RAG Quality Assurance Vector Databases

Production RAG systems emphasizing observability, evaluation, testing, security hardening, and debugging—from trace capture and hallucination control to monitoring pipelines and compliance frameworks. Does NOT include vector database tools, LLM providers, or general chatbot builders without explicit quality/reliability focus.

There are 57 rag quality assurance tools tracked. 1 score above 50 (established tier). The highest-rated is notadev-iamaura/OneRAG at 53/100 with 113 stars.

Get all 57 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=vector-db&subcategory=rag-quality-assurance&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	notadev-iamaura/OneRAG Production-ready RAG Framework (Python/FastAPI). 1-line config swaps: 6...	53	Established	113	Python
2	pinecone-io/canopy Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone	47	Emerging	1,029	Python
3	MERakram/Advanced-RAG-monorepo 🚀 Production-ready modular RAG monorepo: Local LLM inference (vLLM) • Hybrid...	39	Emerging	5	Python
4	teilomillet/raggo A lightweight, production-ready RAG (Retrieval Augmented Generation) library in Go.	37	Emerging	210	Go
5	electricpipelines/barq Dabarqus is incredibly fast RAG that runs everywhere.	36	Emerging	59	—
6	Franky5831/Local-rag-example A local and private rag guide with some examples, using PgSql, Ollama and Go	32	Emerging	4	Go
7	autollama/autollama Anthropic's Contextual Retrieval implementation with visual chunk...	32	Emerging	26	HTML
8	Rudra-DB/rudradb-opin-examples rudradb-opin-examples is for example implementations of the pip install rudradb-opin	28	Experimental	29	—
9	mysticrenji/selfhosted-llm-rag-app A RAG App on Self hosted kubernetes platform	26	Experimental	4	HTML
10	federico-orsi-dev/SourceLogic-SaaS Enterprise-grade Multi-Tenant RAG assistant. High-performance repository...	23	Experimental	1	Python
11	Yassinekraiem08/rag-decision-support-system Production-style RAG system with hybrid retrieval, citation-grounded LLM...	22	Experimental	1	Python
12	hanasobi/systematic-rag Systematic, experiment-driven RAG pipeline optimization using Layered...	22	Experimental	—	Python
13	nshkrdotcom/portfolio_core Hexagonal architecture core for Elixir RAG systems. Port specifications,...	22	Experimental	1	Elixir
14	nkmohit/rag-studio A web-based Retrieval-Augmented Generation platform with transparent source...	22	Experimental	1	Python
15	nkmohit/minimal-rag-backend Minimal, production-style RAG backend implementing document ingestion,...	22	Experimental	1	Python
16	Tanny1810/DocQuery Production-grade document ingestion and Retrieval-Augmented Generation (RAG)...	21	Experimental	—	Python
17	Stavion-Colquitt/hybrid-rag-pi Hybrid RAG system combining Qdrant vector search with SQLite FTS5 keyword...	21	Experimental	—	JavaScript
18	CIKR-Repos/PipeRAG No-code RAG pipeline builder for non-technical users. Upload files → get...	21	Experimental	—	C#
19	prabalgupta-sudo/Enterprise-Rag-Service Inittial Rag Service implementation	21	Experimental	—	Python
20	Baselyne-Systems/retrieval-os Production control plane for RAG and semantic search systems.	21	Experimental	—	Python
21	aadhamashraf/End-to-End-RAG-MLOps-Platform-for-Telecom-Standards AI-powered Telecom Standards assistant using Hybrid RAG, Vector DBs, and...	21	Experimental	—	TypeScript
22	LifeEnthusiast03/rag_backend this is the backend for my rag application	21	Experimental	—	Python
23	mattmre/CHELATEDAI Adaptive vector search with self-correcting embeddings. Fixes semantic...	21	Experimental	—	Python
24	5tev3G/secure-ai-rag-framework A security-first RAG framework featuring bi-directional PII masking and...	21	Experimental	—	Python
25	arec1b0/rag-ops-system Production-grade Agentic RAG system featuring self-correcting LangGraph...	21	Experimental	2	Python
26	Moiz-Ali-Moomin/scalable-rag-pipeline Production-grade agentic RAG platform on AWS EKS using Terraform, Ray,...	21	Experimental	—	Python
27	rakeshpedapudi07/hybrid-rag-qa-system Scalable Hybrid RAG system with Dense + BM25 retrieval over 10K documents...	21	Experimental	—	Python
