MCP RAG Servers RAG Tools

Model Context Protocol (MCP) servers that expose RAG capabilities, vector databases, and knowledge retrieval systems as standardized interfaces for LLM integration. Does NOT include RAG applications built on top of MCP, domain-specific RAG implementations, or general MCP tools without RAG/search functionality.

There are 51 mcp rag servers tools tracked. 1 score above 50 (established tier). The highest-rated is bobmatnyc/mcp-skillset at 57/100 with 11 stars and 510 monthly downloads.

Get all 51 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	bobmatnyc/mcp-skillset Dynamic RAG-powered skills service for code assistants via MCP - Vector +...	57	Established	11	Python
2	RobertLD/libscope AI-powered knowledge base with MCP integration — query library docs,...	41	Emerging	2	TypeScript
3	wende/cicada AI Coders search blindly. Be their guide.	41	Emerging	34	Python
4	nicosuave/memex Fast transcript search for humans & agents. Supports Claude Code, Codex CLI...	39	Emerging	73	Rust
5	Limeload/mcp-for-database MCP Database Console is a revolutionary web application that bridges the gap...	39	Emerging	10	TypeScript
6	dondetir/CodeGrok_mcp CodeGrok MCP is a Model Context Protocol (MCP) server that enables AI...	38	Emerging	7	Python
7	doITmagic/rag-code-mcp Privacy-first semantic code navigation MCP server using RAG. Features deep...	38	Emerging	24	Go
8	quang-pham-dev/web-mcp-playground A comprehensive guide and technical playground for Modern Web System...	37	Emerging	3	HTML
9	thelebster/fusesearch Multi-source search aggregation tool that unifies retrieval across diverse...	34	Emerging	1	Python
10	sajal2692/mcp-weaviate A FastMCP based mcp server for weaviate, deployable using uvx.	34	Emerging	5	Python
11	wink-wink-wink555/RAG-mcpKnowledge 基于RAG和Qwen AI的MCP协议知识库系统，为开发者提供精准的AI驱动问答与文档检索功能。通过集成官方MCP文档与向量搜索技术，打造用户友好的学习MCP协议界面。	30	Emerging	10	Python
12	kukuhtw/mcp_rag_go The MCP-RAG project is an AI agent framework based on the Multi-Context...	29	Experimental	8	Go
13	NexusForgeAI/Weave-Toolkit Weave MCP_Server 扩展功能/工具库	29	Experimental	8	Go
14	yuanjua/chiken 💡✨ Zotero, RAG, MCP, and deep research	28	Experimental	73	Python
15	angelafeliciaa/tabulaRAG A fast-ingesting tabular data MCP RAG tool backed with cell citations.	28	Experimental	20	Python
16	robbiemu/vault-mcp MCP server: semantic search (RAG) across Obsidian, Joplin & any markdown...	27	Experimental	2	Python
17	msjsc001/OmniClip-RAG Local-first RAG desktop app & official MCP Server. Let any AI instantly...	27	Experimental	12	Python
18	tryprotege/almanac Lightning-fast data access platform designed specifically for AI agents	26	Experimental	30	TypeScript
19	chenlinyang/alg-mcp Stars Lighting, enabling intelligent querying based on the RAG+MCP...	25	Experimental	27	Java
20	velarynai/ragora-mcp MCP info for ragora	24	Experimental	—	—
21	serkanyasr/rag-anythink-mcp Model Context Protocol server for advanced RAG with Knowledge Graphs	23	Experimental	5	Python
22	DevashishX/MCPFactoryAutomation Devs Manufacturing Automation Technology / Devs...	22	Experimental	—	Python
23	ssheeriin/super-kb Local MCP knowledge base for Claude Code that turns .skb/ folders into...	22	Experimental	—	Python
24	veerababumanyam/codeindex Local, privacy-first Search Engine and Memory layer for codebases with...	22	Experimental	—	JavaScript
25	arnavanuj/mcp-ticket-rag Hybrid MCP + RAG system for querying and summarizing GitHub issues using...	22	Experimental	—	Python
