Retrieval Augmented Generation MCP Servers

Tools that implement RAG systems with vector stores, document indexing, and semantic search to ground LLM responses in external knowledge bases. Does NOT include general search, web scraping without retrieval, or knowledge graphs without vector embeddings.

There are 63 retrieval augmented generation servers tracked. 2 score above 50 (established tier). The highest-rated is shinpr/mcp-local-rag at 62/100 with 156 stars.

Get all 63 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=mcp&subcategory=retrieval-augmented-generation&limit=20"

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

#	Server	Score	Tier	Stars	Language
1	shinpr/mcp-local-rag Local-first RAG server for developers using MCP. Semantic + keyword search...	62	Established	156	TypeScript
2	nkapila6/mcp-local-rag "primitive" RAG-like web search model context protocol (MCP) server that...	53	Established	118	Python
3	AmberLee2427/nancy-brain Nancy's RAG backend and HTTP API/MCP server connectors.	49	Emerging	2	Python
4	tac0de/knowledge-to-action-mcp MCP server for Obsidian GraphRAG, agent-ready context, preview-only...	45	Emerging	3	TypeScript
5	Daniel-Barta/mcp-rag-server Lightweight RAG server for the Model Context Protocol: ingest source code,...	43	Emerging	5	TypeScript
6	yumeiriowl/repo-graphrag-mcp An MCP server that uses LightRAG and Tree-sitter to build a repository...	42	Emerging	3	Python
7	HaseebKhalid1507/VelociRAG Lightning-fast RAG for AI agents. ONNX-powered, 4-layer fusion, MCP server....	41	Emerging	3	Python
8	JonnoC/CodeRAG Advanced graph-based code analysis for AI-assisted software development	40	Emerging	15	TypeScript
9	gogabrielordonez/mcp-ragchat MCP server that adds RAG-powered AI chat to any website. One command from...	38	Emerging	1	TypeScript
10	kwanLeeFrmVi/mcp-rag-server mcp-rag-server is a Model Context Protocol (MCP) server that enables...	38	Emerging	25	TypeScript
11	no13productions/ai-agent-history-rag-mcp Full featured aggregation of all your AI agents in single vector database...	37	Emerging	5	Python
12	khalidsaidi/ragmap RAG MCP Registry Finder (RAGMap): subregistry API + MCP server + Firestore ingestion	35	Emerging	2	TypeScript
13	wrxck/srag Semantic code search and RAG system written in Rust with tree-sitter...	35	Emerging	20	Rust
14	hyson666/pdf-rag-mcp-server PDF RAG server for cursor.	34	Emerging	40	Python
15	a-earthperson/lightrag-mcp Streamable HTTP MCP Server for LightRAG	34	Emerging	1	Python
16	PranithChowdary/Real-time-web-search-RAG-with-MCP A conversational agent that combines static knowledge (RAG over your docs)...	34	Emerging	5	Python
17	shabib87/supernova-mcp-rag A practical POC demonstrating how to build and run a local MCP server with...	32	Emerging	1	TypeScript
18	fvanevski/lightrag_mcp MCP server for accessing local LightRAG deployment.	30	Emerging	1	Python
19	ryan-m-bishop/docrag AI-powered documentation RAG system with MCP server for Claude Code. Search...	30	Emerging	4	Python
20	jvanmelckebeke/mcp-synaptic Memory-enhanced MCP server with local RAG database and expiring memory capabilities	25	Experimental	3	Python
21	srfrog/goldie-mcp Retrieval-Augmented Generation (RAG) MCP server written in Go that runs...	24	Experimental	3	Go
22	musoukun/ragdb-mcp MCP対応のRAGシステム。Markdownドキュメントをベクトル化し、自然言語で高速検索。LibSQL、Qdrant、PostgreSQLに対応してます。	23	Experimental	2	TypeScript
23	uiqkos/llamacloud-rag-mcp 🦙 Professional MCP server for LlamaCloud RAG - TypeScript implementation...	23	Experimental	—	JavaScript
24	agarwalvishal/mcp-rag-server MCP RAG server — local embeddings, your docs never leave your machine....	22	Experimental	—	Python
25	anton-lunden/inkdex RAG for your markdown docs, exposed over MCP. Local embeddings, zero config.	22	Experimental	—	TypeScript
26	node2flow-th/gemini-files-search-rag-mcp-community MCP server for Gemini RAG — manage File Search stores, upload documents,...	21	Experimental	—	TypeScript
27	M-vdBerg/GraphRAG Graph-based RAG system: markdown files → PostgreSQL+AGE graph → MCP server	21	Experimental	—	Python
28	hensing/searchless-ngx Stop searching your documents. Start asking them. Transform Paperless-ngx...	21	Experimental	—	Python
29	rexnzm/MCP-rag-with-Chromadb 🗂️ Build a versatile MCP server with RAG capabilities, supporting multiple...	21	Experimental	—	Python
30	leomarviegas/Ollqd MCP client-server RAG system — index codebases & documents into Qdrant using...	21	Experimental	—	Python
31	dzikrisyairozi/rag-mcp-pipeline-research A learning repository exploring Retrieval-Augmented Generation (RAG) and...	21	Experimental	1	Python
