llama 3.2 to...	13	Experimental	—	Python
22	zongzi531/modular-rag This is RAG Modules Repo. This includes various modules in the RAG ecosystem.	12	Experimental	5	Python
23	anandsuraj/elasticsearch-rag A complete implementation of semantic search using Elasticsearch and a RAG...	12	Experimental	1	Python
24	brunowinter8192/RAG RAG system for Claude Code — hybrid retrieval (semantic + SPLADE + RRF),...	11	Experimental	—	Python
25	Ashad001/UltimateRAG In Development	10	Experimental	2	Python