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 118 rag quality assurance tools tracked. 1 score above 50 (established tier). The highest-rated is notadev-iamaura/OneRAG at 52/100 with 113 stars.

Get all 118 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...	52	Established	113	Python
2	pinecone-io/canopy Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone	40	Emerging	1,029	Python
3	balavenkatesh3322/rag-doctor 🩺 Agentic RAG pipeline failure diagnosis tool. Tells you why your RAG failed...	35	Emerging	1	Python
4	MERakram/Advanced-RAG-monorepo 🚀 Production-ready modular RAG monorepo: Local LLM inference (vLLM) • Hybrid...	35	Emerging	5	Python
5	teilomillet/raggo A lightweight, production-ready RAG (Retrieval Augmented Generation) library in Go.	30	Emerging	210	Go
6	Dono1901/RAG-LLM-using-AI-Pipeline-with-streamlit-interface A system that combines Retrieval-Augmented Generation (RAG), the Claude...	30	Emerging	3	Python
7	Franky5831/Local-rag-example A local and private rag guide with some examples, using PgSql, Ollama and Go	30	Emerging	4	Go
8	electricpipelines/barq Dabarqus is incredibly fast RAG that runs everywhere.	29	Experimental	59	—
9	anhmtk/StillMe-Learning-AI-System-RAG-Foundation Self-Evolving RAG System with ChromaDB for continuous knowledge updates (6x...	28	Experimental	6	Python
10	autollama/autollama Anthropic's Contextual Retrieval implementation with visual chunk...	26	Experimental	26	HTML
11	Abhinandan-Khurana/rag-based-ai-pentest-report-generator A sophisticated tool that leverages RAG (Retrieval Augmented Generation) to...	24	Experimental	4	Python
12	jinno-ai/enterprise-rag-system Production-grade RAG pipeline for enterprise knowledge bases	24	Experimental	—	Python
13	deepashreesiva/langgraph-rag-assistant 🚀 Build an enterprise-ready RAG system to enhance technical documentation...	23	Experimental	1	Python
14	Yassinekraiem08/rag-decision-support-system Production-style RAG system with hybrid retrieval, citation-grounded LLM...	23	Experimental	1	Python
15	samarthshete/ContextLens RAG evaluation & debugging platform with trace capture, failure taxonomy,...	23	Experimental	1	Python
16	federico-orsi-dev/SourceLogic-SaaS Enterprise-grade Multi-Tenant RAG assistant. High-performance repository...	23	Experimental	1	Python
17	Luxia-AI/worker RAG Worker service: executes retrieval, evidence validation, and LLM-based...	23	Experimental	1	Python
18	dejan3dejan/wa-test Industrial RAG benchmarking system with hybrid search (Dense + Sparse BM25)...	22	Experimental	—	Python
19	Mohit904524242324242/nextwork-rag-api 📄 Create a dynamic Retrieval-Augmented Generation API to add and query a...	22	Experimental	—	Python
20	mysticrenji/selfhosted-llm-rag-app A RAG App on Self hosted kubernetes platform	22	Experimental	4	HTML
21	Muhammad-Farooq13/real-time-multimodal-rag-system Production-ready multimodal RAG system with FastAPI, Streamlit, hybrid...	22	Experimental	—	Python
22	mattmre/CHELATEDAI Adaptive vector search with self-correcting embeddings. Fixes semantic...	22	Experimental	—	Python
23	ahmet-ozel/rag-master-class Classical RAG & Agentic RAG demo with ChromaDB, OpenAI, Gemini, Claude,...	22	Experimental	—	Python
24	NeuroForgeLabs/rag-doctor 🩺 RAG Doctor — Open-source diagnostic tool for Retrieval-Augmented...	22	Experimental	—	JavaScript
25	MAYANK12-WQ/enterprise-rag-architecture Production RAG patterns from real enterprise deployments — chunking...	22	Experimental	—	—
26	saadbenchekroun/autorag Automatically selects and serves optimal RAG pipelines for your document corpus	22	Experimental	—	Python
27	Beefy-dev-auth/odyssey-infra Debuggable RAG for AI Systems	22	Experimental	—	—
28	Thisen-Ekanayake/Athena Athena: Research data acquisition and RAG pipeline for automated research...	22	Experimental	—	Python
29	KonNik88/ml-research-radar Custom end-to-end pipeline to find, organize, and reason over ML papers &...	22	Experimental	—	Python