32	umiii100/local-rag-server Deploy a local, multi-user RAG system to query PDF and DOCX documents using...	21	Experimental	—	Python
33	gillisandrew/dprr-mcp Natural-language prosopographic queries for the Roman Republic. Generates...	21	Experimental	—	HTML
34	mohandshamada/RAG-MCP Rag MCP server for ai documentation	21	Experimental	2	Python
35	boxcalfdevelopmentallearning748/OpenScout 🔍 Enhance your queries with OpenScout, a RAG system that retrieves, ranks,...	21	Experimental	—	Python
36	kasssandr/archilles Calibre RAG for researchers: page-level citations and LLM access via MCP....	21	Experimental	—	Python
37	BrijeshRakhasiya/Agentic-Doc-Search-RAG Self-corrective Agentic RAG with LangGraph - eliminates hallucinations...	21	Experimental	—	Python
38	torkian/rag-mcp-server A Model Context Protocol (MCP) server for RAG applications that connects to...	21	Experimental	—	Python
39	aniketpoojari/OmniDoc-QA-LLM-RAG Agentic NL-to-SQL assistant using Model Context Protocol (MCP) with...	21	Experimental	—	Python
40	CyprianFusi/MCP-rag-with-Chromadb A powerful MCP (Model Context Protocol) server that provides RAG...	19	Experimental	—	Python
41	nateislas/PyRag PyRag is an MCP (Model Context Protocol) server that provides AI coding...	18	Experimental	1	Python
42	mohllal/markdown-rag-mcp 📖 A Retrieval-Augmented Generation (RAG) MCP server for markdown...	17	Experimental	—	Python
43	SAKET-SK/RAG-MCP-Project An intelligent HR assistant that orchestrates multiple data sources using...	17	Experimental	—	Python
44	agarwalvishal/MCP-Powered-Agentic-RAG-Application A fully functional and intelligent application capable of fielding complex...	17	Experimental	—	Python
45	CyprianFusi/mcp-rag-chroma-streamlit A production-ready Retrieval-Augmented Generation (RAG) application built...	17	Experimental	—	Python
46	lalitsuryan/lightragmcp Model Context Protocol (MCP) server for LightRAG - 30+ tools for RAG and...	17	Experimental	—	Python
47	norandom/ragflow-claude-desktop-local-mcp RAGflow at your GenAI flows - for expert-knowledge access based of complex documents	16	Experimental	4	Python
48	krokozyab/ofrag Agentic SQL & RAG engine (MCP server) for Oracle Fusion. Features local...	15	Experimental	2	—
49	thebardchat/shanebrain_mcp 27-tool MCP server for Weaviate RAG + Ollama on Raspberry Pi 5 — knowledge,...	14	Experimental	—	Python
50	diwushennian4955/velocirag-nexaapi-tutorial VelociRAG + NexaAPI: Lightning-Fast RAG Pipeline for AI Agents (No PyTorch!)...	14	Experimental	—	Jupyter Notebook
51	modpotatodotdev/ASTRA AST-driven RAG with vector biased A* graph traversal	14	Experimental	—	Rust
52	mayankag22/RAG_demo_with_monitor This application takes input from user via PDF and databricks table, updates...	14	Experimental	1	Python
53	ArthurSrz/graphRAGmcp Repo for the MCP of the law graph	14	Experimental	1	Python
54	Pavansomisetty21/MCP-Powered-PDF-Retrieval-Augmented-Generation-Assistant In this we implemented RAG Architecture using MCP	13	Experimental	—	Python
55	nabojyoti/agentic-rag-a2a-mcp A unified AI agent system integrating Retrieval-Augmented Generation (RAG),...	13	Experimental	—	Python
56	cgaeking/rlm-connector Your complete documents folder READONLY as a RLM knowledge base MCP server...	13	Experimental	—	Python
57	ydkulks/rag-template Project template for creating RAG pipeline	13	Experimental	—	Python
58	Renewdxin/web-rag-fusion-mcp-server A powerful RAG (Retrieval-Augmented Generation) server with dynamic...	13	Experimental	—	Python
59	evokateur/rag-knowledge-mcp My RAG knowledge base MCP server	13	Experimental	—	Python
60	kshidenko/rag-memory-pg-mcp PostgreSQL-based RAG Memory MCP Server with Supabase - hybrid semantic...	13	Experimental	—	JavaScript
61	AP3X-Dev/RIG Runtime Integration Gateway is the fastest way to ship safe agent tools....	13	Experimental	—	Python
62	sayeedajmal/personalGPT An autonomous AI agent with MCP (Model Context Protocol) integration,...	13	Experimental	—	JavaScript
63	ahardy42/devdocs-rag-mcp MCP server with RAG tooling for developer docs	11	Experimental	—	Python

Comparisons in this category

mcp-local-rag and mcp-rag-server (62 vs 38) mcp-local-rag and srag (62 vs 35) mcp-local-rag and mcp-rag-server (62 vs 43) mcp-local-rag and Real-time-web-search-RAG-with-MCP (62 vs 34) mcp-local-rag and docrag (62 vs 30) mcp-local-rag and knowledge-to-action-mcp (62 vs 45) mcp-local-rag and repo-graphrag-mcp (62 vs 42) mcp-local-rag and ragmap (62 vs 35) mcp-local-rag and mcp-ragchat (62 vs 38) mcp-local-rag and supernova-mcp-rag (62 vs 32)