Hybrid Search RAG RAG Tools

Production-grade RAG systems emphasizing hybrid retrieval (combining semantic vector search with keyword/BM25 matching), re-ranking strategies, and multi-source document ingestion. Does NOT include single-modality retrieval, evaluation frameworks, or domain-specific applications already categorized elsewhere.

There are 112 hybrid search rag tools tracked. 2 score above 50 (established tier). The highest-rated is swirlai/swirl-search at 59/100 with 2,979 stars. 1 of the top 10 are actively maintained.

Get all 112 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=rag&subcategory=hybrid-search-rag&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	swirlai/swirl-search AI Search & RAG Without Moving Your Data. Get instant answers from your...	59	Established	2,979	Python
2	brevia-ai/brevia Extensible API and framework to build your Retrieval Augmented Generation...	53	Established	32	Python
3	wzdavid/ThinkRAG A LLM RAG system runs on your laptop. ...	49	Emerging	319	Python
4	thinkany-ai/rag-search RAG Search API	41	Emerging	1,181	Python
5	sankalp1999/code_qa RAG on codebases using treesitter and LanceDB	37	Emerging	281	Python
6	R-Roy03/AtlasRAG Enterprise-grade RAG platform featuring Real-time Evaluation...	35	Emerging	3	Python
7	fraiseql/fraiseql-python The Explicit GraphQL Framework for the LLM Era Simple patterns. High...	32	Emerging	21	Python
8	constacts/milvus-clj Clojure libraray for Milvus	31	Emerging	18	Clojure
9	Piazza-tech/Piazza-Updater Piazza-Updater automates updates to a Weaviate database with real-time...	30	Emerging	38	Python
10	BukeLy/rag-api Multi-tenant RAG API powered by LightRAG/RAG-Anything. Auto-selects best...	27	Experimental	48	Python
11	Artessay/ArtSearch A local search system implementation using Elasticsearch for Wikipedia data...	27	Experimental	13	Python
12	iamarunbrahma/rag-api RAG-API: A production-ready Retrieval Augmented Generation API leveraging...	26	Experimental	7	Python
13	PotatoHD404/QwenRag A powerful RAG system for querying code repositories using tree-sitter...	26	Experimental	16	Python
14	dalgona039/TreeRAG TreeRAG: Hierarchical RAG platform that indexes dense PDFs into logical...	24	Experimental	2	Python
15	kulkarnishub377/Vechile_forensic_match_RAC 🚗 Complete vehicle re-identification system: YOLO detection, OSNet...	23	Experimental	1	Python
16	mtomai/contexta Enterprise-grade RAG architecture featuring Hybrid Search, Cross-Encoder...	22	Experimental	—	Python
17	abdellah-ahnani/rag-engine RAG-based document QA system with FAISS indexing, two-stage retrieval, and...	22	Experimental	—	Jupyter Notebook
18	chrismado/s4-research-intelligence RAG-powered documentary research assistant with source-weighted retrieval,...	22	Experimental	—	Python
19	VptrCipher/rag-production-system 🚀 Advanced, citation-aware RAG engine featuring Hybrid Search (Vector +...	22	Experimental	—	Python
20	jiangnanboy/jiajia-search Multilingual Lightweight & High-Performance Hybrid Search Engine \| Built for RAG	22	Experimental	—	Python
21	MukundaKatta/SourceRank Citation and source quality ranker — recency, authority, factual language...	22	Experimental	—	Python
22	luminati-io/weaviate-bright-data-rag Pick any topic, scrape real articles with Bright Data, store them in...	22	Experimental	—	Python
23	MukundaKatta/mnemosyne Mnemosyne — Vectorless RAG. Reasoning-based document search without vector embeddings	22	Experimental	—	Python
24	anmolg1997/Enterprise-RAG-System Enterprise RAG with hybrid search (dense + BM25), cross-encoder reranking,...	22	Experimental	—	Python
25	danieloza/danex-rag-service Hybrid RAG service: FastAPI, FAISS, Gemini, and SQL-backed answer synthesis.	22	Experimental	—	Python