30	TammineniTanay/hybrid-rag-system Production-grade RAG system with hybrid retrieval (Qdrant + Elasticsearch +...	22	Experimental	—	Python
31	Rudra-DB/rudradb-opin-examples rudradb-opin-examples is for example implementations of the pip install rudradb-opin	22	Experimental	29	—
32	hanasobi/systematic-rag Systematic, experiment-driven RAG pipeline optimization using Layered...	22	Experimental	—	Python
33	jonnamartiinUdemm/rag-backend-core Modular RAG Backend API built with FastAPI. Features Hybrid LLM support...	21	Experimental	2	Python
34	deconvolute-labs/trojan-rag-demo A demonstration of RAG poisoning attacks using dormant documentation injections.	21	Experimental	2	Python
35	arec1b0/rag-ops-system Production-grade Agentic RAG system featuring self-correcting LangGraph...	21	Experimental	2	Python
36	nshkrdotcom/portfolio_core Hexagonal architecture core for Elixir RAG systems. Port specifications,...	20	Experimental	1	Elixir
37	Matrixxboy/TheUltimateRAG TheUltimateRAG is a production-ready, modular, and highly flexible...	20	Experimental	1	JavaScript
38	nkmohit/minimal-rag-backend Minimal, production-style RAG backend implementing document ingestion,...	20	Experimental	1	Python
39	nkmohit/rag-studio A web-based Retrieval-Augmented Generation platform with transparent source...	20	Experimental	1	Python
40	benwalkerai/Portfolio_RAG A reference architecture for reliable RAG: features 100% test coverage,...	20	Experimental	1	Python
41	ZAG23/nextwork-rag-api A RAG (Retrieval-Augmented Generation) API built with FastAPI, ChromaDB, and...	20	Experimental	1	Python
42	CIKR-Repos/PipeRAG No-code RAG pipeline builder for non-technical users. Upload files → get...	19	Experimental	—	C#
43	ms-kumar/rag-journey-poc-to-prod Production-ready RAG system with FastAPI, Qdrant, and LangGraph. Features...	19	Experimental	—	Python
44	tanmayj-hub/devops-rag-api DevOps × AI RAG API that answers questions from a resume using FastAPI,...	19	Experimental	—	Python
45	AnderssonProgramming/rag-langchain-openai-pinecone Enterprise-grade RAG system for the Enterprise Architecture (AREP) course at...	19	Experimental	—	Python
46	rakeshpedapudi07/hybrid-rag-qa-system Scalable Hybrid RAG system with Dense + BM25 retrieval over 10K documents...	19	Experimental	—	Python
47	LifeEnthusiast03/rag_backend this is the backend for my rag application	19	Experimental	—	Python
48	Baselyne-Systems/retrieval-os Production control plane for RAG and semantic search systems.	19	Experimental	—	Python
49	prabalgupta-sudo/Enterprise-Rag-Service Inittial Rag Service implementation	19	Experimental	—	Python
50	Stavion-Colquitt/hybrid-rag-pi Hybrid RAG system combining Qdrant vector search with SQLite FTS5 keyword...	19	Experimental	—	JavaScript
51	vaskoyudha/omnibus-rag Open-source Indonesian Legal RAG framework — hybrid retrieval, grounding...	19	Experimental	—	Python
52	Khaoula1025/it-support-rag-mlops End-to-end LLMOps project implementing a Retrieval-Augmented Generation...	19	Experimental	—	—
53	ajazhussainsiddiqui/grounded-rag-api RAG API with built-in hallucination detection. Verifies LLM outputs against...	19	Experimental	—	Python
54	BrooksErica/sop-rag-system Compliance-aware RAG system for regulated SOP search (GxP-ready design)	19	Experimental	—	—
55	Tanny1810/DocQuery Production-grade document ingestion and Retrieval-Augmented Generation (RAG)...	19	Experimental	—	Python
56	aadhamashraf/End-to-End-RAG-MLOps-Platform-for-Telecom-Standards AI-powered Telecom Standards assistant using Hybrid RAG, Vector DBs, and...	19	Experimental	—	TypeScript
57	jstilb/modern-rag-pipeline Production RAG pipeline with hybrid search (semantic + BM25), multiple...	19	Experimental	—	Python
58	SainathPattipati/enterprise-rag-engine Production RAG system for enterprise document intelligence — semantic...	19	Experimental	—	Python
59	claudian37/rag-starter-kit A framework-free RAG reference architecture. Built with Python, Supabase, and Koyeb.	19	Experimental	—	Python
60	5tev3G/secure-ai-rag-framework A security-first RAG framework featuring bi-directional PII masking and...	19	Experimental	—	Python
