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 30 mcp rag servers tools tracked. 1 score above 50 (established tier). The highest-rated is bobmatnyc/mcp-skillset at 52/100 with 11 stars.

Get all 30 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 +...	52	Established	11	Python
2	wende/cicada AI Coders search blindly. Be their guide.	45	Emerging	34	Python
3	Limeload/mcp-for-database MCP Database Console is a revolutionary web application that bridges the gap...	45	Emerging	10	TypeScript
4	nicosuave/memex Fast transcript search for humans & agents. Supports Claude Code, Codex CLI...	43	Emerging	73	Rust
5	dondetir/CodeGrok_mcp CodeGrok MCP is a Model Context Protocol (MCP) server that enables AI...	42	Emerging	7	Python
6	doITmagic/rag-code-mcp Privacy-first semantic code navigation MCP server using RAG. Features deep...	39	Emerging	24	Go
7	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。	36	Emerging	10	Python
8	yuanjua/chiken 💡✨ Zotero, RAG, MCP, and deep research	34	Emerging	73	Python
9	chenlinyang/alg-mcp Stars Lighting, enabling intelligent querying based on the RAG+MCP...	31	Emerging	27	Java
10	tryprotege/almanac Lightning-fast data access platform designed specifically for AI agents	30	Emerging	30	TypeScript
11	msjsc001/OmniClip-RAG Local-first RAG desktop app & official MCP Server. Let any AI instantly...	29	Experimental	12	Python
12	robbiemu/vault-mcp MCP server: semantic search (RAG) across Obsidian, Joplin & any markdown...	29	Experimental	2	Python
13	wandermyz/wandering-rag A CLI tool for personal RAG that retrieves data from Notion, Obsidian, Apple...	28	Experimental	6	Python
14	angelafeliciaa/tabulaRAG A fast-ingesting tabular data MCP RAG tool backed with cell citations.	27	Experimental	20	Python
15	percy-raskova/pw-mcp RAG database of the ProleWiki Corpus for enhancing open-source AI agents...	25	Experimental	2	Python
16	zoonderkins/augment-lite-mcp 🔍 Local-first AI coding assistant MCP server with RAG, memory, and...	25	Experimental	2	Python
17	serkanyasr/rag-anythink-mcp Model Context Protocol server for advanced RAG with Knowledge Graphs	25	Experimental	5	Python
18	velarynai/ragora-mcp MCP info for ragora	23	Experimental	—	—
19	TharanaBope/SQL-MCP-Mac-Windows Model Context Protocol (MCP) server for SQL Server with RAG capabilities....	22	Experimental	1	TypeScript
20	naokishibuya/llm-rag-mcp-orchestrator Multi-agent chat system with intent routing, tool calling (MCP), RAG, and...	21	Experimental	—	Python
21	ElnurIbrahimov/rag-mcp-server RAG MCP server for Claude Code — hybrid search (vector + BM25), code-aware...	21	Experimental	—	Python
22	arnavanuj/mcp-ticket-rag Hybrid MCP + RAG system for querying and summarizing GitHub issues using...	21	Experimental	—	Python
23	raiden9420/MCP-GroundX MCP based RAG chatbot, employing GroundX for storage, retrieval and tokenization.	19	Experimental	2	Python
24	kokogo100/ragalgo-mcp-server Dynamic RAG Engine for AI Reliability. We provide mathematically scored...	18	Experimental	4	JavaScript
25	xinrong-meng/my-finance-mcp Bare-bones Model Context Protocol server that stores personal finance...	17	Experimental	—	Python
26	EimanTahir071/MCP-powered-Agentic-RAG An MCP-powered agentic RAG system that transcribes, indexes, and...	15	Experimental	2	Python
27	adakco/HyperRAG MCP-Native Agentic HyperRAG /...	14	Experimental	1	Python
28	hamurda/rag-insights-mcp MCP server that tracks questions a RAG chatbot can't answer	14	Experimental	—	Python
29	sharmaranupama/hybrid-rag-mcp-agent RAG system with hybrid search, a ReAct agent, MCP tool exposure, and LLM evaluation	14	Experimental	—	Python
30	falkosch/codebase-search-4-agents A very simple setup with pgvector, sentencetransformer, and MCP Python SDK,...	13	Experimental	—	Python

Comparisons in this category

mcp-skillset and RAG-mcpKnowledge (52 vs 36)