26	choeyunbeom/arxiv_rag_system RAG system for querying arXiv papers hybrid retrieval, LoRA fine-tuning,...	22	Experimental	—	Python
27	Muhammad-Farooq13/Ask-my-docs Production RAG system — hybrid BM25 + vector retrieval, cross-encoder...	22	Experimental	—	Python
28	pallavisharma6802/Policy-Aware-RAG-System RAG system for Google Ads policy Q&A — hybrid search (Weaviate +...	22	Experimental	—	Python
29	Khojasteh-hb/enterprise-rag-api Production-style Retrieval-Augmented Generation (RAG) API using FastAPI,...	22	Experimental	—	Python
30	sankar-ramamoorthy/rag-foundry-universal CPU-only RAG stack: PDFs→Docling→Ollama→pgvector. Windows/macOS/Linux....	22	Experimental	—	Python
31	paxtonedgar/utilities_assist Enterprise RAG system built with LangGraph, OpenSearch hybrid search, and...	22	Experimental	—	Python
32	xr843/abhidharma-nyay-nus-ra-rag RAG-powered Q&A system for Buddhist Abhidharma research — GuwenBERT vector...	22	Experimental	—	Python
33	zhaokai-tech/Paper-Helper 基于 DeepSeek-V3 的混合检索增强生成 (Hybrid RAG) 科研助手。支持本地向量库 ChromaDB、Rerank 重排序及联网搜索。	22	Experimental	3	Python
34	DewyKB/dewy Opinionated knowledge extraction and semantic retrieval for Gen AI applications.	22	Experimental	75	Python
35	MayurS23/rag-ai-system Production-grade Retrieval-Augmented Generation (RAG) system — ingest PDFs,...	22	Experimental	—	Python
36	artyomdev/rag-assistant RAG-based assistant with FastAPI backend, Qdrant vector search and local LLM...	22	Experimental	—	Python
37	RohithkumarReddipogula/AI-Powered-Rag-System Hybrid BM25+E5 RAG · 93% Recall@10 · MRR=1.0 · 710ms latency · 4.46MB index...	22	Experimental	—	Python
38	claraverse-space/ClaraVector Vector Setup For Claraverse	21	Experimental	2	Python
39	woodstocksoftware/rag-documentation-assistant Production-ready RAG system using Claude, ChromaDB, and semantic search	21	Experimental	—	Python
40	mominalix/Multi-Tenant-Retrieval-Augmented-Generation-RAG-System A production-grade Multi-Tenant Retrieval-Augmented Generation (RAG) System...	21	Experimental	5	Python
41	Beginnersguide138/rag-with-sudachi Hybrid search on Japanese text by Zilliz	20	Experimental	1	Jupyter Notebook
42	Fabri-D/symbolic-mir-rag Production-style RAG backend over structured datasets using FAISS,...	19	Experimental	—	—
43	murkbyash/advanced-rag-systems Intelligent document Q&A platform using RAG with hybrid search (semantic +...	19	Experimental	—	—
44	sid-2209/rag-assistant-twitter-x-influencer-knowledge-base A RAG assistant that ingests Twitter/X influencer datasets, builds a vector...	19	Experimental	3	Python
45	salehA13/rag-document-intelligence Production-grade RAG system with hybrid semantic + keyword search, RRF...	19	Experimental	—	Python
46	OmerYasirOnal/piri Piri v2 — Multilingual LLM + RAG Engine by AKIS Platform. Cross-encoder...	19	Experimental	—	Python
47	gulabjamun04/ADVANCED-RAG-SYSTEM Intelligent document Q&A platform using RAG with hybrid search (semantic +...	19	Experimental	—	Python
48	chaners-com/quickresolve A microservices-based RAG platform that supports multi-format document...	19	Experimental	6	Python
49	elcaiseri/Evaluating-AI-Search-Visibility-for-Chime RAGSearch	17	Experimental	2	Python
50	kedarvartak/rfp-analyzer This project implements a sophisticated system for analyzing Request for...	17	Experimental	2	JavaScript
51	Ashutosh-AIBOT/rag-fastapi-backend FastAPI backend for RAG pipeline — document ingestion, embedding, FAISS...	16	Experimental	2	HTML
52	TNAHOM/Image-Search-Engine The Image Search Engine is a modern AI-powered web application leveraging...	16	Experimental	4	JavaScript
53	MaestroDev19/pantry-backend FastAPI + Supabase backend for a pantry management app, providing...	15	Experimental	1	Python