61	prajitdatta/RAG-Autopsy Cut open broken RAG pipelines. Find what killed them. Fix it before you ship.	19	Experimental	—	Python
62	apundhir/advanced_rag_knowledge_engine Production-grade RAG and knowledge routing engine with evaluation,...	19	Experimental	—	Python
63	leandrodevai/KnowledgeSavvy Production-ready RAG with multi-stage validation and hallucination checks	19	Experimental	—	Python
64	Moiz-Ali-Moomin/scalable-rag-pipeline Production-grade agentic RAG platform on AWS EKS using Terraform, Ray,...	19	Experimental	—	Python
65	adityonugrohoid/rag-operator-console Full RAG implementation with explicit prompt assembly and operator...	19	Experimental	—	Python
66	PavanVkAlapati/Rag_Lab Modular RAG experimentation platform with FastAPI, Streamlit, multiple...	17	Experimental	2	Python
67	BryanTheLai/StackRAG-Backend StackRAG is a multi-tenant Retrieval-Augmented Generation (RAG) platform for...	17	Experimental	2	Jupyter Notebook
68	Dash-007/rag-finance-system Production-ready RAG financial system with query classification, A/B...	16	Experimental	1	Python
69	Julianbourdes/rag-ollama-plugin Claude Code plugin for building RAG applications with FastAPI, LangChain,...	16	Experimental	1	Python
70	Western-1/rag-doc-chat Production-grade RAG System: FastAPI, Qdrant & Groq. Features Langfuse...	16	Experimental	1	Python
71	albertodiazdurana/rag-document-assistant Production-ready RAG system with multi-provider LLM support (OpenAI, Claude,...	16	Experimental	2	Python
72	morgandt-reed/langgraph-rag-assistant Enterprise RAG system with LangGraph multi-step reasoning and vector search	16	Experimental	1	Python
73	SouravUpadhyay7/Rag_Queue_System Production-grade async RAG system with FastAPI, Redis Queue, and distributed...	15	Experimental	—	Python
74	regmibijay/yarp YARP (Yet Another RAG Pipeline) is a lightweight, high-performance Python...	15	Experimental	—	Python
75	tonumayworkspace-creator/self-improving-rag Self-Improving RAG System with Hybrid Search (BM25 + Vector), LLM Query...	15	Experimental	1	Python
76	Gaurav2327/business-canvas-poc-rag-ai Retrieval Augmented Generation POC.	15	Experimental	—	JavaScript
77	onkar032/enterprise-rag-system Production-grade Retrieval Augmented Generation (RAG) system with advanced...	15	Experimental	—	Python
78	coco-whisper/docIndexingAgent-rag-langchain-fastapi-postgres ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector	15	Experimental	—	Python
79	daianicoelho/GreenRoots_AI_Support Latency-optimized RAG Agent	14	Experimental	—	Python
80	Prakash2608/rag-project A production-grade RAG (Retrieval-Augmented Generation) system built from...	14	Experimental	—	Jupyter Notebook
81	subhamnayak76/arxiv-rag arXiv Paper Curator — Production RAG System	14	Experimental	—	Python
82	Naresh1401/Enterprise-Rag-Pipeline Production-grade RAG system with RAGAS evaluation, hallucination detection,...	14	Experimental	—	Python
83	dev-k99/RAG-Assistant Not another tutorial RAG. Hybrid retrieval (BM25 + dense), cross-encoder...	14	Experimental	—	Jupyter Notebook
84	Swapanth/raglab Build, evaluate, and ship RAG pipelines — from prototype to production.	14	Experimental	—	—
85	amaaxx/halkill Hallucination resistant full-stack RAG system using FastAPI, React, and LangChain.	14	Experimental	—	Python
86	daianicoelho/verdevida-ai-support Latency-optimized RAG Agent	14	Experimental	—	Python
87	Nameerakhan/wizard-store-backend FastAPI backend implementing a Retrieval-Augmented Generation (RAG) system...	14	Experimental	—	Python
88	rayinaboinakoushik-lab/EDin-Rag-System Dockerized Retrieval-Augmented Generation system that ingests educational...	14	Experimental	—	Python
89	HemantBK/AI-Wildlife-Tracker RAG system that identifies 500+ Indian wildlife species from text or photos...	14	Experimental	—	Python
90	winsongr/async-rag-ingestion-engine Distributed RAG ingestion pipeline with idempotent vector indexing,...	14	Experimental	—	Python