26	wlowenfeld/second-brain A self-hosted personal knowledge base that connects to Claude via MCP	22	Experimental	—	Python
27	florin414/neuromancer-labs A hands-on laboratory for Software Architects to master Agentic workflows,...	21	Experimental	—	TypeScript
28	zoonderkins/augment-lite-mcp 🔍 Local-first AI coding assistant MCP server with RAG, memory, and...	21	Experimental	2	Python
29	percy-raskova/pw-mcp RAG database of the ProleWiki Corpus for enhancing open-source AI agents...	21	Experimental	2	Python
30	wandermyz/wandering-rag A CLI tool for personal RAG that retrieves data from Notion, Obsidian, Apple...	21	Experimental	6	Python
31	ANONIMO432HZ/notebooklm-mcp-skill-setup Seamlessly integrate NotebookLM with your AI agent using the Model Context...	20	Experimental	1	JavaScript
32	ezcorp-org/ez-search Semantic codebase search with zero cloud dependencies. Local ML, private by...	20	Experimental	1	TypeScript
33	ElnurIbrahimov/rag-mcp-server RAG MCP server for Claude Code — hybrid search (vector + BM25), code-aware...	19	Experimental	—	Python
34	barcia/running-coach-memory-mcp Running Coach Memory MCP and RAG to save and get plans and insights from athletes	19	Experimental	—	Python
35	naokishibuya/llm-rag-mcp-orchestrator Multi-agent chat system with intent routing, tool calling (MCP), RAG, and...	19	Experimental	—	Python
36	krokozyab/ofjdbc_claudie_mcp Claude Desktop MCP server supporting OFJDBC and OFARROW	17	Experimental	2	—
37	xinrong-meng/my-finance-mcp Bare-bones Model Context Protocol server that stores personal finance...	17	Experimental	—	Python
38	TharanaBope/SQL-MCP-Mac-Windows Model Context Protocol (MCP) server for SQL Server with RAG capabilities....	16	Experimental	1	TypeScript
39	Sachinawat/Fast-MCP-Tools-Agent Fast-MCP-Tools-Agent is a modular, extensible agent framework for Model...	15	Experimental	—	Python
40	genusscardiniuslaugh243/coze-mcp-for-openclaw Enable quick MCP service deployment for OpenClaw by wrapping Coze workflows...	14	Experimental	—	—
41	sharmaranupama/hybrid-rag-mcp-agent RAG system with hybrid search, a ReAct agent, MCP tool exposure, and LLM evaluation	14	Experimental	—	Python
42	hamurda/rag-insights-mcp MCP server that tracks questions a RAG chatbot can't answer	14	Experimental	—	Python
43	ped-ro/memex A personal knowledge engine — local semantic search, MCP server, and sync...	14	Experimental	—	JavaScript
44	Mezo1122/RiMCP_hybrid 🛠️ Build a flexible search and navigation tool for RimWorld’s source code...	14	Experimental	—	HTML
45	kokogo100/ragalgo-mcp-server Dynamic RAG Engine for AI Reliability. We provide mathematically scored...	14	Experimental	4	JavaScript
46	Pyligent/A2A-MCP-Financial-Risk-and-Compliance-Manager Google A2A Protocol integrated with MCP Design Pattern	14	Experimental	3	Python
47	Luxter77/MCP-KBDB MCP server that provides RAG database queries for a model. (don't expect...	14	Experimental	3	Python
48	raiden9420/MCP-GroundX MCP based RAG chatbot, employing GroundX for storage, retrieval and tokenization.	13	Experimental	2	Python
49	EimanTahir071/MCP-powered-Agentic-RAG An MCP-powered agentic RAG system that transcribes, indexes, and...	13	Experimental	2	Python
50	dimafarer/intro-to-mcp-with-aws-bedrock-knowledge-bases Learn to build MCP (Model Context Protocol) servers that connect to AWS...	12	Experimental	1	Python
51	falkosch/codebase-search-4-agents A very simple setup with pgvector, sentencetransformer, and MCP Python SDK,...	11	Experimental	—	Python

Comparisons in this category

mcp-skillset and RAG-mcpKnowledge (57 vs 30)