54	paganini2008/fastrag A full-stack, multi-tenant RAG platform that turns documents, URLs, and FAQs...	15	Experimental	1	Python
55	khg9859/Eternal 자연어 질의 기반 패널 데이터 검색 및 AI 시각화 플랫폼 \| Natural Language Panel Data Search & AI...	15	Experimental	—	Python
56	mohamedallamai/multilingual-rag A production-ready RAG system featuring Hybrid Search (FAISS + FlashRank),...	15	Experimental	—	Python
57	rutvik29/ragcore 🔍 Enterprise RAG engine — hybrid search, reranking, RAGAS evaluation \|...	15	Experimental	1	Python
58	sauremilk/PWBS Semantic RAG pipeline that ingests personal data sources and delivers...	15	Experimental	1	Python
59	titanlordmaster/study-rag-service FastAPI RAG backend with BAAI/bge-m3 embeddings, FAISS vector search, and a...	15	Experimental	—	Python
60	DARWICHAli/RAG_code_de_la_route A Simple RAG project for the French Road Code	15	Experimental	—	HTML
61	DareDev256/rag-system-with-citations RAG pipeline with source attribution — chunks documents, embeds with OpenAI,...	15	Experimental	1	Python
62	siddharth-nandagopal/retail-rag Retail-RAG: A Python-based Retrieval-Augmented Generation (RAG) system for...	15	Experimental	2	Python
63	fallahtp/NeuroRag Local RAG assistant for computational neuroscience and NEURON modeling	15	Experimental	1	Python
64	wufei-png/AskAny A QA assistant combining keyword search and RAG with reranking. Deep...	15	Experimental	6	Python
65	mofuteq/trend-to-rule Structural trend distillation engine for separating canonical patterns and...	14	Experimental	—	Python
66	santhoshgaddamgsr/tiered-rag-system Production-style Tiered RAG system with hybrid retrieval, reranking, and...	14	Experimental	—	Python
67	PiMaV/Hybrid_Data_RAGfinery AS-IS hybrid RAG reference (ArangoDB + Qdrant + Docling + n8n + openwebui)....	14	Experimental	3	Python
68	Salman0452/company-knowledge-base-ai Chat with your company documents using RAG — semantic search, source...	14	Experimental	—	Python
69	kumryu123456/Future_Mindmap_Demo RAG 기반 커리어 추천 마인드맵 서비스 \| 검색 정확도 62%→87% \| FastAPI · FAISS · Supabase \| 유니톤 해커톤	14	Experimental	—	TypeScript
70	maneth909/hybrid-rag Hybrid RAG AI chat app for querying documents using vector search, keyword...	14	Experimental	—	TypeScript
71	LukeSantossz/sb100_agents RAG-based agricultural Q&A system using FastAPI, Qdrant vector database,...	14	Experimental	—	Python
72	xyver/county-map Open geographic query engine — ask place-based questions in natural...	14	Experimental	—	JavaScript
73	wckliment/vectormind Production-ready RAG system with hybrid retrieval, chunk-level citations,...	14	Experimental	—	Python
74	arroyoarellanoangela/Henko- GPU-first RAG engine powering every Suyven product. Hybrid search,...	14	Experimental	—	Python
75	piog/production-rag-assistant Production-ready RAG assistant with ingestion, retrieval, citations, and...	14	Experimental	—	Python
76	langk1026/TryRag RAG system over SharePoint documents. LangGraph pipeline with hybrid...	14	Experimental	—	Python
77	rubsj/ai-shoptalk-knowledge-agent Production RAG system with configurable chunking, hybrid retrieval,...	14	Experimental	—	Python
78	ODWHU/knowledge_search_ai 社内文書向けRAG検索AI。Streamlit UI / FastAPI API / 根拠表示 / 監査ログ / 再インデックス / 部門制御に対応。	14	Experimental	—	Python
79	xyver/daedal-map Open geographic query engine — ask place-based questions in natural...	14	Experimental	—	Python
80	bhargu2805/trustworthy-enterprise-ai Enterprise RAG platform with FAISS vector search, Ollama LLM, compliance...	14	Experimental	—	Python
81	monfortbrian/regiq RAG-powered regulatory IQ for East African central bank directives cited...	14	Experimental	—	Python
82	bsuprints216/Aura-RAG Advanced Neural Knowledge Intelligence Engine for private documentation...	14	Experimental	—	Python
