Production RAG Pipelines RAG Tools

End-to-end RAG systems designed for enterprise deployment with orchestration, monitoring, and scalability features. Includes data pipelines, ETL workflows, and quality assurance tools. Does NOT include domain-specific applications, chatbot interfaces, or single-component libraries.

There are 78 production rag pipelines tools tracked. 2 score above 50 (established tier). The highest-rated is pguso/rag-from-scratch at 55/100 with 1,239 stars. 1 of the top 10 are actively maintained.

Get all 78 projects as JSON

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

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	pguso/rag-from-scratch Demystify RAG by building it from scratch. Local LLMs, no black boxes - real...	55	Established	1,239	JavaScript
2	intersystems-community/iris-vector-rag Enterprise RAG pipelines with native IRIS vector search. 6 production...	53	Established	4	Python
3	microsoft/RAG_Hack Hack Together: RAG Hack \| Register, Learn, Hack	43	Emerging	519	—
4	huangjia2019/rag-project01-framework [RAG训练营] u.geekbang.org/subject/airag/1009927 这是我用Cursor自行制作的RAG...	40	Emerging	101	Python
5	CyrilDesch/SRAG Highly flexible RAG system with advanced document parsing and audio processing.	39	Emerging	5	Scala
6	fivetran/dbt_unified_rag Fivetran dbt package designed to generate an end model and Cortex Search...	39	Emerging	5	Shell
7	BUAADreamer/EasyRAG Easy-to-Use RAG Framework; CCF AIOps International Challenge 2024 Top3...	38	Emerging	622	Python
8	Azure-Samples/rag-as-a-service-with-vision This repository offers a Python framework for a retrieval-augmented...	38	Emerging	34	Python
9	2dogsandanerd/RAG_enterprise_core Enterprise-grade Retrieval-Augmented Generation system with microservices...	36	Emerging	8	—
10	avnlp/dspy-opt Advanced RAG pipeline optimization framework using DSPy. Implements modular...	36	Emerging	6	Python
11	Echoxiawan/KBaseCase 基于知识库的测试用例生成工具	36	Emerging	38	Python
12	microsoft/synthetic-rag-index Service to import data from various sources and index it in AI Search....	33	Emerging	36	Python
13	ragmate/ragmate-lagacy Local RAG server for code editors. Scans your codebase, builds a local...	30	Emerging	44	Python
14	groovy-web/rag-systems-production Enterprise-grade RAG systems with monitoring, scalability, and production features	28	Experimental	16	—
15	Jolara-ai/diskrag DiskRAG is a high-performance vector search system built on top of DiskANN.	28	Experimental	23	Python
16	domenicocinque/web-rag A RAG pipeline that searches on the web. Powered by Haystack 2.0.	24	Experimental	4	Python
17	bogdannadev/inference-ops Production Docker Compose configs for RAG pipelines: BGE-M3 embeddings,...	24	Experimental	2	—
18	ani03sha/distributed-rag-system A production-gradeRAG platform built on distributed systems principles....	24	Experimental	2	Python
19	arterm-sedov/cmw-rag RAG agent with SGR, smart indexing and reranking, metadata enrichment,...	24	Experimental	2	Python
20	mahdidjemaci/production-rag 🔍 Enhance retrieval accuracy with a production-ready RAG system that...	24	Experimental	—	Python
21	Leroll/rag-service A cloud-native RAG (Retrieval Augmented Generation) service API built on...	24	Experimental	7	Python
22	ahammadnafiz/RepoRAG A fully interactive tool designed to streamline your GitHub repository...	24	Experimental	4	Python
23	amp-rh/ci-triage-rag RAG pipeline for CI failure triage — LlamaIndex + ChromaDB + knowledge...	23	Experimental	1	Python
24	bhardwaj-vipul/SmartFilteringRAG Metadata filtering in RAG application	23	Experimental	8	Jupyter Notebook