28	tanmayj-hub/devops-rag-api DevOps × AI RAG API that answers questions from a resume using FastAPI,...	21	Experimental	—	Python
29	KonNik88/ml-research-radar Custom end-to-end pipeline to find, organize, and reason over ML papers &...	21	Experimental	—	Python
30	dejan3dejan/wa-test Industrial RAG benchmarking system with hybrid search (Dense + Sparse BM25)...	21	Experimental	—	Python
31	Dash-007/rag-finance-system Production-ready RAG financial system with query classification, A/B...	18	Experimental	1	Python
32	Farhaj499/RAG_with_PineconeDB This project implements a Retrieval Augmented Generation (RAG) system that...	17	Experimental	1	Jupyter Notebook
33	Gaurav2327/business-canvas-poc-rag-ai Retrieval Augmented Generation POC.	17	Experimental	—	JavaScript
34	jmelovich/arag-cli arag-cli, is a command-line interface (CLI) tool for managing a custom file...	17	Experimental	1	Python
35	regmibijay/yarp YARP (Yet Another RAG Pipeline) is a lightweight, high-performance Python...	17	Experimental	—	Python
36	yuniko-software/go-qdrant-rag-sample This repository contains a Go application that demonstrates semantic product...	15	Experimental	11	Go
37	subhamnayak76/arxiv-rag arXiv Paper Curator — Production RAG System	14	Experimental	—	Python
38	Swapanth/raglab Build, evaluate, and ship RAG pipelines — from prototype to production.	14	Experimental	—	—
39	SalmaOuardi/arxiv-research-copilot 🔬 Advanced RAG system for ArXiv paper search with semantic retrieval,...	13	Experimental	—	Python
40	driftq-org/driftq-rag-index-demo DriftQ + Qdrant demo: build/version a RAG index with replay + rollback	13	Experimental	—	Python
41	adityonugrohoid/enterprise-rag-platform RAG platform with Dockerized ingestion, retrieval, vector storage, and LLM services	13	Experimental	—	Shell
42	nikolas-j/rag-evaluation-framework Provides automated testing for RAG-systems.	13	Experimental	—	Python
43	kratosvil/RAGForge Kubernetes-native Hybrid RAG system using Kubernetes documentation as...	13	Experimental	—	Python
44	Muhammad246/RAG_Financial_Report_Analyzer Asynchronous Retrieval-Augmented Generation (RAG) system using FastAPI,...	13	Experimental	—	Python
45	UdayBansalG0423/Production-level-RAG-system Production-ready Retrieval-Augmented Generation (RAG) backend system with...	13	Experimental	—	CSS
46	mubashirsidiki/buildingragisnotaproblem An open-source system that helps developers quickly set up and run a RAG...	13	Experimental	—	TypeScript
47	coco-whisper/docIndexingAgent-rag-langchain-fastapi-postgres ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector	13	Experimental	—	Python
48	Nameerakhan/wizard-store-backend FastAPI backend implementing a Retrieval-Augmented Generation (RAG) system...	13	Experimental	—	Python
49	winsongr/async-rag-ingestion-engine Distributed RAG ingestion pipeline with idempotent vector indexing,...	13	Experimental	—	Python
50	sungminwoo0612/daily-arxiv-insights-ops 매일 arXiv 논문을 자동 수집·분석하는 LLMOps 파이프라인	13	Experimental	—	Python
51	amaaxx/halkill Hallucination resistant full-stack RAG system using FastAPI, React, and LangChain.	13	Experimental	—	Python
52	KartikPawade/Semantic-RAG-Knowledge-Engine A production-ready Advanced RAG API featuring background ingestion,...	13	Experimental	—	Python
53	Backend-Lab-SR/hyperclarity-rag-platform HyperClarity is a Spring Boot RAG platform for document ingestion, semantic...	13	Experimental	—	—
54	melroyanthony/rag-reference-pipeline Production-ready RAG pipeline with hybrid search (semantic + BM25),...	13	Experimental	—	Python
55	daianicoelho/verdevida-ai-support Latency-optimized RAG Agent	13	Experimental	—	Python
56	RuchikaChaurasia/airflow-rag-pinecone-pipeline Apache Airflow pipeline that builds and queries a Pinecone vector index for...	12	Experimental	1	Python
57	team-spark-code/redfin_rag AI 산업 뉴스를 벡터 검색 기반 RAG(Retrieval-Augmented Generation) 방식으로 분석·검색하여, 개인 맞춤형...	11	Experimental	—	Python

Comparisons in this category

OneRAG and raggo (53 vs 37) OneRAG and Advanced-RAG-monorepo (53 vs 39) OneRAG and selfhosted-llm-rag-app (53 vs 26) OneRAG and rag-decision-support-system (53 vs 22) OneRAG and rag-studio (53 vs 22) OneRAG and minimal-rag-backend (53 vs 22) OneRAG and DocQuery (53 vs 21)