83	mshirazkamran/hadith-search A rag based searching for ahadith in Sahih al Bukhari, available at:	14	Experimental	—	Python
84	khuzama98/rag-ingestion-pipeline Hybrid RAG pipeline — ingest PDFs into Qdrant (vector) + Neo4j (graph),...	14	Experimental	—	TypeScript
85	igorsuhinin/rag-pdf-qa RAG-powered PDF QA system with self-reflection and multiple retrieval...	14	Experimental	3	Python
86	anmolkorla111-tech/repogpt-local-rag-webui Local RepoGPT using Ollama + FAISS (RAG) + FastAPI Web UI. CPU-friendly AI...	14	Experimental	—	Python
87	Abs-Futy7/FedeRAG Production-grade RAG system with hybrid retrieval, cross-encoder reranking,...	14	Experimental	—	TypeScript
88	odysian/vector-doc-qa Quaero document Q&A system using FastAPI and pgvector for RAG.	14	Experimental	—	Python
89	SAMithila/doc-intelligence Production-grade RAG system with hybrid search, query expansion, and...	14	Experimental	—	Python
90	varshavkumar12345/CredibilityCheckerRAG Advanced RAG architecture built using Transformers and TensorFlow to enabled...	14	Experimental	3	HTML
91	Rishav-dev-hub/RAG_CLEAN RAG system using FastAPI and Groq with document search and LLM responses	14	Experimental	—	HTML
92	Rohith04MVK/image-search-with-words search images with words!	13	Experimental	7	Python
93	somaiaahmed/Retrievify Production-ready RAG system with FastAPI, PGVector, LLMs...	13	Experimental	2	Python
94	Rishi-Kora/AI-Knowledge-Worker-tennis-using-RAG An interactive Jupyter Notebook that leverages Retrieval-Augmented...	13	Experimental	2	Jupyter Notebook
95	UmitFSD/ask-your-data Advanced RAG Assistant featuring Query Rewriting, Smart Routing, and Hybrid...	13	Experimental	2	Python
96	maxogod/student-rag-api A FastAPI RAG pipeline that ingests PDF files, makes embeddings and stores...	13	Experimental	2	Python
97	Hgon86/DochiBot 단순 검색을 넘어선 실전형 Advanced RAG 백엔드. 하이브리드 검색(RRF), 동적 리랭킹, 그리고...	12	Experimental	1	Kotlin
98	YanCotta/rag_publication_explorer A high-quality RAG-powered assistant that scores highly on the Ready Tensor...	12	Experimental	1	Python
99	shiki65536/patent-ai RAG-powered Patent Translation System with Claude	12	Experimental	1	Python
100	Airmomo/github-star-rag 一个基于RAG架构和LLM能力开发的AI搜索工具，专为检索GitHub用户Star项目中与查询相关的内容，并提供简洁的项目信息。	12	Experimental	3	Python
101	samkamau81/FAISS_Vector_Embedding The system leverages NLP techniques to extract insights from customer...	12	Experimental	1	Python
102	studmaster/jellyseek RAG implementation of jellyfin media searches	12	Experimental	1	Python
103	DeepakSilaych/image_search Search your photos using natural language. Find "beach sunset with Sarah" or...	12	Experimental	1	Python
104	karineyasmin/weg_rag_project This project implements a complete RAG solution developed for the Machine...	11	Experimental	—	Python
105	punyamodi/rag-studio Production-ready RAG platform with FAISS vector search, multi-query...	11	Experimental	—	Python
106	cacel-man/Tesla-RAG TeslaのIRレポートQ&A用RAGシステム — 8バージョンで精度10%→80%に体系的改善	11	Experimental	—	Python
107	daniellegauthier/Semantic-Color-Math A practical framework for mapping color, sentiment, and geometry into...	11	Experimental	—	Python
108	FaizaanAlFaisal/RAG-Knowledge-Assistant Fast, simple Retrieval-Augmented Generation (RAG) using Python, pgvector,...	11	Experimental	—	TypeScript
109	berketayfunakseki/berketayfunakseki Regulatory RAG: “RAG system: ingest PDFs → FAISS search → FastAPI →...	11	Experimental	—	—
110	nflx-lh/kitten-diet-rag-assistant Lightweight end-to-end RAG: FAISS retrieval + FastAPI backend + simple chat UI.	11	Experimental	—	HTML
111	JEONGHEESIK/Qwen-DPO-Query-Rewriter A Korean Query Rewriter SLM designed to maximize RAG search coverage....	11	Experimental	—	—
112	Kruthihamsika/TrustRAG Fully Offline Hybrid RAG System with FAISS, BM25, Reranking, and...	11	Experimental	—	Python