91	Abhishekjawahar/databricks-tutor Multi-agent RAG system for learning Databricks — built with LangGraph, Groq,...	14	Experimental	—	Python
92	nikhilreddy00/Metadata-Aware-Rag Production-ready Metadata-Aware RAG system for SEC EDGAR filings with...	14	Experimental	—	HTML
93	Jeroflo88/Self-Corrective-RAG 🔍 Enhance your searches with Self-Corrective RAG, a system that optimizes...	14	Experimental	—	Python
94	sungminwoo0612/daily-arxiv-insights-ops 매일 arXiv 논문을 자동 수집·분석하는 LLMOps 파이프라인	14	Experimental	—	Python
95	aneessaheba/RAG-Tax-Advisory-System-for-Intl-Students Production RAG system for international student tax advisory. Hybrid...	14	Experimental	—	Python
96	FullFran/Hybrid-RAG-example 🔍 High-performance Hybrid RAG implementation using Clean Architecture....	13	Experimental	2	Python
97	Ceastin/Finalyzer Production-grade RAG system enabling context-aware document analysis through...	12	Experimental	1	Python
98	melroyanthony/rag-reference-pipeline Production-ready RAG pipeline with hybrid search (semantic + BM25),...	11	Experimental	—	Python
99	KartikPawade/Semantic-RAG-Knowledge-Engine A production-ready Advanced RAG API featuring background ingestion,...	11	Experimental	—	Python
100	Backend-Lab-SR/hyperclarity-rag-platform HyperClarity is a Spring Boot RAG platform for document ingestion, semantic...	11	Experimental	—	—
101	adityonugrohoid/enterprise-rag-platform RAG platform with Dockerized ingestion, retrieval, vector storage, and LLM services	11	Experimental	—	Shell
102	KartikPawade/Document-Aware-RAG-System Enterprise-grade RAG with Parent-Child context expansion, Hybrid Search...	11	Experimental	—	Python
103	MarouaHattab/Log-Analysis-RAG Intelligent log analysis tool that uses AI to automate root cause detection...	11	Experimental	—	Jupyter Notebook
104	driftq-org/driftq-rag-index-demo DriftQ + Qdrant demo: build/version a RAG index with replay + rollback	11	Experimental	—	Python
105	UdayBansalG0423/Production-level-RAG-system Production-ready Retrieval-Augmented Generation (RAG) backend system with...	11	Experimental	—	CSS
106	achrafjarrou/lvmh-financial-rag Système RAG production-ready pour analyse financière LVMH 2023. FastAPI +...	11	Experimental	—	Python
107	nikolas-j/rag-evaluation-framework Provides automated testing for RAG-systems.	11	Experimental	—	Python
108	manojitht/bank-rag-service An offline assessment for EY on banking RAG service	11	Experimental	—	Python
109	shyamprasadc/nlq-data-platform Production-grade NLQ platform with FastAPI-powered RAG pipeline and AWS data...	11	Experimental	—	Python
110	SalmaOuardi/arxiv-research-copilot 🔬 Advanced RAG system for ArXiv paper search with semantic retrieval,...	11	Experimental	—	Python
111	mohameddmansurr/kubernetes-rag-ops A production-ready MLOps pipeline for Retrieval Augmented Generation (RAG)....	11	Experimental	—	Python
112	Muhammad246/RAG_Financial_Report_Analyzer Asynchronous Retrieval-Augmented Generation (RAG) system using FastAPI,...	11	Experimental	—	Python
113	kratosvil/RAGForge Kubernetes-native Hybrid RAG system using Kubernetes documentation as...	11	Experimental	—	Python
114	armandev25/AI-Review-Intelligence-Engine- AI-powered review intelligence system using Retrieval-Augmented Generation...	11	Experimental	—	Python
115	mubashirsidiki/buildingragisnotaproblem An open-source system that helps developers quickly set up and run a RAG...	11	Experimental	—	TypeScript
116	aliosmankaya/rag-app A Customizable RAG (Retrieval Augmented Generation) App	10	Experimental	1	Python
117	Farhaj499/RAG_with_PineconeDB This project implements a Retrieval Augmented Generation (RAG) system that...	10	Experimental	1	Jupyter Notebook
118	jmelovich/arag-cli arag-cli, is a command-line interface (CLI) tool for managing a custom file...	10	Experimental	1	Python

Comparisons in this category

OneRAG and raggo (52 vs 30) OneRAG and Advanced-RAG-monorepo (52 vs 35) OneRAG and langgraph-rag-assistant (52 vs 23) OneRAG and rag-decision-support-system (52 vs 23) OneRAG and enterprise-rag-system (52 vs 24)