25	RPG-478/Darwin-RAG Self-evolving RAG that automatically adapts knowledge base using...	23	Experimental	1	Python
26	GabrielFurnieles/arxiv-rag RAG Agent for CS papers from ArXiv	22	Experimental	3	Python
27	0x0addc001/AlightRAG AlightRAG: Association Reasoning Based Multi-Hop Question Answering...	22	Experimental	3	Python
28	Zhi-Chao-PAN/structure-aware-rag-empirical An empirical study improving Financial RAG accuracy by 37.5% (50.0% → 68.8%)...	22	Experimental	—	Python
29	Porch1i/aec-rag-system 🏗️ Build a robust RAG system for AEC design management, leveraging GraphRAG...	22	Experimental	—	Python
30	suriyasureshok/RepoMind A RAG based Web-Application that helps allows to talk with Codebases along...	22	Experimental	—	Python
31	twrappe/prism Pipeline Root-cause Intelligence for Silicon & Media	22	Experimental	—	Python
32	drosadocastro-bit/nova_rag_public Nova Intelligent Copilot A safety-focused, offline-first RAG copilot with...	21	Experimental	2	Python
33	Thordata/google-play-reviews-rag > End-to-end RAG pipeline that turns Google Play app reviews into a...	21	Experimental	2	Python
34	lucky-verma/information-retrieval RAG pipeline for AWS case studies: vector search, rerank, synthetic QA,...	20	Experimental	1	Jupyter Notebook
35	Naieem-55/advance-rag Advance RAG is an enterprise-grade RAG system built on HippoRAG, designed...	20	Experimental	1	Python
36	thingk0/rag-playground 공공데이터 기반 RAG 파이프라인 실험 — Naive → Hybrid Search → Re-ranking → Agentic RAG	19	Experimental	—	Python
37	zabwie/Closed-Loop-RAG-System Production-ready Retrieval-Augmented Generation (RAG) system with automated...	19	Experimental	—	Python
38	louayamor/Reasona-RAG-Architecture A RAG-powered AI project for context-aware, factual reasoning and knowledge...	19	Experimental	—	Jupyter Notebook
39	simoncampos1022/Enterprise-RAG-System This is Enterprise RAG System, a production-grade RAG framework for turning...	19	Experimental	—	Python
40	FredericVAN/PKU_DORAG CCF-B (2024 ICWS) -- "Meta data retrieval for data infrastructure via RAG"...	17	Experimental	2	HTML
41	HungHsunHan/rag-enterprise-system Building a Modern Enterprise RAG System: A Multi-Tenant Solution for...	17	Experimental	2	Python
42	aashishkumar-tech/log-rag-engine Production-ready Retrieval-Augmented Generation (RAG) platform for...	17	Experimental	4	Python
43	BreadIceCream/simple-rag Advanced Agentic RAG system featuring self-reflection, hybrid search...	16	Experimental	2	Python
44	vikasoni12/ExcelRAG 📊 Transform Excel into a reliable workspace for preparing data for...	16	Experimental	2	C#
45	Gustav-Proxi/vectorlens Zero-config RAG hallucination debugger. See why your LLM hallucinates and...	16	Experimental	—	Python
46	Rayyan9477/falcon-scaling Falcon Scaling / PolarityIQ covering dataset creation, RAG pipeline...	15	Experimental	1	Python
47	DevilsDev/rag-pipeline-utils The RAG Pipeline Utils library offers a production-ready, modular framework...	15	Experimental	—	JavaScript
48	Jer-Pha/kfai-pipeline An end-to-end ETL pipeline and RAG system for searching and analyzing Kinda...	15	Experimental	1	Python
49	haithem-ss/Ai-research-data-pipeline A distributed AI research discovery and ingestion pipeline built with...	15	Experimental	1	Python
50	dev-abuke/RealtimeRAG A real-time Retrieval Augmented Generation (RAG) system for financial news,...	15	Experimental	2	Jupyter Notebook
51	msbragi/RAG-System-Dist Distribuited, Agnostic and deterministic RAG System architecture	14	Experimental	—	Shell
52	ksmin23/rag-with-amazon-opensearch-and-sagemaker Question Answering Generative AI application with Large Language Models...	14	Experimental	7	Python
53	Gustav-Proxi/fastapi-rag-hallucination-demo See why RAG hallucinates — 5 real failure modes debugged live with...	14	Experimental	—	Python
54	ach0o/rag-with-me Modular RAG agent with LangGraph — hexagonal architecture, swappable...	14	Experimental	—	Python
55	robertxxiv/backoffice-ai Backoffice AI Production-oriented first beta of a modular RAG decision...	14	Experimental	—	Python
56	mesushantdkl/risk-feature-pipeline End-to-end ELT pipeline with dbt, Airflow and PostgreSQL producing RAG-ready...	14	Experimental	—	Python
57	Sudhanshu1st/HyDe_RAG Secure HyDe RAG is an in-house RAG application designed for querying complex...	14	Experimental	—	Python
58	suyash503/placement-rag AI-powered Placement Assistant using RAG (Llama 3.3 & ChromaDB) to query...	14	Experimental	—	Python
59	wiktorbielski/precious-metals-rag-airflow-pipeline An end-to-end data engineering and AI pipeline that orchestrates real-time...	14	Experimental	—	Python
60	ailton-santos/GlossIA Enterprise-grade RAG Architecture for Contextual Intelligence. Built with...	14	Experimental	—	Python
61	thecodingmage/LiveCold-Pathway-RAG 🥇 1st Place at Hack for Green Bharat. LiveCold leverages Pathway to provide...	14	Experimental	—	Python
62	alazkiyai09/enterprise-rag Enterprise RAG platform for secure ingestion, hybrid retrieval, and...	14	Experimental	—	Python
63	aremany/DTRO-Legal-GraphRAG 대구교통공사(DTRO (지하철, metro)) 사규 지능형 RAG 챗봇. GraphRAG 아키텍처와 로컬 LLM(Ollama)을...	14	Experimental	—	Python
64	KareemSayed1232/Decoupled-Adaptive-RAG-Engine This is a adaptive RAG system decoupled ready for deployment and production	14	Experimental	3	Python
65	yutkat/neovim-plugin-rag Automates discovering and categorizing new Neovim plugins with RAG, creating...	12	Experimental	4	Python
66	neomatrix369/AIE7-Demo-Day-Project RagCheck is a proactive corpus quality assessment tool that analyses RAG...	12	Experimental	11	TypeScript
67	ngpepin/ExcelRAG Excel-DNA add-in that turns Excel into a transparent, governed workspace for...	12	Experimental	1	C#
68	vijayabhaskar78/-ContextForge Local-first RAG system with hybrid (dense + BM25) and SPLADE retrieval,...	12	Experimental	1	Python
69	Gokul-Eswar/RAG_Pipeline RAG_Pipeline is a real-time Retrieval-Augmented Generation system that...	11	Experimental	—	Python
70	ShubhammS18/crag-intelligence-system Production-grade Corrective RAG system in LangGraph — scores retrieved...	11	Experimental	—	Python
71	KDF25/rag-channels An intelligent RAG-powered semantic search and multi-dimensional analytics...	11	Experimental	—	Python
72	GirikratnaSharma/NOVA Short for Neural Operator for Virtual Assistance A RAG and Transformer project	11	Experimental	—	Python
73	Runoi/Advanced-Russian-RAG-Corrector Продвинутая RAG-система для комплексной корректуры русского текста,...	11	Experimental	—	Jupyter Notebook
74	PundarikakshNTripathi/Aether A hybrid search engine and RAG pipeline implementing both classical...	11	Experimental	—	—
75	carloseduds/rag-evaluation-platform End-to-end RAG evaluation platform with ChromaDB, RAGAS metrics, and...	11	Experimental	—	Python
76	Yegor-M/RAG-art-knowledge-pipeline A domain-specific RAG pipeline for ingesting, preprocessing, and retrieving...	11	Experimental	—	Python
77	goswamipronnoy/rag-data-ingestion-pipeline This repository contains a scalable and modular pipeline for ingesting...	11	Experimental	2	Python
78	rgbyang/RAG A basic LLM application as knowledge base. You can have the LLM answer your...	10	Experimental	1	Python

Comparisons in this category

rag-from-scratch and ragmate-lagacy (55 vs 30) rag-from-scratch and SRAG (55 vs 39) rag-from-scratch and production-rag (55 vs 24)